From 5aa63a1fa6b114a9125fd7ee35c15aae7b497624 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Fri, 12 Oct 2018 14:38:32 -0600 Subject: [PATCH 001/146] configure travis to only deploy on one build --- .travis.yml | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/.travis.yml b/.travis.yml index 78c06767..7b2ff692 100644 --- a/.travis.yml +++ b/.travis.yml @@ -20,6 +20,8 @@ install: script: - pytest +# Deploy to pypi on the python 3.6 build with upgraded dependencies when +# a new version is tagged on github from the master branch deploy: provider: pypi user: RdTools @@ -28,5 +30,7 @@ deploy: on: tags: true branch: master + python: 3.6 + condition: $REQ_ENV == '--upgrade --upgrade-strategy=eager .' distributions: "sdist bdist_wheel" skip_cleanup: true From fc08f239ccdd9276686b93a2fda5072f20d76377 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Mon, 5 Nov 2018 16:02:25 -0700 Subject: [PATCH 002/146] prevent NaNs from summing to 0 --- rdtools/normalization.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/rdtools/normalization.py b/rdtools/normalization.py index a96295e9..7dfb08c0 100644 --- a/rdtools/normalization.py +++ b/rdtools/normalization.py @@ -111,11 +111,11 @@ def normalize_with_pvwatts(energy, pvwatts_kws): if mean_model_td <= mean_measure_td: energy_dc = dc_power * model_tds - energy_dc = energy_dc.resample(freq).sum() + energy_dc = energy_dc.resample(freq).sum(min_count=1) energy_dc = energy_dc.reindex(energy.index, method='nearest') insolation = irrad * irrad_tds - insolation = insolation.resample(freq).sum() + insolation = insolation.resample(freq).sum(min_count=1) insolation = insolation.reindex(energy.index, method='nearest') elif mean_model_td > mean_measure_td: @@ -243,11 +243,11 @@ def normalize_with_sapm(energy, sapm_kws): if mean_model_td <= mean_measure_td: energy_dc = dc_power * model_tds - energy_dc = energy_dc.resample(freq).sum() + energy_dc = energy_dc.resample(freq).sum(min_count=1) energy_dc = energy_dc.reindex(energy.index, method='nearest') insolation = irrad * irrad_tds - insolation = insolation.resample(freq).sum() + insolation = insolation.resample(freq).sum(min_count=1) insolation = insolation.reindex(energy.index, method='nearest') elif mean_model_td > mean_measure_td: From 2c44087ad7954190a5fe41078cb501117a86b4a5 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Tue, 20 Nov 2018 15:11:33 -0700 Subject: [PATCH 003/146] Update pandas requirement min_count was added as an argument for dataframe.resample().sum() in 0.22.0 --- requirements.txt | 2 +- setup.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/requirements.txt b/requirements.txt index e706c8c5..44fe759a 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,7 +1,7 @@ h5py==2.7.1 numpy==1.11.2 patsy==0.5.0 -pandas==0.20.3 +pandas==0.22.0 pvlib==0.5.0 python-dateutil==2.7.3 pytz==2018.5 diff --git a/setup.py b/setup.py index 305123fd..48cbb684 100755 --- a/setup.py +++ b/setup.py @@ -35,7 +35,7 @@ INSTALL_REQUIRES = [ 'numpy >= 1.11.2', - 'pandas >= 0.20.3', + 'pandas >= 0.22.0', 'statsmodels >= 0.8.0', 'scipy >= 0.19.1', 'h5py >= 2.7.1', From 50bcf11bcf3592e0c25a0fad7e88331231135a17 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Wed, 21 Nov 2018 11:58:10 -0700 Subject: [PATCH 004/146] add energy_from_power() and associated tests --- rdtools/__init__.py | 1 + rdtools/normalization.py | 33 ++++++++++++++++++++++++++ rdtools/test/energy_from_power_test.py | 33 ++++++++++++++++++++++++++ 3 files changed, 67 insertions(+) create mode 100644 rdtools/test/energy_from_power_test.py diff --git a/rdtools/__init__.py b/rdtools/__init__.py index c8f355c2..55518bb6 100644 --- a/rdtools/__init__.py +++ b/rdtools/__init__.py @@ -1,6 +1,7 @@ from rdtools.normalization import normalize_with_sapm from rdtools.normalization import normalize_with_pvwatts from rdtools.normalization import irradiance_rescale +from rdtools.normalization import energy_from_power from rdtools.degradation import degradation_ols from rdtools.degradation import degradation_classical_decomposition from rdtools.degradation import degradation_year_on_year diff --git a/rdtools/normalization.py b/rdtools/normalization.py index a96295e9..9cc9e7c0 100644 --- a/rdtools/normalization.py +++ b/rdtools/normalization.py @@ -381,3 +381,36 @@ def check_series_frequency(series, series_description): else: freq = series.index.freq return freq + +def energy_from_power(power_series, max_interval_hours): + ''' + Returns a right-labeled energy time series from an instaneous power time series. + Energy is not returned when the gap between data points excees max_interval_hours. + power_series should be given in Watts, and max_interva_hours in hours. + + Parameters + ---------- + power_series: Pandas Series with DatetimeIndex + Instanteneous time series of PV power generation in Watts + max_interval_hours: float + The maximum allowed gap between power measurements. If the gap between + consecutive power measurments exceeds max_interval_hours, no energy value + will be returned for that interval + + Returns: + -------- + right-labeld energy pandas time series in Wh + + ''' + + if not isinstance(power_series.index, pd.DatetimeIndex): + raise ValueError('power_series must be a pandas series with a DatetimeIndex') + + times = np.array(power_series.index.astype('int64')) + time_deltas = np.diff(times) / 10**9 / 3600 + + rolling_mean_power = power_series.rolling(2).mean() + energy_series = (rolling_mean_power.iloc[1:] * time_deltas)[time_deltas <= max_interval_hours] + + return energy_series + diff --git a/rdtools/test/energy_from_power_test.py b/rdtools/test/energy_from_power_test.py new file mode 100644 index 00000000..639bf990 --- /dev/null +++ b/rdtools/test/energy_from_power_test.py @@ -0,0 +1,33 @@ +import pandas as pd +from rdtools import energy_from_power +import pytest + + +def test_energy_from_power_calculation(): + power_times = pd.date_range('2018-04-01 12:00', '2018-04-01 13:00', freq='15T') + result_times = power_times[1:] + power_series = pd.Series(data=4.0, index=power_times) + expected_energy_series = pd.Series(data=1.0, index=result_times) + + result = energy_from_power(power_series, 0.25) + + pd.testing.assert_series_equal(result, expected_energy_series) + + +def test_energy_from_power_max_interval(): + power_times = pd.date_range('2018-04-01 12:00', '2018-04-01 13:00', freq='15T') + result_times = power_times[1:] + power_series = pd.Series(data=4.0, index=power_times) + expected_energy_series = pd.Series(data=1.0, index=result_times) + + result = energy_from_power(power_series, 0.1) + + # We expect an empty series, because max_interval_hours is smaller than the + # time step of the power time series + pd.testing.assert_series_equal(result, expected_energy_series[[False] * 4]) + + +def test_energy_from_power_validation(): + power_series = pd.Series(data=[4.0] * 4) + with pytest.raises(ValueError): + energy_from_power(power_series, 0.25) From 6971fb1bcb3d866f510c790313e7a387b670f61a Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Wed, 21 Nov 2018 12:36:48 -0700 Subject: [PATCH 005/146] Update example notebook Changes in step 0: -use interpolate to resample the dataframe -use new energy_from_power() function --- docs/degradation_example.ipynb | 33 +++++++++++++++++---------------- 1 file changed, 17 insertions(+), 16 deletions(-) diff --git a/docs/degradation_example.ipynb b/docs/degradation_example.ipynb index a18113cd..8e2e2b5f 100644 --- a/docs/degradation_example.ipynb +++ b/docs/degradation_example.ipynb @@ -88,13 +88,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "/anaconda2/envs/notebook_test/lib/python3.6/site-packages/pvlib/irradiance.py:282: RuntimeWarning: invalid value encountered in maximum\n", + "/anaconda2/envs/rdtools/lib/python3.6/site-packages/pvlib/irradiance.py:282: RuntimeWarning: invalid value encountered in maximum\n", " beam = np.maximum(beam, 0)\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -138,15 +138,16 @@ "df = df['2008-11-11':'2017-05-15']\n", "\n", "# Chage power from kilowatts to watts\n", - "df['power'] = df.power * 1000.0 \n", + "df['power'] = df.power * 1000.0\n", + "\n", "# There is some missing data, but we can infer the frequency from the first several data points\n", "freq = pd.infer_freq(df.index[:10])\n", "\n", "# And then set the frequency of the dataframe\n", - "df = df.resample(freq).median()\n", + "df = df.resample(freq).interpolate(method='time', limit=1)\n", "\n", "# Calculate energy yield in Wh\n", - "df['energy'] = df.power * pd.to_timedelta(df.power.index.freq).total_seconds()/(3600.0)\n", + "df['energy'] = rdtools.energy_from_power(df.power, 0.25)\n", "\n", "# Calculate POA irradiance from DHI, GHI inputs\n", "loc = pvlib.location.Location(meta['latitude'], meta['longitude'], tz = meta['timezone'])\n", @@ -186,7 +187,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] @@ -317,7 +318,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -378,7 +379,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "The P95 exceedance level is -0.55%/yr\n" + "The P95 exceedance level is -0.54%/yr\n" ] } ], @@ -521,12 +522,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "The P95 exceedance level with the clear sky analysis is -0.31%/yr\n" + "The P95 exceedance level with the clear sky analysis is -0.42%/yr\n" ] }, { "data": { - "image/png": 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\n", 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CtNNd3TLG6EKpXbYi2PmrkMH0+Nq/vwHjGTBwYIuM3cDxEBRc+/270CphQrT82IDL4/nMzYL182HQBKjX6FK3xh2vAXdpmlailGoPrFVKRSN7fP4I3A0sBV4GvgP66ddNB9oie4I2BdYopWI1TVtxkdtvwoSJ/wGYRK0mGItmQQ6cyhBiU9PiFtkDhk0CjerJ3IVoX0gYbPvpzIudUT406uza6Ql5cCcA7gTnXFBTvQnR4O0LPYfD1ZPOr54zteHAFhmrjv3lrwJS46EgW8rUJuGJ3QK/fAYBwdBvNHQbWruEzZVAG7iUJv3182H1PEhLgKn/uqxcCjRN2+/6UX9FAr2A/ZqmzQdQSk0HspRS7TVNOwhMBW7XNC0byFZKfQrcDphE7Q+Ejz/++FI3wYQJwCRqNcMgH3XqQ4Mm4O1Xc3m/AOhRy35YNcFoX3EBHNJ9W66///SF1/hcYoN9G4R4njgmxM6ThTF2iyiKQydV72dWFQGAyuQwJe7syEBN6k9kD+lH6gVS01zHbLWL+tixv/w1yHFoVO3Wa5DAk6lw/Iiodq59P19SZRBowwQa2cOz+b1Q6Dsa9qwHh136dTmofC5QSn2AkCx/IBpYDvwb2G2U0TStUCmVAHRSSmUAzVzP6+9vvFhtNlE7uOeeey51E0yYAP6sPmqe+ukY/klXT4KRd10YP6vzQd1GkBwnZrghtwrxAifBMXzpEqJh23I4ug86DxQisPY7UTM8gcKpJFUHgwBUpXztXAkrvoCvX4Yf/89zHz53H0FbkXPuQPqx8ksxRRqoLR+s2C2w4jMhg627wYDx0p68LNi4EA5th+wMIZ+1iQ79ZR5bdhTS70583ef2XGH0L3ZL1fN7sXzZMpOF9FqstU96awGapj0A1AEGIubOEiAIyHUrmquXC3L57H7uNCil7lFK7VBK7cjMzKzNppv4AyM7OxulFEFBQQQEBBAeHs5nn312ydpz6tQpbrrpJgIDAwkPD2fevHk1lp85cya9e/fG19eX22+/veJ4SUkJd911F+Hh4dSpU4fu3bvz888/V7r20UcfpX79+vTv35+UlJSK4/PmzePhhx8+ra60tDRCQ0PPr4OXOf6ciponfjruyoVvwJmVjNowIdV0D/dzyz8Vs1yjFnDvf53l3NWtyB5wZI/4c/n6idnT20cIgSdtbt0NUg7J37OF0Yb9m+F4AhRmQ3rCmX3jXNvlOl8gpPPIHgioC2VlEOwS3VxbPlgGeTmZIibOoGAZn9kzYMMP0r7WXYQsL/2w9nys/ALghr9BpyurnpPqlMuqUN3c2oqEtJeXSz879Acfv8r3vFi+bK7PZkrc5einhqZpdmCjUmoycD9QANR1K1YXyNfPGZ9tbuequvcnwCcAvXv31mq35SZqBSNq+IX664WZspiYGBo1aoRB3ufNm8df//pXxo4dS6NGF/878re//Q0fHx8yMjKIiYlh9OjRdOvWjU6dOlVZvnnz5jz//PP88ssvFBcXVxwvLy8nLCyMdevW0bJlS5YvX84tt9zC3r17iYiI4Pfff2fnzp0cP36c559/ntdff52ZM2eSm5vLm2++ybp1606ra/ny5YwcOfKs+1ReXo6X1x+DAv0xWlnb8GSxi1kDyz6AMQ9A96GSaiIzRaIlwemzBFUTCk8XN9fFFCrXYyyexiLrbqK6Sf91cdPDpztlu9bvFwDDpwqpO3kc4nbAgJtkYczPgY0LhLxVZ7ZNiXOqR2e7kBpKW2gUlJUKSWsWKZ9rIomufTXG2RgjY2G3FYC3N+RkOsey1Caq4fn6CBrktO9oSD0sJtDcLGlLeRl0GwRH9gpZPrjt7HyszoXQ24pg9xo4GgvNW0PJFmlLTddX9zwmREPOCbm+Q/+q/QndvyOettmTcu5lhk+t/B24fOGF+KjtR/zQAFBKBRrHNU3LVkqlA90A49dFN/0aE5czaiJkZ3vNeRK4mJgYevbsWfF58ODB2O12srOzLzpRKywsZMGCBezbt4+goCAGDBjADTfcwNdff83rr79e5TXjxo0DYMeOHZVUscDAQKZPn17xecyYMbRq1YqdO3cSERFBYmIiAwYMwNfXl2HDhjFjxgwAnnvuOf7xj39Qt6777yMhapMnTwbgzTffZOvWrSxYsKDi/MMPP4xSinfffZeIiAjuv/9+5s6dS1xcHIWFhX8Isnb5t/BCwBNH92OxcOwg/L5cVId9G6BuiBCBDQucPksltuoJhSdwV4syUyAkVIig+yJrqDxlNkkDogG3PQ1HdsPmJRC/S8pdf3/VdaUcgs2L4VQ6HNgKzVpD/cbO+1aHs1FxXJGbJSZPBVx7B9RtAOu+h6R94B8E4Z1lXF37aMDVHOc+X8bCHhIGYe2dJl9Xcne+TukGOU09LOOWmQKph+TYkFtkLOo3lTYsnAEWi+c+VjUReiP/XHqiENLhU6UvsVtg3itSv28AtO15ZlWyunnzJCLXfczP1GYj4AKcc2r8eHGvx/0HR20EntQylFKNgauBZUAxcA3wF/21BXhTKTUe+Al4AdijBxIAfAU8r5TaATQBpgF3XNwemDhf9NrqfL+zX/XlLgSio6Pp1asXADk5OTzzzDP06tWLNm3anNV9xowZw8aNG6s8N2DAAJYtW3bGexw6dAgvLy/atWtXcaxbt25Vqltni4yMDA4dOlShzHXq1In33nuP4uJiVq1aRadOndixYwdxcXHMnDnztOvLyspYv349s2fPBmDy5MlMnz6dnJwcgoODKS8v59tvv61kXv3mm2/46aefaNSo0R+CpMGflah5gpYdhcQUZIuKkZ4ox338KkdM/v4zHDsgvkznsuBE9hDyV2KDyG7yXkPeK+S4kRm/Q385v+NXyD4OhbmiTBVkg6Nccpb1HS2+RaFRQuAM5c/Ia9Z9GGQchaxkSIqFVp0qk8yqcDb9clVLVs2Fhf8HSoGXj6h4O36FzCRRoSI6V5/upIPenhKb+LQZ6pG7Atm6qxAX8MyXzlMY9y/IERLSppeMrRFAYIzJiWNOhc1TIhsaJSSsKp+sA1uEyNSpL/NlkD8FNAoDB0LUQ6NqR4HyVCmrKVhk5Wynr1ubXk5F0/CNPLJHyLQRTOI6T+cTbHJhoSFmzo8QX94k4FFN05YA6CRtJjAH2Abc5nLti8CH+jXFwBtmao4/HnZVaay+OIiJiWHBggXMnDmT/Px8rr32WlasWFEpCa8rXn75Zfr168fw4cMrHfeEiJ0JBQUFpylZ9erVIz///AaorKyMSZMmMXXqVNq3bw9A586dGT9+PP369aN9+/bMnDmTsWPH8tlnnzFjxgx++OEHwsLCeP/99wkODmb9+vV069aNOnXEBbRZs2YMGjSI+fPnM23aNFasWEGjRo0qSC+IwhYWFnZebb/Y8IioKaXGAj9pmlZ+gdtz+aD7UFEsNMRMpDkgvJOYxI7sFsIUswZiVsticzJFFu35b8mi3fs6zxYcvwAhfztXSn2u78EZcdhDVx5S42H3WmjcEvJOwtG9UlfbnkJmDLUitAPsXSvbRPn6VV5od6+Bj/8h/mJZyTD4Vqep9UzmtDPBVS1pHCp+ZH6B0KKNOI77+gtxC6wPLdrKseqQuA+2/yyE2VCPXBf/Fu0qK3LuvlZVkRBPiYmRC27x+5B9wtn+5EMw8yH463QJLFj7PWxZDF7eEnDgDvf0Hn4BNZuSDQLTMFTm1OhLh/6i7G38ETKywC/ozPO0ew0s+QBueEBIpgF3FdcTc311ZN34AdC2l5i292+SaNXIbpX9z9bPlz4bfTHmafcaWPSemMODgs/cjosETdMygcE1nP8NaF/NuRLgTv1lwsRZoaSkhAMHDnDw4EEiIyNZsGABd911F97e3tVeExsbW2tRqnPnzuXee+8FYODAgbz66qvk5eVVKpOXl1dBjs4FDoeDKVOm4OPjc5pS9thjj/HYY48B8P777zNo0CAcDgeffPIJ0dHRvPHGG7z++uu8/vrrLF++nFGjRlW6furUqXz44YdMmzaNOXPmMGXKlErn/2gkDTxX1P4FzFJKfQd8rWnatgvYpssDrqk2fnxXFiG/IFGC5r4ipjurFex26DpEIkNnvwirvobYzWIW83TBcSVRJUVOtSVhd2WzpK0ICk6BvUwc2Q+VyW/9dj1l8UuIdipyCiFprbqIKgXO9nj7QUgLwCEEdMMPEFQfGjU/9wS4BgE6cQwO/A49roH6TSCqj7TB20/61L4v5J8CWz6s+Q72rIWRd0KDppXJU0I0HN4p78O7OJVFY/FPPiQ+Ys1aVVamTh2Htc/AhMeFWBmkzjAhVkdeqkJCtBBhq9XZ/qN7hWB98TwE1oHu1whJu+n0aKSKe/z8GWQkwvgnoGFTZ3urzGXWDVL7OwM/wJlGY/hUIeip8aLqngmp8XAq7fQUJlWpY2eTV831vOu9YrfA5h9lfJq2hqjeTiXNXTEznrHUePFbdNhhwLg/gp+aCRMXFPv27cPPz4/WrVsDMH78eF566SUWLFjAnXc6uf+HH37I7NmziYqK4sSJEzRp0uS0e1133XVs2LChynoGDhx4WsQlwKRJk5g0yfn/pbCwkPLycg4fPkzbtm0B2L17d7WBBGeCpmncddddZGRksHz58moJaEZGBp988glbtmxh6dKldO3aFW9vb6644greffddQPzTfvzxx0rX3Xjjjdx///3s27ePZcuW8Z///KfS+epUycsZHhE1TdO6KaW6AZOBBUqpQuBrYI6maUcvYPsuHVwXowE3QfoRUYgSYsTsWK8LdOgLR/eLc7dvgBAdv0CJQizIcZosq7qn63HXhctQKIzAAIOoGcECezYKWYtZA71HyAKYuE/q27xYSNHVkyC0rZDJxi1FdTJUNYMMjHtUTLr2UulDmx5i7jWc5t3NUGdavA2VJmk/5GfBgW1w12uinBj52xTQqjM0CoWsFFEqE/fAjl+gob7psdHG0CgYMVWCHWJWwxE9HUXPYUJYZr8AuzeJGbWt7nR7aBf8+oVsOO/lLc79hqJjmBCrIy9VzX+pTdRGHz8Zs/XzIbQ91AuBK6+Hnb9Jfj3XiFt3RPaQ8kn7Yd968PIVcnzb05XH0VAK43ZI+fy98pztXiPBHoY/V9/RzrnwDaiZSF0xUsjqgJsqHw+Ncm4hFtrW+cPAlSTXpLK5+5h1ukqemaP7YNQ9EB8j35WdK51KrW9A1T5rwybJjyCF53n9TJj4H0Z0dDSdOnWqRChGjRrFkiVLKoja3r17WbduHVu2bGHr1q288MILVd6rKiJ2tggMDGTcuHG88MILzJo1i5iYGBYvXszmzZurvaa8vJzy8nLsdjt2ux2bzYaXlxdeXl7cf//9HDhwgN9++w1/f/9q7/H3v/+d6dOnExAQQKtWrdi+fTsFBQWsXbuW1q1bk5iYSElJCR06dKh0nZ+fHzfffDMTJ06kT58+tGzZ8rzH4FLDYx81TdN2A7uVUk8Cw4C3gJeUUpuAj4FvNE1zXJhmXkBUZZqC081DxfninxTWAYIbQ2kxtO4OdRo4icDoeyE/W4jAxgWnJys17llVRKfRllKb3N9IV2CYQlMPiZ+cty+UlUiwg+YQZelEEjRsIW2MjxaCVmaTfuWdErUsNKoyGQAozJE0EHUaQPerJYLRYnE6zUNlAmmMhyuZMgidoYRceSN894YoVob58MAW8VvSENJVViL9yDkhSkqprXIbjXp6DJPUF/s2gn+A9Mnwv+s+FIKbQIROLhe/J6bgug1EyRs1rXJEoZGLbcBNztQkxpi7+rwZ793JyP5NMietOglZ2rhQ8te17uZUvKoitSCEullrqXvhDFFl18+vHPQRGiVm1ANbRBUsLxUS2nOEpNGI3+WMOE6Ll7FznR9XGPNsjHNmshB2Y2yP7IG47eLXaCuW+S4rhXGPOOfX9a87FNKmpH3O78yqufDrl9BlkPjXBQaL/2FBjpjvh06SHwvuz1BkD+h8pRy/TNNzmPgfwrlEdl5kxMTE0LVr10rHRo4cyXvvvYfNZsPPz49FixZxzz33oJRCKUWXLl0uaJs++OAD7rzzTho3bkzDhg358MMPKylq1113HQMHDuTZZ58F4JVXXuGll16qOD9nzhxefPFF7rjjDj7++GN8fX08zmoVAAAgAElEQVRp2rRpxfmPP/64koq3evVqcnJyuOkm+ZHZp08fRo8eTVhYGFFRUfzwww8sWrToNLOngalTpzJr1iw+//zzWh2HS4WzCiZQSkUiqtpkxK35BeAY8CAwHhhX2w284Khu38vQKCE0p44LwQjrIKSgeRs4+LsQGoUsgGWlUr5eI1FxDOJXVbRdqU0UsKoW2gNb4NfZEBYlZC00SkyhxQUw9C/AamlvQF1oHA69r4WcLLCXg0VBl4HiT3U8UQjaoV1CLppGQEpvp9kwdouQHofmdNA30ky07ysk5sjuyoEMrou3QQQ2LhQiYPQjsoc4loeEwfYVUjeImmYEDcTvkj06uw2BJhFS9kQSpB2Wse0+1BlcYSuStpSVio+Yt5+zXmWR/HEaEhRRXipO/d6+EFBHzJsTHnem1ljxhZgtR0ytTJDcfd5iVsv7kJZOggSiqBn9X/6pkJIRtwsZd1ef3En+/s0ynymHxUS67Sdn0IdB8FLiJCjEViBm4LD2QlQ1RI1b973UZbHKPftcVz2RcjUPU3K6qTU0Sp7bbcshI0nUx4JTYuIfNskZnFEdWneT/mSlOslWeak8//UbQ/t+Tl/Oo7HOfG1G/SFhoohaLKe3y530mjDxJ0NV0Y1DhgyhsLCw4vPJkycpKysDYMaMGYwYMeKCtqlBgwYsWrSo2vPuyt306dMrpeFwhaadOXXJ1VdfzdVXX13p2DvvvMM777xT8Xn58uU8+OCDVV7fsmVL/P39GT++st/w0aNHz1j35QhPgwn+BkxBNhr+DpiiadpWl/MLgBMXpIUXAobiUbeRqBhdB0JBniwghmKzaq6YEk+mycIf3kF8wZZ/Ktv7dLxSiIPh7J/SWxaqmraRMgIHslJFDXOP+iuxCWE5lQ6Nw+BIZ4kqPbgNmkee7qPkGyDk7tAu6U/2CSEqTVsJuVMKfAOFZBqmreFTIbSdpPPY8QvEbRN/sp7XiNk2N0vIoWtQg0FADHNZZLeqiUBCtKh+mckSXJG4W8ywXQaKCTN2i7Qrab8EFdRvJu318Re/tfR42d8SKgdRGEpPbpYEFzjs4pt3eCfs+Fn8BH0DoSxNVMKTaU4Ckn9KFM78bFHt8nNEpet+tZCyvqOFdMRukT4f3AZFuTLOwY2lT8kHnKbjA3of6jUSclKVv5m7ImWQ48TdssPF9ffLc+ZK8CJ7CIkscQnqMPzbEnfDyXQxa/v4Q15mzelUQNp/7CBYvJ27J7jm2QsKFgXWxx8iu4upOidD1MYW7SqnnHE3V6bEybyFhDqJu7GDg61IxurIbvjuTdDs0G9M5XxtSz8UP87G4fIdXDlb5mH9fCe5vwwCCkyYuFwxZcoUpkyZQlhYGBkZGTzxxBOXukkXHUOGDGHo0KGnHXc4HLz99tvcdtttVeZd+yPCU0XtOsTUuUSPaKoETdOKlFJ/HDXNMGsV5gtRSdovStK2n2ShWPu9mBZPpkFRjlxj+ILZ7ULSbntaiJLhQ3Y2qRk0h6gJKXGVdzzw8ROS5RsoKtjhXVKfkXYjIVoW6xPH5F4G8SvMER8vZRHn+uFThSzt+EUW3uQDzroMtW/C4+IfFh8Nu36TvvrXka2RfP31/Gx7nJn3G7esnD9u+FQhrYd3yqJspA5p1EKULc0BXQc5CcXGBaLinUiRc5kpUJQv7arfTMyYvUc6s+bby08nI64EwVD9Du2CXb/CqVTpX5dBotblZIqpMfWwk8h26CsRiWvmSZqQjKOi1kV0FjK0bbmYAeuFCAn39oWovnLeICSr5orJsHlbyWXXsqOogMYclhQ5CZFBbFxVwcgeVSfmNdKvuJKiyB4y77mZEFAPWnYQQuTrL4qs4XdXVdLkvRvkupYd5Zlz3/zcIIYa4qe29CPxh8tMEYJaYoOtS2TO4rbLfQ3yZCjDGtLfUhu06QnJB+V5C40SwnsqTdp5tVteu0EThETmZcLSDyRoJnGfBBVUtW2WCRMmKqFXr17ExsZe6mZcUjz55JOnHSssLKRJkyaEh4ezYsX/TkYcT4MJxnhQ5tfzb85FgkGuDCfr8lIxORl5smLWiKoy5FZdnTkqecByTkBYO2cEYW6WLDAt9CSErtnjIzoKwXJ3yq9KjTCUlY79hSjEbhHFwS9QzJMDb5IIyaN7hUzFbpY2Xz1JzLOdrhQCt+0nJ0EwfMEahUKvEbLwxqwRXy4F3PwPeHI2fPS4KIQnjsGY+8DqBcMmi6J1aKcQuehV0HWw0/xr9McgOPk5Yspy2MWc2TRCxirnBCTuhagrnJn+Sw9B/eaSmuPKsbB3I5w4CqkJ8O59MHqaqDvBIUIgDIXTiBwEZ/09hjnzra39Rv42byt+coZJNzMZRt4BR3rKnBfkQIPmENlVAilatBGF8Og+8PEVgtj/Bjnm6+JHaCuSa5tFChkpLxXSmx4PdYKdvoebl0gka3kpXDdN5vfkcTH3tmgj99q1Cn6bLTnHXPPXGRGpI+8UxUtDyPThndB3jCQNdo+gBKlj02IxCXcfKmSrXogQtdQ4IUKDJghJMxLzGj8M6jaCT58S83HKQTFDBzcW4n9wm0Rvuue6c00pY/hOHtouka11G8n4NGsDhXnyI2LbT3Dt7c7rfQPk+U+Jk36FtRflM3azfM9Ms6cJEybOAYGBgRQUFJy54B8Mnpo+v6rmVAmQAizSgw3+GDDyOIWESU6y3WvFDJS4V8yCeaegKE+SqdZtIISnbiPxTWvR1mn+m/MybFkCfv4w7U1ZXJd8IMpC/cYw5DYxuUFlNcL46+77ZZgmG7eUyLm4bUIgMo+JX1pRnuRyq9cISktF3dm0EK66SYhWeqIoJ8OnCuk8dlByuvn4CXErLtDNhlanf90jH8Lb0yTC8Og+6cuedbJIp8dLSpLsDCELCnH8NhbSjv2FzMTtkPKNQp1Z8zOTxbyYlyUEJ24bKKuohS3aSPRjVqqYOn/6RKJA80/C2vmQc1zuv+0nqfvInsrBDcaG4cbY+fjI2J86LiTEUJpcSbBBLLoMhInPynwWFwrBTdgtJlTDPLrjZyEYw/VdgvZvEqK7YYEQd4ddiEbUFfLXIJAlNiFHPr4yP7FbxD+vIFvmZ/ksIXPHDkJynPhuRfWunKriVJoQufQjYt718pFr7OVOpQ4qR2pG9hCStmetzNOND0K7K+T5TIiRvrj6T5boJuyY1TJvKQel33Xqixm0RRuJGAX5MdO4ZeUxd31uQ6Pg29dlfjTA4RBz/Y0PwV2vSrsmPidk3zDrFuXAhvmiEtZvAldPlB89dRo4+2fChAkTJgDPTZ95iI/aEiAZCAOuB74FOgBPKaXu0zStOkJ3eWLjQoheDYWnRAFJiNGT16bB8aOiUhgZ/w/tgJhVYibt2E+UhNxM0MqFiByNhbF/k2jHzYvFob9uiCy0rvtahoSdng7BFX4BQjpS4mRxd5RL1GFAfTHxZSaLOetkmhDIXsNFDdy/W0yOJ1OEbPr4OSNVB4wXkpadLupam56icG1YAGu+FVNk/SbQoBkc3gFXhEJkqb59UpxO6sLFZymyhzNViJGHzFAmg0PE5Jh+RMYrJEyISIkNEvaIw7qPvyg2GYnSnxF3CAH18RNCcOVYWPutpAtxDWpo0c5Z97evOx3RS2xCTppFCgFt06OyebHdFZV3fSjRX7/NhdhNYnL19hHTZHmZKEk+/jJ/CXpKkJ0rnapg80gh57vXyVwVF4g5N6Kz1DFwvIzpqTRQPWV+lEXIS/xOOR5QF9CcbQVpb4s2MPx2SW2x/Ii0qW6I5Olr3BLWfud8Toz3gybIXIyaJs9vShzsXi/+ihlHhaQZfl+uSliXgTIPAXUhoqsQubAoIWpx2yWyNPeEfEdGTTs9ZYdrRG+bntL+Nl1h608ynwkxElTw5GynyTgnA+o2hDyduLbpKXNipIMxlGoTJi4DLOl+qVtgwoTAU6LWDhiladom44BSqj/wL03ThiulRgLvIHvcVQml1IPA7UAXJJXH7TWUfQx4CggAfgDur8o37pxhLDqtughxOXFUnM8zU2Wx2vmrmAP3rJbEtW16QJer4PB2uOI66DxIzHJlpfL3wDYxCfoFOMnL0g/kHrZCpzP3zpWysB/S02Ncf3/lBKzdhjpNp81aQexWUV18AiWQAfSdCEaIj1XsJlGvYreJqmT1hnoNhYiU2sRU2by13O9YrCRubdlRiNeKLyTnWF4WdBkMU1+RxXPDAijOc6pUfgGyoN/7lpAFEB+otd+JKc0/SMhIVG9xfFdAn9HQrrczl5ZfIDRsBu37CNGxFcpCbih7rbuLwnX1bRJLrKETZ12kjd0sylXH/kJKjOhUI7P9qRPO7b7KSsVvyjDdtu0lx41dH36dLQEb3v7SLnupPA/+geIzZ5i5uw+TcQxtKyS21CakceB4ITObF8u8ltpg73pY9x3c/LioYYe3C4kutYkC+9pkIUsBQaJUWX1EaQvv6DSr/vypPEct2oradtWN8Ns8uXdwiDyrLTtCUD0Zo9bdnA74a7+DogJ5fkKjREXdtUbacPUkCTyxFUkgxq5V0Es3GWuI6bowX6+nsYzriWPy3njGMpMlWtXVBGoQ5lNpokCD/BBI2i/jt2WJ9MNXTxQc1kHmHsRf0V4upH7jAqkvM0WU2YjO5787hgkTtYDrQy51C0yYEHhK1Poi+9m5YgfQR3//CxB6hnukAa8A1wLVZrlTSl0LPI1siJwGLARe0o/VDozFpsQmC3zPYfDbHDi2XzL2j7wLln0oykpRnizk4R1F/ek7WhauQ9tFEbp6EvgGCfEAWSxLbbJ4NWoBTcIr7zhw5Y1SziB0SbFiKt22XBzYl3wgi1/nQUJ0stLEb6gwV+43fKosZBpimsw7CQUnoUWUkJn2fYWQGFGTPj6we5WY6wyStmqu1FG3gSyqfUfLPdd9J0Tlx/8TotJ3zOkLp61IFvHW3URpyctyjufA8c5EsifTJEVHw+aizAWHCGHw8ROTnK0A/OrIYu5fR7LSb14sY1CYLaay2M1w/QPOqMzgxkJIeuhh20veF3Nr4SnIOCIEcN8GIUS//yxkzz9I+hcSJupQmJ7stV4j5xzEboaSYklx0ryNnufOR4Ixln0E3t7QspMoQqU2SZ/Rf6yQcS8vIRzF+bBnvZgRC3JE2Vz3nZg7E/fIbhIBdaFVV1Ecjedv20/63q3p8lwd3iWm3+jfdCKrxJy4Y4WYJlfoUcGtu0r5vqNlh4b9G8QnsNMAId4r5wipD+8sfY1eBV/8U4Iukg9ImZBQyaM28k6nb+KquWLi9A+U5w2EGG9cKGTcwPr5Mm4NW0iQxvYVkluwXog8G8UF0K6XU3Xbs1Z+RLTtJX6MPv7Q8Sohnsa8bv9Z1NFz3R3DhAkT1aK4uJhbbrmF9evXM2LECG688UZmz57Nr79W7V4+ZMgQJk+ezN13332RW1o17rvvPlq0aME///nPS92UMyIiIoJZs2ZxzTXX1Mr9PCVqMcC/lVIvappmU0r5AdMBwy+tFXCqphtomvYjgFKqNzWTuqnAZ5qm7dfLvwzMpRaJ2uHkVD75+BusSfuxKg2rZR2W5DistgKsvydjtViwlpdg8fYlpEEwU+qFOFNTJB8kIbuIjdt3Yc1Kxrr/ONbiXCzF+Vj9A7DWaSDvi3KxBq2h0c330xNcUg9sIT2viLR3nsPabwyW1T9jLfXFmpCA1fEL1uBILJa6WBu1wWqpQ2DZJuodTxTT38FtUFxA2YHtOJpGYL3hESxNwrAs+wg69oV6TWTxXfIB9LoGrL6ywJcUQ2A9Z1qHgePF3273WiEQG+aLctQkXIhHQbb4e018rnJUqp8eNbric1l087IqL6hBwXKtQkybOZlCzFDiMF6QI0Tsmr+K839KnBASv0DQNDgWB+UlQhoMwuTt5wxaiF4NBzaLo3pCtChGfa+HoAay8Ac1gCET5D55WUISE/eKGpUWL+3ufJW0OUsPoOh+tdwvIFCiQ7sNEWW1uECIX9J+MbM2jpD+7PhF/Ow0hxCcYweFsDdvC0Nvg++OSXRmYH0hWhmJQpK9/cQEGr1aTOZFuRKBunut+Od1vAraXiEkdfU8IT2lJXDrUzIOe9ZKlGhWmrzKypxBBWmH5UeAX5CQ4lVz5YdF7CYhqks/lB8kQfVEPU6Lh1++kGdg33rpa3mZEM/UeGlXeanMy3X3iKLcuGVl0+egCUIQ0w47zfthUaIWNm8tCW+NQImj++T5C+8ie5gqqzwL25ZJ6puj+6W8ww4RXcyoTxMmLgB++OEHMjIyOHnyJF5esvS7Jpm93PHRRx95XPb2228nNDSUV1555QK26OLBU6I2FZgH5CmlTgENEEXNmOUGwAO11KZOwGKXz7uBJkqphpqmnayNCo4eOsh/33u/mrP5lT51DKnLlOEDZYE9FgsBddmU6uD2xXoiVDLd7+58u2YWw7bG89tbzwvJa9cLBk1g9ufzeGbRRmCOy3UHEGHSwLcATBnYk69GRgmhSk+A1MM8seYwMw7kVqrValFYLRYsaFjRsFrex2L14tGoIF5s6yWqhbcPHIvlwQWbWLFyJVZHOVYfX6x1C7EuvR+Lw471lMLqVYJ16zos8/rx8MQJTPDNEDWsQ384sJWnf95JnKUBls15WK1vYy3MxqI5pN4yG5bGYVgzHVi1YKYN6UnPYG8hIMs/BauV/yYpco4cwOoox+IViDWwDtYNsVhTUrDaS7EEBWPNT8NqUYwLXkuzm6aJynnyOGQc5TtbI7SC+ljLbFizLFhOKKzKD2uZFcu6zVgPbMaamYylTyf6XjUM/0ETJECi3EZ57Fb2+4dhScnAmp6Fddd2IeyhbbHkl2LdtRnrliVY/fyxDryZBi07oqxWIX4n09D8AnHUa4zlZCqqWWtRDtPioaWPmI3zsoSUJcdK5v6mrYTA2cvFdJp8QMyARsSll48ol34BooANuVWI0AePiHK2ei5MfVkImX8Q3PaUENls/dxVN0m6DmPXgsS9QrDCO4lylXJQyPXAm0V9PHZACGRxgZAsqxfkZogpM/u4+LSFhArZbNFO2pOZrCcmPuYMnDB82g667Oph+NHFrJKEvEYOtuwT4hMXVA++flFUOC9fUe18/ERtPZku5PXyTxxvwsQfEklJSbRr166CpJmoHuXl5ZfVOJ2xJUo2HLMAg4BmQHMgXdO0Y0YZTdN21GKbggBXFmK8rwNUImpKqXuAe4Cz2s/LkXrY47IWe6n4PRVkywJnsWIvzPH4emt6ApxIlsW8z0hIicPRrjew0bP6A+uK2pFySExn3YZgj18uypIL7A4Nu8PuegSwY7M2EJWqtFgW9MS9pGedJCG7SC9XCpmVyakrJsTHQotyieqb/QLER7MuJYetmRmw80A1V/1e8W5Y80B6jhohpMFeCslxzFyxjKSs7Bp6nQWICbVHbhzNmjcXfz5bEdQJ5q99rqW0XO/r0n3V32bNVxw58BStjASvAfXIzcyg+z3P1tDmNc5D817F9tGT+DaPEMXnyG72h3Shy9PvAaBmbMaqwKrAYs3E6r0FKw4hzKXFNPSGg88MEPNjSChkJLFp32Humr0La1A9rCXLsRbnYfH+Ta6zemH9ciPWBk2xnCyjdYk3n3XQc/W16gK//8za9CJmLozGmhaP1Wc71vrzsORkYM0Hqx9YvMqw7lmLtdEhOlgLeKCLv75jQAj0GcWG+FRW5ftgXbYJy+EkIeu+ZVgbNsPqH4DleAbWnCKsLVrTPs/K4I0LxaQaEgrZGUSvXEpCqQ/W5FgsGUlY63bHeqIca8xmLC1PYU0rwJpxAkvyPMJUXcLDW4pq2bE/fPYMyanpFGQWYK1TD2twY6wlxVg6j8R66HesJzKpfzgGXyNq14SJS4jm65zv0wZf3Lr379/Po48+ys6dO/H29uaRRx7h2WefpaSkhKeeeorvv/8egFtuuYU33ngDX19f1q5dy+TJk3nsscd44403sFqtvPrqq9xxxx28+OKLvPbaa2iaxqJFi3j33XexWq3MmjWLjRtlLVq5ciUPPfQQ6enpTJky5bQdBD7//HPefPNNjh8/Tp8+ffjkk08IDw8HZKPzDz/8kLfeeovMzEwmTZrEzJkzK/Yr/fTTT3n77bdJSUkhLCyMOXPm0LNnT9LS0njooYdYv349QUFBPPbYYzz88MNVjomrSlZTXz/55BPmzp2LUop33nmHoUOHsnTp0hrrmj59Ovv27cPPz48lS5bwxBNP8Nprr5GamkqDBg0A2YN1+PDhpKenc+zYMaZNm8bu3btRSnHttdfy/vvvExwcXPsPAx4QNU3TNKXUXqCOpmnJSNTnhUQB4JpO2Hh/GpvQNO0T4BOA3r17n3lfCh3t+g7mjYmjsJfasBfm4iixYfcNxF6Yjz3/FHb/ujiUwp59gqbedtlsfeA4OJUBmxYS2cKHKV2zsAfVx960NQ6rN/bSUuz5p3BYvLAfO4jdVoS9KJ+e1jzxvcrNhL2bIPgQTYoy6RHeFIeyYC8uwm71FlrlG4ijpBh7QS52qw92i5X6JTmQnCkqyVU3wahpWDam4u31O3a7HccZtuOw+vqDt0PyYXUdBJHdsa+vTk2s4vrgENDSYd8m8bWK6IK9XrykDPHk+pMpsGmR7Oww+FbwC8Jh8XyjYEtwYyGJuVlCOHz8sDs831LWGrcNIiLkwy1P4Vi3CL6fU+M1lervOwqat4L5b0GTcOzefhXnNE2jXINyEMWztKzStZqGM8fY0IkQUI/8vFziMvMh0/W3iMt16XlAIgBZzRqIObPUJlHIafEcyanLglUbXK496vI+z+V9OiOiWvBAVD1Rz1bNBWB9UiYvrXffkL6AysrwcfgpmtvbN2TwrYNkn1LdN/Oz977m/Y8/PuO4ATyT6eDV8UMlMKZjf7jhAR55Zx4L45P0EnvkzzvO5+HH15/lJtP0aeIyQHrppak3Pz+fa665hieeeIKlS5dSVlZWkdz23//+N1u3biUmJgalFGPHjuWVV17h5ZdfBuD48ePk5uaSmprKypUrufnmm7nxxht56aWXUEoRHx/PnDny/+/LL7+sqDMrK4tx48bxxRdfMHbsWGbOnMlHH33ElClTAFi8eDGvvvoqS5cupW3btrz++uv85S9/qbQx+7Jly9i+fTt5eXn06tWL66+/npEjRzJ//nymT5/OokWL6N27NwkJCXh7e+NwOLj++usZO3Ys33zzDSkpKVxzzTVERUVx7bXXnnGcquvrPffcw+bNmyuZPj2pa/HixcyfP5+vvvqKkpIS1q5dy4IFC5g2bRoA8+bN4+abb8bb2xtN03jmmWcYNGgQeXl5jB8/nunTp1fa4srAxo0bGTNmDDk5ngs87vBU24tGIj8PnnNNnmM/0A34Xv/cDcioLbMnQCsvG09GAKnHoHWEmKAaNBXVp16IbALedQCkJYpvkJePmP1Wzobs4wxq2pRBE4eIY3/PYZVTRjRqAYdDZQ/OhF0Q1QcG3wKrS8UJPiiYu9pdwV133CFmph/+C43CJFHpoAmyoB7eKVnjS21CEPyD4Nqp0Ps68Atgxt8mMaN+kgQEDL8dh+bAHrcTR58x2I8dwP77zzgyjmL3CcTXooHFx2k67TaEj568jzc7+2PPzcJepwH2/jfiaNEOe1Isdv+62Fd9gz2oHo4mrYn0KoHsIvH3atgcvH14850ZnMrOwb5qHvaUQzg0DbtfEPbW3bDXb4Yjdiv2gmzsxYV0a+jn9NFKiIG9G/hH31bkNLsWe142jrAO2JUF++612FOPYAccDVtI23wCaJp7DH6eJX5hna+E0ChuHdib8oI87L4BOIIbY89Mxe7jj8MvEHtKAva8LOxlZTiUwm/DfCjRc7n1HYWlZQe6BPvImFm8sZeXY/fxx65pQtit3tgddiHBXr5Y2/WCr6cL2WrYAseRPSilPNqvzurjDz2Hwrr5YsYsysXuG0gVvzmqvt7bR8Zuxy8SdOHlgz3A8y1RrPYyeR7rNJQkxE1b4Yh+1+PrLSVFEilsbOze6SrsynOSa9Xs4jOXEC1m0aBgHD5+NV5jyau1r7kJE39ILFu2jKZNm/L4448D4OfnR9++fQGYO3cu7733Ho0bNwbgxRdf5N57760gat7e3rzwwgt4eXkxatQogoKCiIuLo1+/fjXWuXz5cjp16sTNN98MwKOPPspbb71Vcf6jjz7imWeeoUOHDgA8++yzvPrqqyQlJVWoak8//TTBwcEEBwczdOhQYmJiGDlyJLNmzeLJJ5/kiiuuAKBNG0kQv23bNjIzM3nhhRcAaN26NdOmTePbb7/1iKidTV+3b99+xrr69+/PjTdKsJ+/vz8TJ05k3rx5TJs2DU3T+Pbbb5k7d25FH4x+hISE8Pe//73SJvSuGDBgwHmRNPCcqK0FViilvkQUtYpVStM0j7anV0p56fVZAasekFCuaVq5W9GvgC+VUnORqM/ngS89bKdnCI2SbaCMqMysdHGeH3MffDVdnLD9AiRBqLePpOsAyVifliCpMnb+5vSnMVJGtOkpiU5LbOClp8LoPFAc2AtzJBfXxoVOIubjJ0k/g4Jl14Do1WJiiugiOx7YCkS5qtsQvPycTv2RPSSdh77np8U3AEt7/dxnWyBlv7QrLFIiFes0lrQiLTtCiY2m3a+kad3AyvtKxm6B5E3Qqhs0C4K0g2BPFyd0/yDZTqh1Nzh2gMHt+8oWUz4nYG2m7JPqVQ5NNRg2FLqFSduP7pe+pR+RfhxPhKJcHpo8QcjvpoUwUN/DdPMi+O4NfceFW6TO4BDZ3ipxL5QUSJRn3RDmfv21JGsdNEF8tzYtlsCC3iPERDj3FXGUDwiCvGSJeLxyLET2oGFoFHuSosXfsHG4+GW16y1Z/394W5zbE/dIJOqND8q82u1Stve19Fj+MY5/DEMLCcVx5U3YE/cLyQuNwr5/C3a/OjiyUrErhRbUQJ6tbkPleTuym8ERjZPWu/YAACAASURBVIi9tT72Oo2w55wQculfR5TVOg2w97sBR3gn7Am7Cdi6RJ638lIoK4YmLRkW1ozvb7sK+6nj2NtdgaNuCPY967B3HYIjojN2WzH2Peuxx20n3A8xm+/dIHn/IrszKLI5LwzugCOiI3aLD/bUBOyFudgdDhy2QuxFBdhLbNg1uKpzlCRtDgyucPDv0bkT464ZjN3ihSMpVpRkwOHti115YS/IEaW4vJyWqlhcBtLjZT78gmjRvAVRhWBXVux5p3DYy7FryAuFf3GuM2GxCRPnghF/bEfH5ORkIiMjqzyXlpZWQYwAwsPDSUtLq/jcsGHDSr5VAQEBHmXqT0tLIywsrOKzUqrS56SkJB555JEK8ghiUUhNTa1oT9OmTaust7r+JCUlkZaWVslcaLfbGThw4BnbC2fXV0/qcu0vwPjx4ytMwYcOHcJisVSUz8jI4JFHHmHDhg3k5+fjcDioX7++R+0+F3hK1K5C7DHulnoN8IioIYTrRZfPk4GXlFKfA7FAR03TjmmatkIp9R/EWcgfWOB23fkjJU7UJUe5mJbQZOH+8V1RMNr3lbxRfgHSw2O6L5Z/kE4gmohzvYb4TRl7OdoK9CSpmjhHOxyixGhAygEpc3inZODXpBhWq5CAxL1iomoSLuRw00LJR9ZntERrpsfDIZddDozUEgaMjP31G0veL3u5rsqVCPnz9pNUIEf3gppaeeN4Y3/N8nIpmxwnUZSdB0KHfrDxR8kz17KjOKQX5cPMhyTyUdOEJPnoDu1lNlmcu+jXGjndkvXtiWwF4ky+b6Pk5Ro0QcZs5VdCZpu2hkE3CxE7ul+SyBpbfu3X0/idOCaEqkU7IZkbF4oD+8GtkmQ1N0vITZdBosR5+1Tee7N9H6mrQRMhkbt+FeUnV49SbRQmyXm/+w9MeFLUqPyTcr55WwiLQll9sFqtWMc/IqlXVnwBIU3E+d7YX/SXzyTYoGUHce4PjSKouIAOcduEwNnLoUEraFIPTuZDVCSMvUVPHXIFFCfArnTwryv5/iK707p9X1o3aSTP0ZBbxawekAHWRBj7uChff50oBDM1XqJW926s8LEcHNKQwZGA5SBMeUnSiBzYJu3buACSc6BBGAy5BQpyZZ5C21VEcN4zpAf31MmSZyy9pzyzIS0kqldDIli7DhbSXbehfAe8vGWOE/fwfssAeOUjmcMf3oKSQojqB6Pudm6DZgQsmDDxJ0RYWBjffvttleeaN29OUlISnTp1AuDYsWM0b978vOts1qwZyclOryZN0yp9DgsL47nnnjunKNGwsDASEhKqPN6qVSsOH/bcZ9xTGL5xZ1OX+zX169dnxIgRfPfddxw4cIDbbrutosyzzz6LUoq9e/fSoEEDFi1axIMPPljr/TBg8aSQpmlDq3ld7WlFmqZN1zRNub2m6+QsyC044W1N05pomlZX07Q7ajXZLYg6MGyS7LWYc0JMnvWbCXGzekG7PpByWAhMREdxBu81Qhb7XsOd+0v+9DG8OVUW6ladRbkoOAWDb5MFvaxEFk6DaASHyFY9I+8UQvTrl0IU23SHSc/DdXeLUnXFSNkl4Mob4K7XJFdbUYH4qdW0iCVES5vb9pKcW2UlMO4RMetuXCD51AyS6Irda2DrMlGRfPyETHn5CMEptQkJvGqcZM6v31RIbkaivO9wpeQZs+ULQdm5SvrYupvcK3azRB2mxAmJ6zxQSMT25bJlk2+A1NG+r5A9pSQnV3qirpKNlN0F7GUyBvZyIXyn0iWqsqRISETzttLm2E0yj+WlkpOsbgMxe66f79wdoiBH2leQJ9d7+cp4NW8rbY/squ9VmiHpK1q0kXumJwo5at9PojfXfSfm8FVzZaP3PWuFaOzdIHnY6jcRRbHPSHnehtwqc3Pd3bLZu7JIfryyMvHD27dRnqldq2ReJjwuJCkrWdJ4ePsJiRs1Dcbc69y/NT9X/s58UPLxHdkt9Y6aJkl4IzrK3Bq59Oo2EpVw33pJl1GoR1s2jZBIzp7D5PmPXi1q8s+fSo4z47tjEOxmreRZSU+Q8Tq6V74He9ZJXVarPH8tO0odDgeUFkneuL6jRWkMqCf5604ck3Qfcdul/SZM/EkxZswY0tPTeeeddygpKSE/P59t2ySN6V/+8hdeeeUVMjMzycrK4l//+heTJ08+7zpHjx7N/v37+fHHHykvL2fGjBkcP3684vx9993Ha6+9xv79Yq3Jzc1l/vz5Ht377rvv5r///S87d+5E0zTi4+NJSkqiT58+1KlThzfeeIPi4mLsdjv79u1j+/bt592fJk2acOTIkYrP51rXxIkT+eqrr/jhhx+YOHFixfH8/HyCgoKoV68eqampvPnmm+fd5prgcfypUqohMApoqmnam0qp5oBF07SUC9a6CwkfP9n6aNtPTnVq16+i0iREw961oP4ui4mPn74N0m5n8tdSm6QmyM8Rlc0nQMjBFddJaoJug2UBb9HGqRRkpcoi1Kw1rP5WFvaIzkJSfPWto3wDIGa+KBPLPxXz64ljsP57IWptespCWhVCoySf1vC/Ok2DxnEjk71rfisDqfGSX8tqlc9te0lf4qNh049CYDr2lzxwmkOiT/3rSAb88M5StjBXCMWxWDFTRvWWejculEW7bS9n8ty8LKmnXU9RXnasEIXPN0DqyM6QHGaF2ULaslKFgHl5Q0hLaBwmxDr7hBCwuO0QWEdIduohIUHhnfW9KbsLwdu8WHJ55WQ6N7H/6HEZ0+ZthHw3by3lcrKkz1n/z955x0lVXv//fShLL1IVkV6lC4qIIBZUsKISo6hoVFBjS0y+MUaNPYm/xCQaY4saNWisGAu2iAURiSCiFEXpRelV2F3K+f1x7mXuDrO7s7szO7O75/163dfMrc9zy8zzueec5zwrrO45tW0g93kf270fdbWl2Fi9xNy5bbrb8lr1TJjXrmexjm16mHu951ATWKu+hSkv2ADlo64C3W3PW/4OmD3Zyv3oRRM+tWrbM7Z+pQnG6jVMmIbPX4/BZgHW3cEQWLnw3RITXlNestQX+bnmQt+Zb0OdSTVLydGitYnIzcFwX01amnjPz7PceetW2HXYuQM2bzWR/Nm7Jvg79otZbxu3sBeN/sdaAt1Fs628r6bbsxCOMRv2mG7T014NN35von7w6Xa99jvA7vuu/NhLjeNUURo0aMA777zDNddcw6233kqtWrW49tprGThwIDfeeCNbtmyhd+/eAIwePZobb7yxzGU2a9aM559/nquvvpqLLrqI888/n8GDY+EHo0aNYtu2bfz4xz9m6dKlNGrUiOHDhzN6dPFj844ePZr169dz7rnnsnLlStq1a8dTTz1F27Ztee2117juuuto3749eXl5dO3aNSW5zy6++GJGjx5N48aNGTZsGC+//HKpyjr11FO55JJLaNOmDX369Nm7/Le//S0XXHABjRo1olOnTpx//vn8+c9/TniMKVOmMGLEiDINFi/JBEWLyFGYC3IGMFhVGwTLfqGqp5S69BQyYMAAnTEjySwhc6ea5WFnngVKDxwJcz+GSQ/D8Rea8FowM9ZZYO5UGx5pzy6zwrXqZIHxb//TGqFO/cx606gZXHQXNN0/lrRz4SwTcx+9CIccZ26mho2t4Vv5jbmMRo6HT161hnDoWSZw/nW7uTxPvNiGFXrwOuuscNK4fd2WC2fZPu9OsEay+0AYcWms/Lxcy9jfa4g1nmHy2nDMzr7HmCA6sJM1kh+9GBtlIDzeMWPMKrb+e+sAUauOTYccH8soX62aWcWOH2viBKyhbt5633EcP3sXXrrHYrA2rbGGfv0qc8U1aWUCKT8XTr/aLFcrF1oj36qTxZsNjojsld9YvVt3tmVDR5tr9tM34JDh1mt39vsmijZ+bzGANWra8b9baC66nFqWkHXdCjuPDd9b4tf9O8CV95nl7ZFf2T1q3cXE4c5cq2veDkvgG7r5Duhgz0LterBHbWisASOsPi/8Ec76hbkHQyH/wxZ49FcmqAadar1jw7jBtx41ARhaOFt3iV3LNcuss0lOjlnUOh1iy9atNFF8XDDSwMqvoXlbc6u3bGfXMHSDDzvbXhA2fm8JgU/4iYmmcHSC3buDBMQd7VkbONKE2qx34fEb7bqc8JPYmK6fTzbBvXqJWeiOO9+u1Qv32PVs1NzE/gW32rP4yt/Nwly/ccGYySSHkBKRmao6oPgts58S/Yc5hZOiGDV5J/Zdh5dw57f9bcMpnmT/v5K1qP0FOFtV3xWRMAHWdGJDSFUsOvYzy9PyBbBrm7nC9u8QDPzd16xoXQbExFboKl08xwTJZ2+bkNi/HbQZaZafL3+wBm35V9YAggmBt58w61M4tuGOrbZ+7Qpzb+bUgY8nmsWo0f7Q60grb9Cp8N6E2DBD+7e3Rm7xHLOONWpmZcyfZo1xxz5Wt9WLA/dtcO/DAbj7D7djRbPLh+NEgp3fh89bUtJNq034jLzUXFmKNb49BpvAat3Zhs3K3WZCI3eIia2cWiY6lsyzeLd+x1jD3rprwdENwCwnDZrCsAEmZE+9wuLkPnsXGjS2uLj87TaE07Z1Zjmq29Su16pFFvu34NNYnNrCWebSO+VyO/4Ft9jnoFPNMnjIcBsi6dk/mNVvzVJL4tpkf2jTzer8zQyzKjZsDoNOMVGdU8ssRSsWmKu3WnUTtjvzzQK0bZOVvyvfxMnmdea67nKYdZD4dJLFw+23v4mR0FI3f7pl5t+20UTn+D/b8mPHxO7twYPMspaXaz0/v19s96Z1FxPrK7+x52nAmTY0WfOD4L1gGLAwmWynfibC6je2XrvHjrHzWfKlJWDuc7SVNekRc0N++aG5glu0sXtao4Z1MPlqurnuQ9e7Yq7Phs1NiL/xqIn7gSNtzM4FM6xXcp9hdpwNK03Q5tQx9/uqRTZObZOWZuXNqR3rTBNv8XUcx6nCJCvU2qlqEDiz1zGRX4L9s48WbWz4ny1rzWLTqT+c+XMTPPGionZdaxg7BKbP5q1jgdPHjrE4nhlvW2NTMwf6DosNGL5svvW86zHYGvCQ7xeZG+/k8WbhuO+nFnf15mPWqIeN9LZNJsY69bf9pk60z1BA7cw10XNAJzvOknkWkxQdX7RDHxNa86dZjFgoQEPXaN9jzAK1dhl0HmBusZzadt45tU3cheMvduwDKweZq/Ddf5kLEeCLKebKXPENNGhi1spQUM6dWlAggu0fte6BuUT3a2HxYp0PsQ4ZG78DqQHVq5lLdNcua+jXLDOX4c5cu1/xxz+oK1z3qJ1z76OsrO8WmjBq3iaWhT9vux1z4/cWC3dABxMlkyeYpWjTGttu/jQbFqpm3Zg7r+uhVo/eR5nge+0hu/+9htrzsmyebXtgl9g1X7EgGEoMy8S/fqUNYP6Tw2HomQWf0dDFuXmdWeOqBTFt4S9QMSvvym9NVM9+z1z2x4yx7Tr0sW2mvmQCbNNqc/vm5do1PKCTlTF3qp1n01bmHj2gfTBE1Gzbduk82LrBXgBWfG1lL5ljIypsWmsJldevsmfvxIvMGtl9kKW42boJGrWA3kfbPoccayEErTrYczs4OOfQbb92hff6dBzHiZCs0JonIieoanSMo+OAL9NQp/SzcJYN97Nnl8UzgTVUtWpb4/TuBBNg8S7GD5+37cLBqZd8aQ1XvUbmTmvdxdI8NGpm26/81ixv61dY7NSnb9rxW3W03nj5OyxAvPlBcObPYiIraoGaPw2q1TBhdmBni+mp1wj+eaNZ2U682KaO/WyfHzaZeACr28bVscY13mLRKLBAvfqAWZhatDXL1ueTTZCBHTc/1xrszetied4Wz7HREZofZG62GtXNxVWtugmtJUGs0sCTClomQ0IREiVaVtueZrn7aKJZcpZ/bT1jGzWH7VvMfbY7365f2MjHd7RYOAs+fcuuWYuDLFbtu4UmSOo2NKvY9m0mWroeCmNuMkErmOt77QoTZDvz7R4MON4sU+EYm3m5sevbsZ+5fPNyTZy89Fez4m1cbTFtYPeyeRsTbq07WyqXVd/YPVs8x8RNIpffiq9NQO23v9Xh4EF2j9//t92TLz+0Oufn2zigX35kAjbsrXnujfDt54HrtKvdF4illwnvS3heoXjuF7j9f9hksZftetq6d56wF4YmB9jLyn7723P++btWxqLZ9tta8FnMKtexr3UU6dzfnhmIWYK3brTf3vCxsefecRzHAZIXatcBr4nI60AdEXkIOAU4LW01SyehKzMcoxBicV6TJ5ibMrRahDFgebnW60/32Ha16saONfu9fccoXDjLGqnug6xx3z/oIZefawNXH36qxY3lBxahuR+biOpzdEELUYc+ZoXp0Cc23uO3s2DHdnM7dY+rf9QqEW2AgwHd+X7xvhaL0LIWWlG+/tQa+e6BS1Gxuq5cEEsvsn97qF7Tzql1Z4tVy91mgkrVBNGSefumEQmJxtaF4gBM4M2fbh0sDh5kvQbnTrVrcNpPzTLW/CATcAd2iownGQim0G2Yu92u7Q+b4Ovpls6jRVs4oKMJ5T27oHYDO6c9u2P3u3Zds0jVyDFL4+eT7Ry6DrByw/QRoaVr5QJbvnCW3aMPnw/SmSyxOu/cYVbGWstNmAh2/KkTTegPONHiE1cvsedozTK7D+F5hM9YeF/rN7Y6PvoneO8Ze1ZbtrV4uCNOM2tew8aWrFmD8+k20Cy+W9bCwkOC8TVb2rHnTo11EIDYS8bcqeZKfv85OHggNGoZix0beJLFFg45EybeazF+TVuZqD2wk71ULJ5joynU38/EZbeBdg23bTKXdevuMUtwl8YxceiWNCdLmDEw0zVwHCMpoaaqn4hIH2wQ9sewpLeHVdgen6G1IBQLYUM1d6r1JDx4kL3pz51aMBD/gPbWWK742rYPG5Wc2mblmfmWCZwzriloHWrZDma8Ad9+ZgHfS740l2HTVtZYbfjeGvW87QUFVmgl27g6lrKg5xATRm26xXKDRV2LiawSC2fHLIhtBhVcl7vdzicMUFesTls32die1arBgBMsxq15YJUSzHX1zQwTZtNfj7kCGzSxmKMNq2yb6DWE2DULxeiiL+z8QhYEcXY1asDCAbZ9KEAP7GxxWe89a/sLJmyj1ysqrOdMMTFZLejNumyuHeu48+04ebnASHNdf/uZiayho2OjTHw+2eoWZOXn1QdiMX2nXB6zWE5/3UT82uXmAj2wi5XZrJUJGiH2cpCXG+sZuX2zXZ9l86wH5cpvY67tMNYufF6HjzWLXF6unWPvodaBYfsWE57Dx9q22zba8doebM9w7nY7n88nWwJgISb+YV+Xce52s5itXWHbzJli4rHBfmalC4P+a9aC9/5tVrLWnWOdTcJ7kZ9rPUr37LaODt0GWhnTX7eh2A47yUaaiLq+HSeL6J/8ICCOk1aSyqMGoKorVfVuVf2pqv6+woq0KKFYCPOP5eeaFWX4WGt0Zr5jDVuYO234WAuWjnfNdB8ER55lMWIHdootX7HAckqtW2GWhPUrLRYqP4j7qV7Deo++9qAJhZ15JpDmTYs1YK27WsxYfq7l56pV2+Lrwjrmbo/ltgr3CQXevGl2DjtzLZ1Eu14FE7/GXwOwxr3LoRZD99V068nYfZA1sou/tHinBZ/CmhVw8hVWjzC/XM3aJlz2awHn3GCCLXoNo9ctmo8rXNe6q9Vx4MnW83FvXFdEEL07wfLBfbcQ/veGnWNoialdN3Y+O3PNmtNzMIwYB00PMNG0Za0Jqpzadh4NGsN5N8Ex51pdwlEm9uwpWLfc7XbdB4+KWSDDcxh4klkqF39h+4291Y550ngYcXHM6plT26ZNa0y4nHyFifXGLcyaeuQo64UZHj9KeM/efBQe+7WJ4lHXmDsyjB3cmWsdV8DciSu+DgRtNXuuz/qFCfGvpscSMfcaEhN/4fOwdoXVZ8goezlp293i25bOs97S33xm1tmN31vsWrSzSXgP3n82dt++mm7XFWIvAjVrx7bP3W69SD953TqThHVxHAewBLS/+tWvaNq0KU2bNuVXv/pVocPYvffee/Tq1YvGjRvTtGlTRo0axcqVK/euf+655zjiiCOoW7cuw4YNK7Lc999/n9atW5ep7k8//TRt27alXr16nH766WzYsKHQbT///HP69+9P3bp16d+/P59//vnedSNGjKB+/fp7p5ycHHr16pXwOJs3b+aEE06gcePGjBkzht27d+9dN27cOF566aV99snPz6dZs2ZlSqORLpKyqIlIE+AXQF+gfnSdqg5NQ73STyjMwuD6z9+D/9wHfY8NLGpxcTtQuGumdl1zy4UWgtAqESZt3bzWeth9MxNWL7O0FqFF44D2ZmUDQMz1un0z7LwiZr3YGPT0i4qd+AD6aL3CddHensvnm0Xt3QmxfGahqIN9RVHXQ2ONat5223blt/Z9j1oKiDDjf9SSUqt2rCPDuxPsOIlir6LXMnTzLZxl9RSstyCYxSmMPWvd1cTSknkWn7b8631dzmE98nLNChlakGZPt7i0rgP3FYy168YsWFE3cKNmsbrNnWou4f7DY8vCc5g71SxLImbpiu4X3X/mO3Y9mreOXbe87UHy3U0mIEOLaK26+14zxayNS+daWpeTxpsg+2GzXeuZb1uv3YEnx+LJoucZPhe168WsmPGdRULr5dDRVocWbe3lYcP3ZqVbs8zEsWDDYoE9C+88EbPKduxnsWjfzLQONN98ZmI2d7uNsNGgqZUbsnCW9Y5e8ZVZZEf/smB8qONUcR5++GFefvllZs+ejYgwfPhw2rdvz2WXXbbPtgcffDBvvfUWrVq1Ii8vj5tuuonLL7+cV155BYAmTZpw7bXX8tVXXzF58uS01nvu3LmMHz+e119/nUMOOYRx48ZxxRVXJBx5IT8/n9NOO41rr72WK664goceeojTTjuNb775hpycHN54440C2w8bNoxjjkmcc/+hhx6iX79+vPLKKxxzzDFMnDiRs846i2nTprFq1SrOOOOMffb58MMP6du3L/Xr109wxMLZvXs31cMcpGki2Ri1p4Fa2EDpleN1d940S39x9BhrXL771qw0gvVeDHskJupRGCXefQrWKIfxbN0Ph8n/snienLrwv9dtHwFy6pnVp/8JZlFYOsc6CtRrZKIoHIopai0LSRSgX9i6+dPgyDMt4eo3M2Hx7FjDXNS+K7+1XHE1cqxX4YGdrCfkkaPMRTdvmrlCl8+Pdb4IjxkGnA87O3nXVjR2MHrt84P8WrXqmiVmxXzrLdhn2L7nHwqF2e8FVsSD7XiNWphYHnFprD6Jzj/sYFHcNY1f13Ow1bFe433XR/fLyzWL1bsTzALb9xizhoVit6jnLewYsPJbEz4fPm/Wsv3bm4D9errFLUZTfESPE9Zh6ybrjRyK6ui6aAeU8AVg8zp7dsDK3Zlvz0KY2iN8KYmKtZGXwvwgVq1mLXM1T38d1q6084im4OjYz+7Nhu9iQ6s5jrOXJ554guuuu26vdeu6667jkUceSSjUWrZsWWC+evXqfPvtt3vnjzvuOAD+8Y9/FFnmDz/8wIgRI8jLy9srXhYsWLDXovfcc88B8KMf/Yg//OEP1KpVa59jTJgwgVNOOYWhQ82ec/vtt9O9e3e2bt1KgwYNCmz7/vvvs2vXLq699lpEhKuvvpo//vGPTJ48mRNPPLHAtkuWLGHKlCn885//TFj3xYsXc/rpp1OrVi2GDBnCokWL2L17Nz/72c94+umnE+4zadIkRo4cyfPPP8/vf/97Zs6cuXfdPffcwwcffMB//vMfLrzwQurUqcPSpUv3LguvabpIVqgdATRP+VBOmSTMgB5aZI4JBEKY9DVsLItqoKPxPFCwQfx6RiwOaWe+xeuccJGlMTjkOMs31qpDrGFf/lWQSqO39bCLWqoSCZ2iAq+j6+ZONZdp/+GxxjMUQmDCYPqkYESDsQX3PbCTxVkd2Mm2Cy1KLdqYxWZhYLEKr2VUtEYtU8kSxg6G1za0eCqxOjZuEbMGFXb+Ya9eIWblDPORzZu2b0LVaL3D5fHLEl3v6DYjLo3l3kt0vKiA3LHNLGOLZxeM7Upk4Yy/PqFl6pX7LWXHQd1j1q81yyw34L9/b0ORhR0D5k+LdZwJRxVokCCAP3e7Wfbq71ewB+2i2eZmroZZnBd/aXnjatY2kdm6iz3j8ak1Viwwa9sB7a38tSvse3zyY7DnqWFz+8207pz4vjpOOVKmhLcpZu7cuQUy4/fp02fvcE6JWLZsGb1792bLli1Ur16dRx55pMRl1qtXjzfeeIPzzjuPFStikU4333wzn3zyCZ9//jkiwmmnncYdd9zB7bffnrDeRxxxxN75jh07kpOTw4IFC+jfv/8+2/bu3bvAmJu9e/dm7ty5+wi1J598kiFDhtCuXbuEde/Zsyf//e9/GTp0KFOmTOGGG27g3nvvZcSIEXTo0CHhPpMmTeI///kP7dq1Y/z48cyfP5/u3bsD8NRTTxUYAeLpp59m0qRJvPbaa+Tn5xdyBVNHskLtC6A1sO/IqhWVaB6v3O3WGDVrbdaKI0fFrA1FCaJoPE986ol2Pa0DwcpvLDB98ZcmMDavNUvbaT8tGPR/UDcbxqltz8QiLVEvyeLEBhRs+KNCKLp+wQwTMAd2KTg8VbeB1viHQ1xFjxdev7AnZJh/LmoNSmSZSoaoAO4XmLYbt7D5nfnWY7FW7cL3j7fMgYmGedOsk0K8NTGRFas4S2qibaLiOF78httH08K062niMZoOJpmej/Om2VBU61aY+zm0fg0fax1A5kyBv620ERVWfB3rbVorYiVO9Gzl5cYE7ooBMatcXq4lda7b0K7p5jVW/rezLMauZq3YfQrj3cLfRijMoOBvKiR6r3fm2e9w+uulf3YcpxKybds2GjVqtHe+UaNGbNu2DVXdZzBxgDZt2rBp0yY2bNjAI488Qrdu3VJWlwkTCXy4LAAAIABJREFUJnDffffRokULwIZTGj9+fEKhFl/vsO5bt24t07ZPPvlkkUNnXXzxxVx99dUMHDiQkSNH0qdPH2666Sbee+89LrvsMubNm8fQoUP3DiG1cOFCdu3aRdeu9oJ69tln869//Ys777yTuXPnsmTJEk4++eS9xz/ttNP2DrFVu3YRbVGKSFaoTQbeFJHHge+jK1T1sZTXqjyItzq9O8FcePm51vglaijixVC8CIpy8CAbNuiLD2ysxIO6Wk83MKtI1PV6yLFw4W3QoVdMpEUFQLQxi/aSLE5sFCbe4q9D1DoW3Sc+VUei65CoV2pZ82CFjXzjFuY627TGErXWzImlyiiqjHhBOutdu97te1k8YLhv7nazcC2ZZ7Fj0eXR+MXCiLd+RcV0ouSt8Wlhate14HnBBE6YKqM4V7FgsWNNW9kwUWH5teuaJe1vKy158YfPm0gacqad47ago0qYFibevd9ryL4CNyyvbkMT8kecagJx43eW306q2YtKmMoljHdL9NtIJBKjLzsDT4oNAeY4VZS77rqLu+66C4DzzjuPBx98kPr167Nly5a922zZsoX69esnFGlRmjRpwtixY+nTpw8rV66kRo2y56hftWoVbdu23Tvftm1bVq1alXDb+HqHdY93e5Zk248++ojvv/+es846q9A61q5dm4cffnjv/OjRo7nrrruYMGECe/bs4YMPPuD444/nzTff5MQTT2TSpEmMGDFi7/Zjx47lnHPO4Y477uCpp57iRz/6UQHX7kEHHVRo2ekg2bs2BFgBxBuAFUvXUfGIio2wAd26yRqhwhqKqBhK1OhECeN01i6Hz96x0Qm2bjTrw9rl+7peo7FR8darqHAJE6bGC4hELrNk6xu1LkbjwpbMieWUC12kX88wq9aSLy3BayjgomlMihOHRRHtfQuxsULDHqVhqoySoJglLX5A+4WzbKzJDatg5LiC4iF0F0PhAire+hW93onSpCSyaEaHiSrOghfSfVBsOLN6jQvWq1Ezs6SFqUZq17VOKcvnW2zfMWP2HU6sqBeOkB3bzKr2+WR7hpu3sUS+a5fv++KSaMiw+OsTPmvRjiLRNDGOU0W54YYbuOGGGwos69GjB7Nnz+aww2zUxtmzZ9OjR4+kjrdr1y7WrFnDli1baNKkSYnqkkgItmrViqVLl+4tf9myZbRq1Srh/mG9QxYtWkReXh5dunRJuO2f/vSnAlbCL774gp/+9KcFtnviiSc444wzkg76f/PNN1FVTjzxRC6//HIGDBiAiDBgwAC++OKLvULt6quv3rvP4YcfTk5ODlOmTOHpp5/eJ66tOIGcapLNo3Z0uitS7sQHqoc9E0MBl6jXXbRBS8Y1Flo4mh9kyWCXzLUBzsPj5NTeV3CF+0WPGQ1EnxMIiOJEQ2H1jVpS4uOnog3ntk0mBDr3jwV+L/rCLDKb11iesGjQd8c+BQVHonKSISqSWne1hLJhDFatQq5XcYRiKJG4PfUKc3dHxXlJ73Oi/cL7ESaPLS7WMHd78ucXWkEXz04ceB/fIaJjP7Oqrfw2NrpFeL+Kcu+HvwWwuLFO/WMpTNauiIm0qCgLe8EmumaFXdeO/RLHejqOA8AFF1zAPffcw8iRIxER/vSnP3HVVVcl3Pall16iR48edO7cmfXr1/Pzn/+cfv367RVpu3fvZufOnezatYs9e/aQm5tL9erVqVmz5j7HatmyJevXr2fz5s173ZKhpenQQw9FRLjttts477zzEtZlzJgxDBo0iClTpnDIIYdw8803c8YZZyS0qA0bNozq1atz7733ctlll+2Nq4v27NyxYwfPPfccEydOTOq65ebmcv311/Paa68B0L59e95//30uvPBCpk6dytVXX8327dv53//+x9FHF5Q5F1xwAVdeeSU1a9bkyCOPTKq8dFGkUBORgao6PTJfR1V3ROZHqWpyVyzbiIqfaKNSVMMcbdCKCvqO0qiZJcD9LMj91bZn4l6HRbkpS9KYxx8nvr6FWW7iz3v667B5vXUkCOszfKy5QfMCEXbwoH33C3u0hi7L+HKKI74xX7si5sIrbQNeVFqVRCMnlOY+F1ZOskKvpFn5CxOfhXVkqN/YehFPnWhu6tDlXhRRl+hJ42PHjFoLE51f1LIWFamFXdfCYj0dxwFg/PjxLFq0aG/esEsuuYTx48fvXV+/fn3eeOMNhgwZwsqVK7nuuutYs2YNDRo0YNiwYQWEzVNPPcVFF120d75OnTqMHTs2YQ/Kbt26cc4559ChQwd2797NvHnzuPHGG9myZQu9e/cGzK1YWLxYjx49ePDBBxkzZgzr16/nuOOO4/HHH9+7fsSIEQwZMoQbbriBnJwcXn75ZS655BKuv/56unfvzssvv0xOTs7e7V9++WUaN268j6gqjLvuuosxY8bs7S07fvx4Ro8eTfPmzTnppJMYNWoUb7zxBoMGDdon1uz888/npptu4qabbkqqrHQihSXNAxCRLaraMDK/QVWbFLY+kwwYMEBnzJhR8h3jG7bi5lN13Phtwgav//CyWRRCa0ZhxynsfOKXf/Yu/PcJs6KMvLTwbWHf44XB9M1bl96VFfZWDAXfwJHZa2kp6hkp7fNTXHnRnpzR4xZ2/8N6bN0EH72471i2iepa3H0u7vyKexaTOUYxiMhMVR1Qop2ylFL/hzkFOT41bqky9fp823PMVBSuuOIKevbsyRVXXFFg+Y4dO2jRogWfffYZnTunpyd6sv9fxbk+45/44uYrHvGWjKLijkoiFOL3K87akozlJhlBELouEx0nGatduN3OXKi3n42mED82aHxHiKJcroU1vMU1zmEZg8+MjbP56gP7joNZFOkQSYmOG97HbZv2HauzpJayZFg4q2BPzsLci1GiVtkwNUei4xb2zBbWk7Wo80vWGpmOa+Q4jpMEffv25ZRTTtln+QMPPMChhx6aNpFWEooTavGvBcXNVz4SNTbJCIDCegTG94ILP4tqrOLHr4TSudgK2ybeQhNNIxE/Nijs2xEi0fkV1/AWVZeFsyzGTYkJkfhxNpOhpCI7WWEXf9zw+nw9w1yLO/NjPVPTERgf7T1amCAr7XGjnyFhB496jU1At+5S+MgBJX0OshQRqQX8HTgOaIKlJvq1qr4RrD8WuB9oA0wHLlTVpZF9HwDOwhKE362q95T7STiOUyzjxo3bZ1m7du1QVV5++eUM1Ghfyt5XtzJSXGOTbEeC4ixzyYiz+PQJ8WNmhiRjvShsm3gLTVQIhB0JorFGYU/PMMlt1KoUPb+iKKou4bmOuDi2vjQJdEsSXxYtG4o+h0QxWOHwSzVzLCFwaaywyRL2Hi2NxTDZGMz4fb6cYgOz16hRdCqR0lqgs48awHLgKGAZMBJ4TkR6AduAl4BLgFeB24FngcODfW8BOgNtgf2B90Rknqq+WZ4n4DhO6ViyZEmmq1CA4oRaPRFZFplvFJkXoHL1o0/GcgXJC4BoQxrm1opmfC+KwtyiReVDK65hLGybeAtNvBCIXo9QOCq2LLR4FRZAXpq6JDrXwoZ2Ks35FkZJXXXxvRvDOuZut+D9kgbGl1R4lSRdTEhpXOzRe9tlQNGpREoqjrMUVf0BE1whr4nIYqA/0BSYq6rPA4jILcA6Eemmql8BYzEL20Zgo4g8AlwIuFBzHKfEFCfUEo94WlmZP80sS0POLNxyBfvGcxWV6T0UOBAbQ7GwGKtonFk04Wq6XUiJ8ntBTAh0PRT2axnLj5XIuldcaoaS1KW8LDFljWEryr1dmnMoi1UyWdFWGrd0fPqWRbMLTwZcgd2dRSEiLYEuwFzgcmB2uE5VfxCRhUAPEVkNHBBdH3w/vRyr66SAlUMyXQPHMYoUaqr6QXlVJGNEG9cw7qpmIQOWJyJR4xoVM72GmGDr2MfWFWVpCPcLRx9IlC+tPImm9IgffaD7oMR1q0gWlfh7lyjVSHFJjVPR8SSkpNeuqHQXqa5Htj2b5YiI1AQmAE+o6lciUh9YG7fZZqABUD8yH78u0bHHAePAhv1xsodWZRkZqKiep94j1CkhHqMWbdQKy01VFIkatUSNZnzvvKKOFR3PM5NEewruzIWPX4GcWnDEaWVzwWYL8fcu3n1bnAu8uOOVlLJcu9Lmfku2HuGxwrFdk3XhV3BEpBrwFJAPXBks3gbEpyVqCGwN1oXzuXHr9kFVHwYeBkvPkbKKO45TaaiW6QpknNZdY269sIEqzlIQZpsPA+nj94ku69ivaDdqlHC/Rs1KXo90UrsurPoWZr9vA2dnWkCmivh7F86HY60Kyd+7RMdLJ0Xd+3TUIzzm2uUxF34qKK9nuBSIjRPzKNASOFNVdwar5gJ9ItvVAzpicWsbge+i64Pvc8ul0o7jVDpcqK34uuQNT2glC4fXKYr4RjOVDVNJ6hFS2vIP6AQtWsMhx1d+l1corrsPKj/hlYii7lVJ7n0qn7mSvHgkQ2me4fLjAaA7cEp0RBZgItBTRM4UkdrAzcAXQUcCgCeBG0VkPxHpBlwK/LMc6+2kgFW5sclxMom7PkvjJiqLaymV6QtKU4+SxmGF9D268ESpFYGSdBzIFvdtUfeqJPc+lc9cqq9Nx37WcSYvN2ahzgJEpC0wHsgDvo8MwjxeVSeIyJnA34B/YXnUfhzZ/beYyFsK7AD+4Kk5Kh4HRvqBlXhkAsdJIYUKNRF5iiQS2qrqBSmtUXlTmoYnHUlFS0Np6hFffqJGvLChhMJen9HlhQ1llG2UVayka5SDoijuXiV7HtncwaN2XRs3Ntk4znIiSF5baES4qv4X6FbIujzgJ8HkOI5TJoqyqH0b+d4Myw30KvaW2AY4BXgifVWr4BTWsCcrrtIlDOLLL6qHHxTsDRn2+IsuL2woo2yjrGKlOKGXjvuVzL0qzXGyjWwWko7jOBmmUKGmqreG30XkLeAkVZ0SWXYkkPlh5bOVslpwyivDe1E9/KK9IBd9AQNPsmDy6PrChjLKNsoqVooTE2EOvkSDnSeiNMIu2wVXaams5+U4jpMCko1ROxz4JG7ZdGBQaqtTiSirlSCTVob4hjPscLF2+b4D2CcjSioDxYmJMAdfsgkWUi3EM+GaTSUVvf5O+VNUrjLHqUQkK9RmAXeJyM2qukNE6gC3Ap+nr2oVnPiGvaQNUTZZGdw1VTwlzcGX6mta0cfYrOj1dxzHSRPJCrULgaeBzSKyEdgPmAGMSVO9Kh/Z2hAlIyCzSTRmKyW9RunoPRn9rGhU9Po7juOkiaSEmqouAY4QkYOAVsB3qrqs6L2qKIUJn2xtiLJVQGaaiuaKq+hiuqLX33EcJ00knfBWRJoCw4CjVHWZiLQSkdZpq1lFJT6BZ5hsFDKbPLUwiktgmsWZ49NKdididRzHcaoISVnUROQo4EXM3TkYuBvoDPwCS9PhhCSTpyybKM6Ske31TxfZagF1HMdxqhTJxqj9BThbVd8NYtTAen0elp5qZTlFucVSlfsqW6jo9S8t7opzHMdxsoBkhVo7VX03+B4mIMgvwf6Vi5JYmSp6g1/R619VqGgxdY6T5fiwUU62kGyM2jwROSFu2XHAlymuT8Ug1QNTh2RzPFg2183xmDrHcZxKSrJC7Tpggog8AdQRkYeAfwK/TLYgEWkiIhNF5AcRWSoi5xayXS0ReVBEVovIBhF5VUQOTLacciG0MiVjuSiJwMnmxnb+NHjjUft0so90vTw4juM4GSUpoaaqnwB9gLnAY8Bi4DBV/bQEZd2PuUtbYvnXHhCRHgm2uwYb8aA3lgpkI3BfCcrJLkoivsqjsS2tZaykmfezhapiCSzJy4PjOI5TYUi21+dQ4DNVvTtu+WBVnZrE/vWAM4GeqroN+EhEXgHOB66P27w98Jaqrg72fRa4J5l6ZiUlCcYvj3iw0vbiLGnm/WyhqvZadRynTMzcEvvev2Hm6uE4yXYGeB/4SkROUdWFkeVvAMk8wl2AXaq6ILJsNnBUgm0fBf4qIq2ATZj17Y0k65l9ZEMwfjTQvLS9ONN1HukOgq+qvVYdxykTA6bHvnvHAieTJBuj9gPwZ2CqiBwfWZ7sqLj1gS1xyzYDDRJs+w2wHFgZ7NMduC3RQUVknIjMEJEZa9euTbIqVZCo+7W0LrJ0uRDTHZfnLkHHcRynApOsUFNVfQQ4C3hcRK4rYTnb2Nfy1hDYmmDb+4FaQFOgHvAShVjUVPVhVR2gqgOaN29ewipVIVIR+5YuQeVB8I7jOI5TKCXKg6aqH4nI4cBEEelL8ha1BUANEemsqt8Ey8LOCfH0BX6jqhsAROQ+4DYRaaaq60pSXycgFW7LdLkQs8E17DiO4zhZSrIWtUXhF1VdDhyJibyk/Emq+gNmGbtNROqJyGDgNOCpBJt/ClwgIo1EpCZwBbDKRVqGcRei4ziO45Q7yabn6Bs3n6uq56hq0oO6Y4KrDrAGeAa4XFXnisgQEdkW2e4XQC4Wq7YWGAmMKkE5juM4juM4lYJCXZ8icr6qPhV8/0lh26nqY8kUFLgyT0+wfArW2SCcX4/19HQcJ5OEPXJbd4UVX/vwVI6TCo4vImLo7YqWqNIpD4qKUTuHmGvy/EK2USwBrlPV8bEmKx9hB5JFX8DG1bbM4wkdx3HKlUKFmqqOjHw/unyq41RYPLFs5SPsOBK1qDmO4zjlSlGuz2Tj1/akrjpOhcUTy1Y+oj1ya9V1i6njOE4GKMr1uYuiR3YMR36sntIalRfuqkstnmajcuMWU6eKcUBOpmvgOEZRQq19udUiE3jD4zjJ4xZTp4qxKtEAh46TAYqKUVtanhUpd7zhcZzkcYup4zhORkh6ZAIRORUbRL0ZkREJVPWCNNQr/XjD4ziO4zhOlpOUUBOR3wKXAf8GRgMPAecCz6avao6TIjwesWz49XMyRVE5xxynipDsyAI/AYar6s+A/ODzFKBduirmOCkjXQPKVxX8+jlVkFfXxibHySTJuj4bq+qc4Hu+iNRU1f+JiIdbOtmPxyOWDb9+ThXk1M9j33V45urhOMkKtYUi0kNV5wJzgMtFZCOwMX1Vc5wU4fGIZcOvn+M4TsZIVqjdCDQNvv8amICNz3lFOirlOI7jOI7jJCnUVHVS5Pt0oFPaauQ4juM4juMAJUvPURcTaPWjy1X141RXynEcx3Ecx0k+PccFwN+AfGBHZJUCbdJQL8dxHMdxnCpPsha1u4EzVfWddFbGcRzHcRzHiZFsHrV84P001sNxHMdxHMeJI1mhdhNwj4g0S2dlHMdxsgERuVJEZohInoj8M27dsSLylYhsF5H3RKRtZF0tEXlMRLaIyPci8vNyr7zjOJWKZIXaAuBUYLWI7A6mPSKyO411cxzHyRSrgDuAx6ILg5fVl7CX1ybADAoOpXcL0BloCxwN/J+InFgO9XUcp5KSbIzaU8CT2B/SjmK2dRzHqdCo6ksAIjIAaB1ZdQYwV1WfD9bfAqwTkW6q+hUwFrhQVTcCG0XkEeBC4M1yrL6TAg5pkOkaOI6RrFBrCtysqprOyjiO42Q5PYDZ4Yyq/iAiC4EeIrIaOCC6Pvh+emEHE5FxwDiANm28A302MfPwTNfAcYxkXZ+PA+ensyKO4zgVgPrA5rhlm4EGxHJMbk6wLiGq+rCqDlDVAc2bN09pRR3HqRwka1E7DLhSRH4DrI6uUNWhKa+V4zhOdrINaBi3rCGwNVgXzufGrXMcxykVyQq1R4LJcRynKjMXi0MDQETqAR2xuLWNIvId0AcIc072CfZxHMcpFcUKNRGpjv0R3amqeemvkuM4TmYRkRrY/2N1oLqI1AZ2AROB/yciZwKvAzcDXwQdCcA6Xd0oIjOAlsClwEXlXX+n7Dy8IvZ9XOvCt3OcdFOsUFPV3SJyBdbt3HEcpypwI/DbyPx5wK2qeksg0v4G/AuYDvw4st1vgQeApVgP+T+oqvf4rICMnx/7Xm5C7XhJvPxt78dXlUnW9fkkcBnw9zTWxXEcJytQ1Vso5OVUVf8LdCtkXR7wk2ByHMcpMyXpTHCViPwfsBwbjB3wzgSO4ziO4zjpwjsTOI7jOI7jZClJCTVVfSLdFXEcpwKSux0WzoKO/aB23UzXxnEcp9KRbMJbROQiEZksIl8Hn96TyXGqOgtnwcx37NNxHMdJOUlZ1IJEtxcAf8J6M7XFBhtupap3prF+juNkMx37Ffx0HMdxUkqyMWqXAMNUdWm4QETeAj4EXKg5TlWldl3oMTjTtXAcx6m0JOv6rAesjVu2HqiT2uo4juM4juM4IckKtTeBCSLSVUTqiEg34AngrfRVzXGcCkPudpg71T4dx3GclJGs6/NKLBP3F8E+O4HngavSVC/HcSoSYacCcFeoUyk4uVmma+A4RrLpObYAF4jIhUAzYJ2q7klnxRzHqUB4pwKnkvGqP8pOlpCsRQ0RaQR0BeoH8wCo6uS01MxxnIqDdypwHMdJC8mm57gQuB/YBkSDUBTokPpqOU4FwxO/Ok7pKGwgcsdxgOQ7E9wJnKWqLVW1fWRKWqSJSBMRmSgiP4jIUhE5t4htDxGRD0Vkm4isFpFrki3HcTKCJ351HMdx0kCyrs8awNtlLOt+IB9oCfQFXheR2ao6N7qRiDTDepn+DHgByAFal7Fsx0kvHqPlOJWKWxZGvnfMXD0cJ1mh9gfgRhG5vTSdCESkHnAm0FNVtwEficgrwPnA9XGb/xx4S1UnBPN5wPySluk45YrHaDlOpeLWRbHvLtScTJKs6/NnwI3AVhFZFp2S3L8LsEtVF0SWzQZ6JNj2cGCDiHwsImtE5FURaZNkOY7jOI7jOJWGZC1q55WxnPrAlrhlm4EGCbZtDRwCDAe+BO4GngH2MVeIyDhgHECbNq7lHMdxnEpIUR0u3tbyq4eTEZLNo/ZBGcvZBjSMW9YQ2Jpg2x3ARFX9FEBEbgXWiUgjVd0cV6+HgYcBBgwY4E+r4ziO4ziViqRcnyJSS0TuFJFFIrI5WHa8iFyZZDkLgBoi0jmyrA8wN8G2X2BpP0JcgDmO4ziOUyVJNkbtz0BPYAwx4TQXuDyZnVX1B+Al4DYRqScig4HTgKcSbP44MEpE+opITeAm4KN4a5rjOFmCj/PpOI6TNpIVaqOAc1V1GrAHQFVXAgeWoKwrgDrAGizm7HJVnSsiQ0RkW7hRMNLBDcDrwbadgEJzrjmOk2E8h5zjOE7aSLYzQX78tiLSHFifbEGqugE4PcHyKQTDUkWWPQA8kOyxHcfJIJ5DznEcJ20ka1F7HnhCRNoDiMgBwN+Af6erYo7jVBDCHHI+dJbjOE7KSVao3QAsxtJlNAa+AVYBt6WpXo7jOI7jOFWeZNNz5GNJb38WuDzXqar3xnQcx3EqJZeWJALbcdJIsjFqe1HVtQAi0gu4WVVHp7xWjuM4TuWiqKStWcjDB2e6BkniyXArPUW6PkWkrojcHgzjdI+INBSRDiIyEZiG9cp0HMdxHMdx0kBxFrX7gX7AW8AIoBfQDXgCuFRV16W3eo7jOI7jOFWX4oTaCUBfVV0jIvcBy4CjgpQajuM4juM4ThopTqjVV9U1AKq6QkS2uUhzHMdxKjvj5sW+V5h4NadSUpxQqyEiRwN7oxXj54ORBBzHcZyqTgXrMFAUj6yMfXeh5mSS4oTaGuCxyPz6uHkFOqS6Uo7jOI7jlJHChLP3Bq1QFCnUVLVdOdXDcRzHcRzHiSPZkQkcx3Ecx3GccqbECW8dx3GcKkwlikOrsniS3AqFW9Qcx3Ecx3GyFLeoOY7jVFXcsuI4WY8LNad05G6HhbOgYz+oXTfTtXGcrEJEmgCPAscD64Bfq+rTma2V4yRBaVzbLurTigs1p3QsnAUz37HvPQZnti6Ok33cD+QDLYG+wOsiMltV52a2WiXAY9EcJytwoeaUjo79Cn46jgOAiNQDzgR6quo24CMReQU4H7i+TAd38eRkI+5CTyuVRqjNnDlznYgsLeXuzTD3RHlQnmWVd3lelpdV3mW1TcMxy0oXYJeqLogsmw0cFb+hiIwDxgWz20Tk63KoX1GU9/9TttMMWCfvZLoaWUPJnw+ptC8XqfitJPX/VWmEmqo2L+2+IjJDVQeksj7ZUFZ5l+dleVnZUFYWUB/YErdsM9AgfkNVfRh4uDwqlQxV7D4Vi1+Pgvj1iFGe18LTcziO46SWbUDDuGUNga0ZqIvjOBUcF2qO4zipZQFQQ0Q6R5b1ASpORwLHcbIGF2pGeboeytvNUVnPzcvysrISVf0BeAm4TUTqichg4DTgqczWLCmqzH1KEr8eBfHrEaPcroWoeo8Mx3GcVBLkUXsMGA6sB673PGqO45QGF2qO4ziO4zhZirs+HcdxHMdxshQXao7jOI7jOFlKlRBqIlI98j2t2fdEpE7ke5W4vhUZEekgIg2D7+l+Ng4Vka7pLMNxCiPdz3dFRESaiUjNTNfDcYqiUgsJEWkjIs8CD4rIVQCapqA8EWktIq8Bz4jIX0WkjqruSUdZkTIl+pnmsnIi39P63IhI/fIoS0R+CszBBs5O57NxkIj8F3gWaJyOMhKUOUxEjimnso4Skd+EgtfJTqLPd1V/iRSRdiIyFXgZeFVE+kRf6KsaItIt+M9oFsxXWVEvIp1EpL+I1A7mM34tKu2PVUT6Ae8D3wHzgatE5BkRqZuGspoCrwHLgb8Dg4GnRaRPqssKyjtQRO4EjoD0CYygrDYi8jTwsIjcEZSXFgEalDUReFxEHhORGmkWu32AjcBhcTmvykxERN+N5c+ar6odVHV6dH2qCSwEbwAvAr3SaS0IBOgk4D3gdjyha1YiIkeKyH9F5F4RuQLS9xuuCARej38AM7ExWbcAtwBjM1itjCAi1UXkEWA6cDMwRUROSWebkq2ISA0ReQL4FLgXeE1EBmXDtai0Qg3rFj9FVa9V1XuAEcDZwLioezJF9AN+UNXLVfVt4BigDjBGRPZPZUEicg7WMP4aODGdb0C461l8AAAUWUlEQVQichkwAxO7k4GzReSxYF1Knx0R+Q3wGSZ2b8Pu3/3BupSeW+TN+RvMyjUQOFJEaqWqjMiP+zjgQ1W9Kij7MBFpTPp+e78A1qtqU1X9q6ruTEchIvIQJkAXAO2wl6IT01GWU3qCHG4vYr/fJVhutxvT8cJagWgN1Ab+rqqrgUuw/57zRKRTRmtW/vQAOgEdMc/C48C9IjI0o7XKDMOAg7Dn41xgFvCCiByUyUpBJRJqItIqzvVSDagrIjWDhn4VsAg4D7sZZSmrVvAZWiu2At3D5aq6BXgU6EaCgZjLSEvg/wFjgKGYyEi5VS0QE52BK1X1OlV9EhgNnCEiDVP5Rh7cnz3Aiap6tap+CXwENBQRKeu5Re5XdQBV3R2sGoT9Mb2GJSRtX5Zy4sqqHSw6HzhGRC4XkU+AR4BJwJOpdLWIUR/oHZSBiJwVTO1SVU5w3A5APtBHVa8F8oCm0bqksjynTJwMvKSqdwUvrOcC5wAnVWH3pwA9sfFXw//rl7A24vIM1qtcEJFGkXt/ONBWVdcBe1T1buATYGzwO6/UBC7OcGD0gUDDIGH1clX9JWY4+FWmX2wq/A81eOheB94F3hSRMUFjuRBr/M8NGvo2mCWqHYHLsKQNiojsF1iUHgSIWCtWY+bS6I/8RWzMv/4Sie8qKZGGPzzGo8ALqvoMsAI4NVUNcaQswRrfZ4A3g2XVsPiq+dgfXarKqhHcn3tUdUbww/kaOBUT1qeX9voluF+7I+cC9iM8CLumtYFzROQOEemdgrJyg3Obi1nt7sfcLUcC12FW12uCfUt1PaMCNLiG9bAGaIuIPAPcAfwEeElEzi9NGQnKElVdpKpXqepiEakZWCU2A0eHm5elLKf0iEjDuOcpj8gLSGDxfxc4gxS8mFREVHUB8CXm6gv5CpgKtBORSnldRKSziLwFTABeDATKPGCZiPSNvHz/DgsLKfH/YEVCRH6EtdvXBIsWAktEpF3kWlyLGSi6ZKCKe6nwQg24C9gB9MVExdnALar6PBaD8Meg0foceB2LITsJSmaFEpFewETgUKCLiJwRWb0G+5EPDX/kwY3+D3CmquaX9KQSNPz5QSO5VVU3Bpv9GftBDZEyxCIlKEtVdYeqzlDVLUG5e4BamPVwWwrL2hV85gWbtAL+pqr1gHuA3wK/EZEGJSwn4f0SkWqRH2E/4GtV3QDsBH4D9MIEYpnLIvb7uhQ4VlX/AWxT1WnAjcD44NxLZDFMJEADsbYamI0NbbJSVbup6kjgBcyCkgoBGg1IF2BXMPsu0FZEalXl+KdMIRYM/z7wJPCsiBwQrFoA7BSRgZHN/wwMwCzmVdUC+ntglIh0gb0vcfOxa1Lq/7dsRUQuxtzfs4D/A5oANwE1MEPD8eG2qvoF1snqvGDfyqATErE/MA04UESOxO7/ftj/OACq+gmmHX4KmfutVNgbICLVAnNkW2BS0NDfiVktzhCR4YEZ92TgFaCfqr4MtMDiEUr6AOZgY/VdiDVKl4aWHlXdHizLBX4V2WcZ9rbSqITnVljDL5FtRFVnAB8Ao4CDS1JGcWVF3XKRxvl04KuI6zAdZb2qqvcF57ceswpdiFlHS0LC+6WqeyIWuunArSLyJdAQc7cuwSxTqSgrPxBQu7AYLrA/RoLzWSKRHq7JUMwLA1hD3ROLkQx5HYtBKZFlsiixC3sFffhs7Abqq2peJf5jzzrEuAa7x5Oxxrct1rkD4AvsRXZ4+DKnqouxZ//8YD7jwdIZ4L/B9GRk2ZzgM9UxzNlAe+A2Vb1eVedhoTM/xoT8Z5jn59jI9i9g4Txpz15Q3kTElmLu7sVYR5I5WNzySSLSM7LLy0Dr4CU0I7+VCvWHKtaF+CgRaR48PNWBA7FeO+Fb0WTM7XhzsGy6qj6jql8FFoUBBEKtqAcwUlaLYNGXmMtxJvAWdpOvjOzyMfajHyEiD4nIKOAhYJaqbi7hqRYlMsKHLPz8CyYyjhCRX4rInVIyf3phZe0OywpEcXWgP+bGQ0QuEZGSxnMUW1aEUNBsxXpmFpn6oST3KxBQ1YADsGDav6jqUcAfsDfNIinhs6FBmRqIz51iudQuA95S1ZK+vRd6DYP104M6DAt3UNXZ2G+lpJbdYp/DiCibhFmUW1a2P/ZsJmg42gHXqeptQXznxcCPRaSpqs7BYo4OAc6K7LoUC52okgQv9uOApiLyuohcj730zgK+z2jl0sODmOAIwxi2Y66+OsDzWOjCNRKL1zoMeFtVd2Sgrmkl/C8GGmFu4PexEJhjsc5Y+wEXR/7fewLTIl6f8kdVs37CGplHsIdpMmaiHBWs+yPwWdz2h2PxaCcG8y2xh3QzNjhyScs6JW6b+phf+0MsEDO6bjAmnj4Gbkry/MJOBy2C+RygUeR4k4CfB/PVEuz/V8xCsw44PdVlYaJwPyzo/uzguqwGTk7HeQHVg8/uWAzB79Jxv7C3zLplfA6LLSu4fnWwYNXwOfx1qp+NuPNaFqy7BjPvvwQ0SNdziPUc+wgYXpbfuk/JT7B3rOb2wH6Re9YGexntFixrhlnaFmMxi2cFz8cZmT6HTE/BM38R8Bzws0zXpxyfmX7YC2ZOMN8z+G+aE/yO1wLHZ7q+ab4Gvwt+F9WA67H27alg+X+w0Kn3sawHQzJa50xftCQvbG9MeDXDLC2/wt4IBwHNMYva2ZHtDwKmRB80zNTbsJRlLQKGxm3XE/g3Zo0Jl9WMfK+RRFllafirATWxeJOdxDXWKSwrFGvDiYnBm9N4Xg2weIn/YJa0G9J4v2rEnaOksSwBOgBXUYxgKuM1DEXuwcDPsD/fIkVhGe9X+KfXAovl6Jmq371PJZsiz/GxwKfhPYrcq58D/8LSqpyf6fpm01Tcb7+yTcF/wwtxy6pjHqexma5fOV2Du4HBwfensRCBT7B2tREWy355puupmsVCLbhQ4R/POGBR8D1c9m8stUJzzM20BugU2f9TYFiKynoG6xnYIbJPDpbS4b9Yh4apwAklPMdUiIwzSL8ArY7FKd2MxSGlsyzBLATjKETQlOf9SlFZ0yihpamM1zD6wrCPBTYdz2F8uT6Vz0QgzOOW3Q48GpmXorb3qepMxF7kngEuCb5fjnmBmme6fuV8Le7AXlq+wEI7/gK8DRyW6brtU9dMVyDBxeuMxdi8hgUyt8VSGrwP9I1s1xtLxnp6MD8Rczf+BXvr/5jAhZPqsiLLT8Z6CK0ELkzy/FIlMkaUU1nTgGPKsaxCBU153q8K/myUlwAt8cuJT6mZsJenqAA7IPiU4Jk9LZj/ZXCvGme6zj5lx4S9jL0F3IC1lcuA4zJdrwxch7HB//l5wXx34FagY6brtk9dM12BuAt3MZbb6veY6+YDrBfnMCyI/f/itn8c+E/wvTnmnvsLScSGlbKsF4Pv1YOycoG7kzy3Sikyyqus8rxf/mykVoD6lLoJE2LVI/PHY9bPe4P5hph19BfB/fsWODzT9fYpeyYsBdEeLPbqF5muTwavQ20qiBcg4xWIu3B3AJdG5lsHjUIrzB3zLBHrDnAKZrqsG1mWVKxBWcvCepsm9ZZang1/JS6rPO+XPxtlLMun1E8UdDMfhMUT/gBcHVl+JNYILwauyHSdfcq+CbOM/xyonem6+JTkPct0BQpUxhrE5sH3WliqhNlYDqgOWCLPV4gFM98G/LkClFVZRUZ5luXPRgW6Xz6lb8JGudgNPBy3vBrWGefaTNfRJ598St0U5qrKClR1BexN5ponIgdjfz7L1XJf3Ys1Nq+LyCagK9abM6vLwnLY5AXlJcph0xG4VkQWqupSLHD/bbVEuqjqyqpelj8bFet+OalHRFoB/8Niijqr6qJgeQ1gt1r+uq1Y+IfjOJWErBJqIaqqwddh2BA/+cHyOSJyJpYDpoeqPlERyqqsIqOcBU1Ypj8bFeh+OSnlO6yTwEzYO6KHajAMm+M4lZOsFGpiw+7sxrIjh4OCX441HHeqDZ00o6KVVdlERibK8mejYt0vJ3UE921mkFW9mpZyKDfHcSoWWSnU1IYUqoHFBrUQkQ+xYVJ+oqprK2pZlVVklLOg8WejApXlpJ5AsLlIc5wqQlYKtYDuWC+z3sCfVPWPFb2syioyyrOsAH82KkhZjuM4TtkIhxfJOkQkBxtx4O+qmluJyuqF9SBcTZpFRiUuy5+NClSW4ziOU3qyVqhVViqxyCi3siorfr8cx3GceFyoOY7jOI7jZCnVMl0Bx3Ecx3EcJzEu1BzHcRzHcbIUF2qO4ziO4zhZigs1x3Ecp8oiIsNEZEUJtn9fRC5JZ52SRUT+KSJ3lGH/bSLSIZV1ihz7dyJybSn3/Z+I9Eh1nSoqLtQcx3GcciMQOhuD8WadciKRwFTV+uGYsSkuqzlwAfBQMH+QiHwiIhtE5E9x274hIgPiDvFH4LZU16ui4kLNcRzHKRdEpB0wBFDg1IxWJssIklBXFi4EJqnqjmD+18ATQHvg9FCYicjZwOJgNJQorwBHi8j+5VTfrMaFmpNViMgSEdkhIltFZJOIfCwil4lIsc+qiLQTEa1kf3iOU5m4APgE+CcwNroicOPdLyKvB7//6SLSMbJeg/+Cb4L/hvuDcU8RkVtE5F+RbQv8F4jIRSIyPzjuIhEZn2yFRWS4iHwlIptF5G+AxK3/SXDsjSLyloi0jaw7XkS+Dvb9u4h8EFq1RORCEZkqIn8WkfXALSLSUUQmi8h6EVknIhNEpHHkeP1E5LPgPJ4FakfW7Scir4nI2qAur4lI62DdnZhA/lvg7vxb5Jp2Cr43EpEng/2XisiN4f9uUNePROSPwbEXi8iIIi7bCOCDyHx7YLKqbgY+BTqISEPgeuCG+J2D3I4zgROKuT1VAhdqTjZyiqo2ANoCvwd+BTya2So5jpMCLgAmBNMJItIybv2PgVuB/YBvgTvj1p8MHIoN6fYjkm/I1wT7NgQuAv4sIocUt5OINANeAm4EmgELgcGR9adhQuMMoDkwBXgmsu8LmDWpKfA1cERcEQOBRUDL4FwF+B3QChu+7iDgluB4OcDLwFPY8G/PA2dGjlUNeBz732wD7AD+BqCqvwnqdmXg7rwyweneBzQCOgBHYffqori6fh1ch7uBR0OhnIBewbYhc4DhgejsD8wFbgf+oqqbCjnGfKBPIeuqFC7UnKxFVTer6ivA2cBYEekpIieJyCwR2SIiy0XklsguHwafm4K3xkFQ9Buv4zjlg4gciYmI51R1JiZ6zo3bbKKq/k9Vd2Firm/c+t+r6iZVXQa8l2B9QlT1dVVdqMYHwNuYhak4RgJzVfUFVd0J/AX4PrL+MuB3qjo/qPNdQN/gPybc96Vg3b1x+wKsUtX7VHWXqu5Q1W9V9R1VzQvG3b0HE00AhwM1MXGzU1VfwKxT4TmuV9UXVXW7qm7FhN9RJIGIVMdE8q9VdauqLgH+BJwf2Wypqj6iqrsxN+YBmMBMRGNga2T+d9j1/gD4O5CDie1XReRpEflQROLF49bgOFUeF2pO1qOq/wNWYD/0H7A3vcbAScDlInJ6sOnQ4LNx8NY4rag3XsdxypWxwNuqui6Yf5o49ycFhcx2oH4J1ydEREZILJh9EyaimiWxaytgeTijNpTP8sj6tsBfA1fsJmADZhU7sJB943uXRo+FiLQUkX+LyEoR2QL8K1LPVsBKLTic0NLIvnVF5KHAbbkFe3FtHIiw4miGicClkWVLg/MI2XvtVXV78LWw678RaBDZfoOqnq2qfYC/Yta7qzDX5xzgOOAyEekeOUYDoDBrW5XChZpTUVgFNFHV91X1S1Xdo6pfYKKrqLfGot54HccpB0SkDuaqPEpEvheR74GfAX1EJBXurR+AupH5vUHoYr1LX8R6ErZU1cbAJOJizQrhO8z9GB5LovOY0Bqvqo0jUx1V/TjYt3Xcvq0pSPwYjncFy3qpakPgvEg9vwMOjHM3tol8vw7oCgwM9g1fXMPtixovch2wExOe0WOvLGKfovgC6FLIunHAJ6o6B3ORzlDVfODLYD6kOzC7lOVXKlyoORWFA4ENIjJQRN4LAl43Y0KsqDfjot54HccpH04HdgMHY+7KvlhDPAWzkJeVz4GhItJGRBphcWEhOUAtYC2wKwiCPz7J474O9BCRM8Q6JlxNRAQCDwK/liDnVxCQPzqyby8ROT3Y96dx+yaiAbAN2CwiBwK/jKybBuwCrhaRmiJyBnBY3L47sNCPJsBv4469Gos/24fAnfkccKeINAheZH+OWfRKwyQSvECLSAvsOtwSLFqM9e6sDwzA4vUQkdpYLNs7pSy/UuFCzcl6RORQTFh9hLlLXgEOUtVG2B9lUW+MRb3xOo5TPowFHlfVZar6fThhwe5jpIw9tVX1HeBZzJIzE3gtsm4rJrCew1xy52L/Ickcdx0wGuvUtB7oDEyNrJ8I/AH4d+BunIP1eIzue3ew78HADCCviCJvBQ4BNmNC76VIWflYCMeF2Avn2dH1WPxcHcw69gnwZtyx/wqcFcTq3pug7Kswy+QiYv+1jxVR16J4EhgZWFKj/BG4TVW3BfO/A47B/qdfjaTpOAV4X1VXlbL8SoUUdHc7TmYRkSXAJar636D79lDsD2aqql4gImuAX6rqEyJyGPaH/LaqnicidbEA1O6quiA43iisd9HZqjo3eNs+XlWfz8DpOY5TRQlSXawAxqjqe5muT7oRkbuANar6l1LsOx24OHCPVnlcqDlZRSDUWmIm/j3APMz8/qCq7haRs7DeSE2wHkRLsM4D5wX73wZcjgXGnqiqn4jI+cD/YW7QzcA7qvqT8jwvx3GqHiJyAjAdc0n+EnP7dYgkgnWcYnGh5jiO4zhpIEgfdBUWJzcPuFpVp2e0Uk6Fw4Wa4ziO4zhOluKdCRzHcZz/324dCwAAAAAM8reexo6iCJgSNQCAKVEDAJgSNQCAKVEDAJgSNQCAKVEDAJgSNQCAqQB5C8wCINhBJgAAAABJRU5ErkJggg==\n", 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//LcjDkVFReWQogq1o4xDLQAOpcUrnvAZ7IG9v/YdzrodCUviYPfttx2h+L+eQ9mgfa6UMtBH1i6BpZFStgkh6oEpKC5RIp93xL1TZUjy17/+dbCroKISRRVqRxl9CYCDFXDFWVZ21zspzrIOnHkAhqJwOJIWvdjvYLAtiSqHhEXAROBMKaWn66IQ4gSgHSgH0oGngNVSyi5354vAPUKIDSgi7zrgh0ey4irfjOuvv36wq6CiEkVdR+0I4/GH2FDViscfOqj7S/JTOXlsVi8B0CXgdtgcfdwZn312FzaHl7e32Q66TkOBvvq1Szz2JV6/6fcRS+x3MFC5KkMbIUQh8BNgKtAQs17alUAx8C6KO3M74AMuj7n9t0AFUA18AjymLs2hciC0tbUhhMBqtWKxWCgsLOS5554btPq0trbyve99j6SkJAoLC3nppZcSuq+8vByTycSCBQui1xYsWEBeXh4pKSmMGzeOxYsXd7vntttuIz09nVmzZlFbWxu9/tJLL3HLLbf0KsNmszFixIiDbNnRgSrUDjEDDfwHK6i66EsAdAm44izrgMIjto4l+ankp5qod3gPuk79Pf9IkWi/9qzbN/0+YulLRKscfUgpq6WUQkppklJaY46lUsqXpZSjpJRJUso8KeUPpJQNMff6pJQ/klKmSClzpJSPD2ZbVA6col//J3oMBqWlpWRlZeFyuejs7OThhx/mJz/5CXa7fVDqc9NNN2EwGGhsbGTp0qXceOON7NgxsDf/pptuYsaMGd2u3XXXXVRVVeF0OnnzzTe555572LhxIwBfffUVGzdupKGhgdmzZ/PII48A4HA4eOyxx3jwwQd7lfH2229z7rnnHnCbgsF4SyAOTf4rhdo3ERLfVIgdyGB+IPXsEnD77K4BhUdPy8/F0ws4bcKwQyYwDqX4SZRE+7Vn3Q6luIp1/R5poaqiovLtobS0lGnTpkXPTznlFEKhEG1tbUe8Lm63m+XLl/PAAw9gtVqZPXs2F1xwAf/85z/7vW/ZsmWkpaVxxhlndLteUlKC0WgElGVQhBBUVFQAUFlZyezZszEajZxxxhns27cPgN/85jf88pe/JCUlpVc5b7/9NnPnzgXgscce4+KLL+6Wfsstt3DrrbcCyhI4jz76KJMnTyYpKemoEWv/lUJtU3Urr6yvYVN16wHfO5AIKc6ykm019Bnz1ZdFrKco8/hDLN9Yw8e7m+KW1ZeIS0R49MxzqN10g2FZSrQN36TtiQrnwRCqKioqh47652+NHoPB5s2bmT59OgDt7e3cddddTJ8+nTFjxhzQc+bNm0daWlrcY968eQk9Y8+ePeh0OsaNGxe9NmXKlH4tak6nk/vuu4/HH49vTP7pT3+KxWJhwoQJ5OXlRYVWSUkJn376KR6Ph48++oiSkhI2bNhAWVkZV1xxRa/nBAIB1qxZw1lnnQUobtV3332X9vZ2QLGaLVu2jB/84AfRe15++WX+85//0N7ejk53dITp/1cKta51p3zB8AFbPgYSIQcb89VzcN9hc2BzeMlLNfUqq6eIixUQiQiPwx0/NZTjs/qr26FyW6suUBWVoxt/Y0X0GAxKS0t58sknSUlJIT09naamJt59991uC/HG8sADD/DBBx/0ur5y5Ura29vjHitXrkyoLi6Xq5clKzU1lY6OuCvOAHDvvffy4x//uM/Ysb/85S90dHTw6aefctFFF0UtbMceeywXX3wxJ554Ivv37+fOO+/klltu4amnnuKpp55izpw5XHnllVEhtmbNGqZMmUJysrJMYV5eHnPmzOG1114D4N133yUrKysqekGxsBUUFGA2mxNq/1AgIaEmhLhQCHF0SM8EmFaYzv/MKMCo0x5wXNNAA70vECLLajzgmK+eg3tJfiqnTxjGxdMLepXVU8TtsDlYtbuJ5Rtr8PhDgxIjNpgM1N7+0mPTDpXb+kgK1f+271pF5duOz+dj165dbN26FafTyeuvv86XX36JXq/v856dO3cyefLkQ1L+0qVLsVqtWK1WzjvvPKxWK06ns1sep9MZFUc9KS0t5cMPP+T222/vtxytVsvs2bOpra1l0aJF0eu33347W7Zs4ZVXXuHVV19lzpw5hMNhnn32WT766CMmTpwYjV2LdXt2cfXVV7NkyRIAlixZwlVXXdUtvaCgILGOGEIkalH7HcqCjk9HpqYf1XQNpNMK0w84rqm/gXGHzcFXVW0UZZrJSzV9oyUv+hvsi7Os5KeaOG1CDpuqW2nu8NLpD7G/1cMOm+OAXG+tLj9//3Qfq3Y19WrTkRIB37ScgdrbX/oOm4P3djTw+Ptl5KWamVmUji8QjluXIzmDNFFUN6uKyreL7du3YzKZKC4uBuDiiy9m5MiRLF++vFu+RYsWceKJJ3L11VfT1NRETk5Or2d1Ca14x3nnnRe3/CuvvBKXy4XL5eKdd95h3LhxBINBysvLo3m2bNlCSUlJ3PtXr15NVVUVI0eOJDc3lz/84Q8sX768W8xdLMFgMBqjFktjYyPPPvss9913H9u3b2fy5Mno9XpmzJjB1q1bgfhCbf78+WzdupXt27ezcuVKrrzyym7pfVklhzIJCTUp5RTgTMADLBdClAkh7hFCFB3Guh12Ygfe/gbZWEvKpuq2SHzb10GdrS4/S76oig70VS0e6h1e9tldvZ7VFwcy4O6zu2h2+fl4dyOvb6rl2TWVtLq9jMwwR9fwStT19vY2G69sqOXpVeXd2nSgdeqLRKxd/cXiJcJAcYH99UdJfiqBUJhP99pZudVGpd3N2oqDa/NA/XU4hNxAbT8cJNIO1dKnonJwbN68mZKSkm6CYu7cubz55pvR823btvHJJ5/wxRdfcMMNN6DRxB/K33nnnajo6nm88847CdUnKSmJiy66iPvuuw+3283nn3/OG2+80ctS1cX1119PRUUFpaWllJaWcsMNN3D++efz3nvv0dTUxLJly3C5XIRCId577z1efvnlXhMOAO644w4WLlyIxWJh1KhRrF+/HpfLxerVqykuLqayshKfz8fEiRO73Wcymbjkkku44oormDlz5rdia7aE3ZlSyi3AFiHEncAZwB+B+4UQnwN/BV6WUoYPTzUPP/EWkm11+Xl7m43TJuTQ3OHl0XfrOa4gjWA4zHZbO06vn3qHj0AozKrdTfiDYQw6DQ0ODyMzLAcUoxRvgdS+FrHtylOcZcUfChMKS6YWpHdzkx5flBEdLPtbBHfupHwqmly0uAN8vcB633VKlK66+wJhvqpqjdYpNv2LimbWlLegAYqzkw46pqtLuO6zu8iw9l5wd6CFeLOSDJh0gk5fkO22djKTDs4aOlB/HY7dCnbVO9hS62BUVtIR25g9kXbEy9PzfT4S22ypqBxtlJaW9nJjnnvuufzpT3/C6/ViMplYsWIF119/fXTW5KRJkw5rnf7yl7/wox/9iGHDhpGZmcmiRYu6WdTOO+88Tj75ZO6++24sFgsWiyWaZrVaMZlMZGdn09zczKJFi7jhhhsIh8MUFhbyxBNPcMEFF3Qrb9WqVbS3t/O9730PgJkzZ3L++edTUFDA+PHjef3111mxYkUva1oXV199NYsXL+bvf//7YeiNI88BxZ0JIUYDCyJHGLgP2I+yB97FwEWHuoKHg3gDRLxBdkVpHS99VcXLX+0nLCU2h5dQMMT0kems3Wfnn1/sx2LUcvFxw/nu5Dzy0yxsqG4lN8XEqAMc6OOJia7BzhcIYdRro/WNzXtOSR717V7OKcmNG8sW736PPxSZ8SqYVpjOgllFPPHhHnJTuwdXfpOdBrrKnlnU3b3c1fdOT5A/rarA7Q9yytjsuLF4iXIgIjdePcsaXWiEBr1Og8sbQq/pW/T1R3/91RW/OLMoI7rWXVd9D1asePwhyho78AVDlDW6mFZ4+OLiDnTXhXg7XvQUb0dimy0VlaONp59+ute1U089FbfbHT1vaWkhEFB2NHvqqac4++yzD2udMjIyWLFiRZ/p/VnnFi5cGP2cnZ3NJ598MmB5p59+Oqeffnq3a0888QRPPPFE9Pztt9/m5ptvjnv/yJEjMZvNvZbqqKqqGrDsoUhCQk0IcRNwFTAWeAW4Skr5ZUz6cqDpsNTwMBBvgIg3yGYm6bF3+JFSkplkJMmoY3JBOmdMzGHNnmYCoSBajZbZY7PxBELkpZopb3RS2eKmwenDqNcc9Ebpm6pb8QXDzIzcH886sam6lQ92NbGjzsHSLyvZUuvk7rkTKRnefSD1BcK9BsgVpbZIaZJl62vYWN3Gsq/285t5x8S1fMQKu/7EQNe9ealmsq0GJualkmE1RNM3VbexorSOMcOs5KYZQRq55qRRh1xgJCoCSvJTOXZ4Ck5PgNHZSRxXkAaIbzxjs2efdcUvnjw2i131Sv/Pn6oI6ETq2dWvxVlW9tld0UkkdpefnGQTLS4fO2yOI7Z36UDlxLNy9hR46jZbKioHx1VXXcVVV11FQUEBjY2N/OIXvxjsKh1xTj31VE477bRe18PhMI8//jiXXXZZ3HXXjkYStaidh+LqfFNK6euZKKXsFEIcFdY06O467Ms16PGH2FzTTopFh98fQiMgFArT2uljXWULexo7CAQlbW4/D6zcweQR6eSmGFm5tZ76djfFOclc/Z2iPuvQn8Vnh83Bkq+q2dvo5o6zxnLq+ByMeg15qWaWfFHFrNFZLPmiij1NLqwmLelJBt7a2kCDw8tDb+9i6XUnAl+LT48/hFGv6TYwzp8aAgS+YJigDDOlII1zj83l9yt3Mq0wnW11DnbXO7l4egE7bA5e31RLe2eAaxnVr4uta0DPthr6cEcq7tWxw5JASj4tb+bfm2s4riCjlwg8EKvYqt1N0fqaDdqEvuMu13ZuihmNRmDUaQ6Z+zBWDPfs+y8qWmh0etluc3Lp9ILo9YGe92m5nd31Tppd/m73xIq3w8WBiqp4+Xv+MzQU94ZVUTkamD59Ojt37hzsagwqd955Z69rbrebnJwcCgsLeffdb8+ubQkJNSnlgCvjSSnf/+bVObLsqnfyeYW92wDfxQ6bA71WQ47VzN4mJ87OTox6LY7OIGvb7NhdXmRY4g1qaHB6mSQleWlm3L4gnqCkstnN3z6t4FfnTowrApdvrKHe4QV6W1JK8lMhDK1uH+sqWzlvUj7HF2Ww5IsqVpTaeGd7A80dPix6LSMzzKyvakOKMAXpZu44a1wvYRJvgDxpbDYef4gX11bS6Q1y2cyRPL+2ivVVreyzuzHoNHgDX1txUk16QmHoWoOuLwYSD9MKu+oh6PSH2FnfQYs7wMbqdq6lmJPGZnX7DhKxNuWlmqlqdlHd4mZUlpWTxmZF27yhqrWb+ze2XitKa3l9Yy1TRqQQCku21LZT1eLhnJJc6h2ebxQ7FSuGi7Os3QSnUaf04dq9zRybn5KQOIzXr7Hfa4Y1sZjEg0UVVSoqKkOdpKQkXK7EJ/EdLSTq+nyxjyQfUAusiEw2OCqIjZ/q2ufy610KFFdVcZaVwgwLeo2GrTVt+MIQIMQnZU2My0kixWLA7vQRCIfxBcNYDFr8wTB5aWYKMy3Y3X5a3f647qiuddDy4yxmC8qgeM+8Ep7+sAxfIMyOOgeb97dx3Mh01lW2kmzUMsyqp87pI9moR6OBY7JTuWxGId5I8H48YRLPcre7sQONRkNFs4sGh5dUs46aNjdtLh/TCjOi94fCYVpcPnJTTf32beyAbjak9rKImQ1ajHotq3Y3UdbQgZAh2j1+koxaNtco30GXZS1RK857OxrYamvHpNPh9PrZUNUarXdXjFSX+zfWIlWUmUSKSU95kxu9VsMnZXZc/gD/3lTLjFFKGwYSJ11WubmT8ru5eLvEMBAVi6AIre11DoanmXF4A91iy/qzIA7Ur3DoJyt8Exd4V12cHj+2dm+v/lFRUVFRSYxEXZ9OlBi1N4EaoAD4LrAMmAj8Sghxg5SyL0E3pCjOsrK1ph1fUHLahBw+3t2I0xvk1Q01pFsMgKSssYPSmnYMGkF6kgGX109eehLH5Kfwxb4WnJ0BZFixL7W5fbywtorJI1JodfnJTTVz7exisqzGPpeE6PrZ12A3PN2MyaDjza02Nla34gmEOCY/hcKMJEZmWPh0r51ttQ4tmGBYAAAgAElEQVSSjXp+cGIRmVYj72yvZ/aYTDp9QZzeILur2roJk57xbU5vgNHZipApa3Cyq95JilmLxx8mEJI4vcGoyHthbRWVdnc0ji0R+hIOJfmpbK1pZ5M/ABotrR0+HG4/dpePPY0uQEYnPyQiOIoyzWQmmUg26ah3+Njd4OrVbmWZCInd5WN7nYMvK1o4b1IeWo2g0t7JtMIMfjArjxfWVlNpd9Hc4UvIzffaxv0sXVfNDls78yaPiCtgYr/v5Rtr+NdmG3oBVrOe2rbOqJgfSGgNNJN2IGF7oLMs4wX/x7pzB4r9A9haq6xTB7BgVtEhqZeKyuEm++J7B7sKKipREhVq44C5UsrPuy4IIWYBv5NSniWEOBd4AuhTqAkhbgauASahLOVxTT95bwd+BViA14Eb48XGHSz77C4217bxRqmNyQUppJgM+INh0ix6jh2egi8oWV3WjNMTIMmkpShilTkmP4XZYzIByVdVraSY9NS1e/AHQwTDkvJmF01OP5Utbkx6DY//z3FxB554bqR4g9Ux+an8Z3s9YQkd3gB7Gl1MGp7GqCwrAthW66A4y0J+mpnyJsXqtbmmnV31HeSlmjh5bBbFWVZ21TtwegKs2tUIQHmTi4/LGqlt7cQTCDNmmJUGh4dOf4hAMISUkGbRUZRpoTjLiscfojjLgicQ4tjhqdEdGnrSteRGVYuH+VOHxxUOXRaovDQzealm8lJMfLRbWWy32emlxeXn/z7cQ5bVyFUnFnVzhcYSa8maNTo70i43eakmxuckMzEvJWpR+7y8GV8wTFVLJx/tamRHXTtCaGjs8DIux0pGkoEbThnN5v1t/PKc8Sz+rJIzJ+awr9nFM59UcNuZ4xg9rO9ZvP6gZIetg2C4jq+XOFGsTh5/iNc27AchSLcYcPuCTBuZyvY6J3a3l+YOI3mp5mgdZxZl9Lu8x6rdTWQlGaL5er43PZdA6UoD+nW3xyNe0H+XOzcREesLhBBS4vT4ESjfWTzrrjr7U2WoYRlz1K/rrvItIlGhdgKwrse1DcDMyOf3gPiben2NDXgQOAfoc5MtIcQ5wK+B0yP3/Bu4P3LtkFCSn0qaWc9XzlaMDRqmjEjjlPHDMOg0zJ2Uz7pKO20uPxPyrMweO4zNNe3KWl9ZSUwtyGDNHnvE4pPC+Jxk1le1YdQLOv1htAI0Gmh1+9lU3dan0OjJpurW6EzALpdZhzdAmkVPlsWIJxjE6w9RbXexsbqNycNTyU42sq6ylV31HWg0gpPGZDIyw8LIjCTOKcmlyu5iV70TELy11cbeRheeQIisZCMNDi8NDh8hCe0eP5NHpNHQ3kAgrEgNCayrbOWFtftodPpYtbuRZKOeT/Y0MTzdHHdA3WFz8M8v99Po9GLQChbMKuq1ntuKzbW8vqmWsyYOw6rXYu/0k2zSkp6kRyAob+qgqcOPxaDhjAnD4sZctbr8/PbN7dS1ewC4eHoBVS2dfFymCL5bzxhLhtVAhlWJUVtRaqPRqQiUbKseISAkw9hdXkDDtbNH8fSqcirsbmYWZeANhPhkTxOvbqhha62yp9yfroi/qval00eChM5ACItBhy8oeWtrHe2dAa4KFvJxWSNvbbFh0GkprWmjucPP2CwLJfkpCCFINun5eHcj6ypbqWvzcPPpY/u0KpXkp7K73km9w4tRr8Fs0HZzq8ZzsXdNshiVZe3X3R6PeMKv0u5m7qR8gH6XGFld1sT/fbAHh8eH3R3guc+r8IXCbK5pIzPJxC2nj426QtXZnyoqhx+Px8P3v/991qxZw9lnn838+fN54YUXeP/9+OHlp556KgsWLODaa689wjWNzw033MDw4cO5996hb+0sKipi8eLFnHnmmYfkeYkKtVLg90KI30opvUIIE7AQ6IpLGwW09nUzgJTyXwBCiOPpX9RdDTwnpdwRyf8AsJRDKNSqq6r46rVFtLf5CScn0ZSURMXn6QQ1Bhq3Z2NzhagtbyPYnIq3JZtQSi4pRh1uf4h1lS20dPooSDNT2+4l22rEGwyRnWzBpA2TatKTZNJh0mvouYBs/4huPz3+EEVZFr4zOpt1++zUt/nQaqCqpZMOb4jhqSZSzXrC4TAFGWbq2r0EQpJVu5s571jFnbtpfxsSmJSfyoTcFMpsDuwdXibmWQkEw7R2ePCGwKzVodNAutWAPxiiwxPCF5R4O3z8Z1sDZoOGQEhi1GtIMfdeBT92SY4TR2WAENHB3OMP8fJX1WyvczJvch6d/iB6rYZ9djcf724iGJJIIchNNiC0guwkA60uP15/mKdW7eWsY5RtUbqWo+gSe2WNTkZnWZk7KZ9N1W18tKuJKruLUFjycVkjUwvS2Wd3kZdqZmJuMoUZFvY0deAJhjEZdPiDYUr3t+MPSZyeAI0dHrx+SWaSAbc/yPjcFGYV60kx67ntzHF9fmtmg5Yko46yxg60Gg3H5qcwKT+V7TYH5U0dlO53EA6H0Wl0zCzM4L2djWyxOQmGw5xUnMUp47KZmJdCRZOL8kYXVXYXMKzPsrpm4cazdvW0rhVnWXkv2MD+Vo+yIO7oTAaaDNIfb2+z8dbWegBGZVlZUVrH/KnKGtevb6ph0vA05k8dzj67i8/32mlx+0gx6jBpg4xIM5GXauatLfWUN7oYk50UdYV6/KHommuq61NlqFH06/8AUPXI+YNck2/G66+/TmNjIy0tLeh0ytDfc3ulocwzzzyTcN5rrrmGESNG8OCDDx7GGh05EhVqVwMvAU4hRCuQgWJR6/qWM4CfHqI6lQBvxJxvAXKEEJlSypZDUcDHG7bx/kvdv/SuJfj+2SOvJXsEJ9z5IklGHaW17RSmW9j1xfuse/Fh0BrQG42EhJ4yk4nM1GSGZ6XRptERFHqeXpXBuulTueOOO7o9c9u2bWzevBmz2Rw9NDoDU5PCWL169u/vZGt9J+/sbmF8fia5KSb2NLoIhKHK3sHoYalMKUjnpLFZ7G/14Oj0s73OSbXdjS8U5uOyZlrcfjIsBgoyLDQ4vWQmGchPT8LhC1Hf7sPhDTA8w4rTG8Th8bNunxchBNnJJvxBL6FwmJEZSZxdksuIdAtbattJMenYYXNQWtPK6RNzo+3pcl2lmnTsbXYzf+rXgeObqttYXdaMAKpa3FTY3aSaFZdxKBwmxaxjQl4ajk4/de0ejFYDRZkW6tq9tLl90VixWPdYptVIOAzjcpIjA7sEITHptGg1AocnyIrNtexq6GBiXjJ2tx+9BmpbPUgkE3KsNLn8aMLg9Af4TnEGW+qc6LWCCXnJZCcbo4sXzyhMp8HhJT/N3Ofs3f2tnRybn8r43BQm5qXg9AbY09jB3kYXWclGfMEw6RY9e5pc2BwekvRaMixGhEZg1GvIsBr42RnjGD3MFhW48YhdS+2LimbKm9zkpphocfujLu5Yq+w+uwu9TkNWkiHq+m1weKi0u5g7KZ9d9Q4GmhgQK/666nbahBxWbqmjyelRdudo99LU4eWjXY3sb+0kyaDlpDGZmPVaxuUks2RdNWHAHwxxbF4yGValf7tc6F0C0B8MM7kgTY1VUxkUugTZt5Xq6mrGjRsXFWkqfRMMBodUPw1YE6FsOKYB5gB5QD5QL6Xc35VHSrnhENbJCsRultj1ORnoJtSEENcD1wMHtJ9XjiXRveghJPSYdFrOKcnF7vLT0O7B5XLh97gBN/7ITGAv4KiFfTH3rgeaG+t7CbWVK1dy9913J1R+0Ynn8J0fLeSEUZnss3cwblgy6954ng8eXoPJZEKjN+IKCcIaA5uSLBhNZgLoMJlNZKenMOek2eSMm8JrG2sZmWGhIN2Cbd8e6lvbuPzEMZiHmal2+Flf68JgMmPWGTltQhYuX5g0s45KeyepFj2ZViO2Njdbax28s62BWaOze+3q4PQE2Vzbxge7mpiYpwy2223tBIJhirKUmLSizCSqWjrZXtNKq8vPdScX4/KHeOGLSgKhELZ2L8eNTGdGYTo6vZZrvjMqKk5AmQiycosNf0iJx9thczCtMIM5Y7P5aGcTSSYt44Ylk5dmZnNtG/uaFTHz70211LR7sBi0TC/MIEmvo77DQ5vLz0vra5hSkEp+qhkQbKl1kGk14Oz088meJtItBm48ZUwvN/am6lY27m9j0vBU5k8dwa56By98UcnrG2vwBkKEwzAyw0KjsxNf0EB+mhGrXovRoCXZpFj1mjt8fF5uZ1qhsgVYf7Mqu8Tq1tp23ii10eDwkGzSY9BpMGgF+WkW7C4fTm8wOvPVN1rZtWBFaS3tnUGKs5Ood3hZUVrLR7sacfkUV/HpE3tv6BxbJiiu1QWzithQ1cp2m5MOb4iKZjdljU70Gg37WzrRaZS1+cblJHPH2eMBxYW/3eZQ4icbXeR5gwTDkhSzjuIsK25fkNMnDKMoy6rGqqkMCWr//IPo5xE3Hfk5cjt27OC2225j48aN6PV6br31Vu6++258Ph+/+tWvePXVVwH4/ve/z6OPPorRaGT16tUsWLCA22+/nUcffRStVstDDz3ED3/4Q37729/y8MMPI6VkxYoVPPnkk2i1WhYvXsxnn30GwAcffMDPfvYz6uvrueqqq5Cyu0fo73//O4899hgNDQ3MnDmTZ599lsLCQkDZ6HzRokX88Y9/pLm5mSuvvJKnn346ul/p3/72Nx5//HFqa2spKChgyZIlTJs2DZvNxs9+9jPWrFmD1Wrl9ttv55ZbbonbJ7FWsv7a+uyzz7J06VKEEDzxxBOcdtppvPXWW/2WtXDhQrZv347JZOLNN9/kF7/4BQ8//DB1dXVkZCh/izZv3sxZZ51FfX09+/fv57rrrmPLli0IITjnnHP485//TFpa2qF/GUhAqEkppRBiG5AspaxBmfV5OHEBscsJd33uiFO3Z4FnAY4//viE/YzHHjOBS67/OduqmzEQwNHhJhTwYSCE0+XC6/ViJIjX60GXPpzxeUkcV5BOUVYSz3xcjjYcSLgx/jhd3NnZmfD9I7LSyEkxctYxOdS3e8m0Gql608Ge6l298jp7nO8Fgl4Pw8UIbO2dmPUaWt1+Sv+9iM7ydTywOH6ZGr0Bnd6I1Bk5Zt71WL73fUZlWwGBPyRZ8bc/sP0lHyOy0zCbzegNRtr9Aqk1sKfFR2dIi219DhqDkd2hXBwaC3UODzVtXn500ihSpIuqejvuziCr9zSTZTWSYtTR1uHDG4IGp5f/+5/j8ARC3P/WDto7/cwZl8VxBRnsqncSCofJMBsIhcK8t72eL/cp+t0bCFLR4qKi2cW4nBTSzXq+qmolP9VMZyAAUpJs0lLT5sblDRKOzC5NMenITDIgBKzb14LbH+SVr2ooa3TiD4bxBZR4tr9/uo+iLCuzRmcCsN3moNXlJzPJwKLVe2l0+thua8Pu9GHUCzQaDTWtbjq8YcJhP9ttHbS4fARDYeodHhqcJmpa3WRYjVTaXRF34tc7RsRu+wWKSP2yws7q3U20un1kJBk4uyQHi0FPfpoFkGRZjdQ7POxuUH5djHotdpePFKOeZqcft9evTOJINePyhWjv9FPV4qYverpYu7bCGp9rxekJEAiG2G/30Oz24nQHQEjq2jzsaXRS0+rmihOKGJ+bzPjcFIqyknj+80pCYcXF7AuEWVFax6qyZr47OY9ZozNJMevUWDWVQSfk6jeS57DS0dHBmWeeyS9+8QveeustAoFAdHHb3//+93z55ZeUlpYihODCCy/kwQcf5IEHHgCgoaEBh8NBXV0dH3zwAZdccgnz58/n/vvvRwjB3r17WbJkCQDPP/98tEy73c5FF13EP/7xDy688EKefvppnnnmmejG62+88QYPPfQQb731FmPHjuWRRx7h8ssvZ+3atdFnrFy5kvXr1+N0Opk+fTrf/e53Offcc3nttddYuHAhK1as4Pjjj6eiogK9Xgnb+e53v8uFF17Iyy+/TG1tLWeeeSbjx4/nnHPOGbCf+mrr9ddfz9q1a7u5PhMp64033uC1117jxRdfxOfzsXr1apYvX851110HwEsvvcQll1yCXq9HSsldd93FnDlzcDqdXHzxxSxcuLDbFlddfPbZZ8ybN4/29vYDfRWiJGrb24wy83P3QZeUODuAKcCrkfMpQOOhcnsCjBs3jkceWMgTH+7hxFGZ/O3TCpo7fKRYdGSHJWOyk8lPM7O93kmry4/VaOCrqla229rZanNSfPKFXHnlAkal6ShI0bGjppmPd9SxrbqZ8VkGClK0vLWxmiRdmO+dOrVX+VOmTOHSy66gqqGVNAMEAz48Hg+dnZ10dnpodbrwej0E/T6OLRzGFScU4vQE+Wi3YgExEky4ra6QFqfXj0QQDEvqHD7CAX+/94QDfvwBP9CBQRvm47Imats9XDp9BM0uP2/8Yx17a/f2+4zNkZ/DL70P4+iZ+PxedBrBBzsbeOJHp+N1Kn8INwiBVm9EqzcitXrQGWk2mjjhuRTsPsg466eYs4bT6vazp7GDKcPTWLXkKfa1+QlqDHxsMGIymRmenUZeRjL+Ji9NfoGt3MRxxbkYzcOotHfQ7AwQBGxtPsyGAPlpJlLNRmYUZdDg9HJ8YQYf7moi3aKHsGRzbRud3hA5aUayk41sqG5jY3UbOSkmUszKr83uhg6CYcnLX9Xg8gQwG3UUZ1qod3gJhcEfDuELKFFhkjANDg/BUJhQGHSaMAatstuEXqdhT0MHZfVO8tNM0UkJX1V1ty6V1rTy8voamju86DWC8bnJFGcls7qsgVfW7+fGU0bzPzMKyEs18972epyeIFML0mACNHf4+HJfK3ubO9jd4GbelDxuOKWYeoeP+VOH97tEhi8QYlN1GxPzUnh7m439rZ10dPpxePwEQpJgKIyzM4AnEKbZqUxQ6fAGWbnVxmd7W0iz6Jk5Stl54o6zx0f3el1RWsfpE7I555iciNAcOpY0IYQR+AtwJkpoRwVwl5TynUj6GcCfgZEoE62ukVJWx9y7CLgE6AT+V0r5+BFvhMpRycqVK8nNzeXnP/85ACaTiRNOUGahLl26lD/96U8MG6bEsf72t7/lJz/5SVSo6fV67rvvPnQ6HXPnzsVqtVJWVsaJJ57Yb5lvv/02JSUlXHLJJQDcdttt/PGPf4ymP/PMM9x1111MnDgRgLvvvpuHHnqI6urqqFXt17/+NWlpaaSlpXHaaadRWlrKueeey+LFi7nzzjuZMWMGAGPGjAFg3bp1NDc3c9999wFQXFzMddddx7JlyxISagfS1vXr1w9Y1qxZs5g/fz4AZrOZK664gpdeeonrrrsOKSXLli1j6dKl0TZ0tSM7O5s77riD+++/P249Z8+e/Y1EGiQu1FYD7wohnkexqEWtV1LKhLanF0LoIuVpAW1kQkJQStlTdbwIPC+EWIoy6/Me4PkE65kwX1TYqXd4+azCjkGvIRQO4/IEQQha3H6a3T6mFaQxLjc1ulL9lxV22jr9TMxLZr9LUtcZYorGylZ3CsZ8M+PSihiXm0xYSnIZTbrZyITjR/VazuKSSy6h6PjT+bTczsljs6IzIzdVt1LW6KLB4UFKMOg0fCdivQEl6L2pw8/5l/+UK394HVWN7byxsYpzxqczKc/C2t11fLithtEZBtKNUNnYRtq4qfiFwKSFekcnWsCUNYJMfQCCfmTQjwz58UaEos/XfRUUh1+QoRGY9Bpq2jxUt7hwH4BFMCM1mdQ0I2Oyk/GHJZUtnQT8MWVIScjvJeT3Ri8FgL1KzDqpp/iwGLV4AyECIcmKjVWs/ddzvcqpjFN2BXDFk+9iSrbi8YdpcfkJOpvY9dxN7DUa0eiMfJ5sJdlq4fWwFq/UkpZsRaM30uKVhLRGSn7wKzRC4PEFKMlLJkPjY917/yY1OYnUFi8b9zpwBkGjNRHW6vCEtfikHoPBSEpyEjIcJj1Jj16rJRAKE5ISbyCETidw+QJsrmlHrxFkp5jYaXOQkWTApNcxco6512b2a8rt+AJ+giFlYkF7Z4AnP9xDTVsnoTC8tcXGzFEZbKxuo8HpI9Nq4EcnjcKo07C/tZOsFAOhcJhOf5Adtg6mF2ZwXiTu7PNye3RyQKyLd1N1G4s/q8Rs0KIVgnSznjZPAHuHj3aPsl4fGgiHJRoBHf4wRo2yvEtIKuvzWYw6Ov0hxuekMK0wHQBfMEij0xuJ70tTlrsx64aMUEP5W1UDnALsB+YCrwohJqFY/f8FXAu8BTyAsgdy1wixEGVf5EIgF/hYCLFTSvnt2dNG5bBRU1PD6NGj46bZbLaoMAIoLCzEZrNFzzMzM7vFVlksloRW6rfZbBQUFETPhRDdzqurq7n11luj4hFASkldXV20Prm5X8ctx5bbV3uqq6ux2Wzd3IWhUIiTTz55wPrCgbU1kbJi2wtw8cUXR13Be/bsQaPRRPM3NjZy66238umnn9LR0UE4HCY9PT2heh8MiQq1k1DGwlN6XJdAQkINRXD9NuZ8AXC/EOLvwE7gGCnlfinlu0KI/wU+RlnGY3mP+w4JcyflU9HkwubwYtZqEYBJLyjMTMakE5Q1uchIMnH5TCX2rd7hISfFjEGrYXSWleOLMjDqtEzMS2FUVhKba9r4sqKVnBQj8yYPp9HhZWudg2c+qSDFpOu1TVBPl9Km6lb+snovTk+Q0ydmo9cqwm7z/nb22d3Mm5zHOSW5fLirkeTMbHY4fJhyc8k7Npdx00dw5exiLorMsCytaccbCGNpdhHSQGuHj86gJBiU6DRw6jW/ZFZxFs0dPmxOLz8+aVQ0RikcDtPmdPPhtmqeX1NOQ6eMxlt9VdmCPxwm+4zrGJkUpjjDQIfLTYYJNlY04na7kUE/oYCfVIPE5/VyzNhCZh9fiF6rYWSGhd0NTlaYkhQrU9BPKNi/GzknK5W2ziAaEaKq2U293dFv/p58ub+Ds6dmcsr4YXy1r4VNW+sJ+z34/MrSHp62Rupj8jfHfBZ6E0nGu9BrBB/saiLNosdkL+P9x25KqOzk7OGc+7tXSTHp2NfiJtNipGn3Ona/+Sw6vZGA0CG1RgxGIyajGY/UkmJNQmsw8od1Gfzw3BM5/orLopMWNIDO48BTV4dfbyDJk4beYAJPAKEzUu/o5MmPWgiHQacFf9BCeVMHuxs6aHL6KMpIoiDNQlVrJ0kGgdMTjPknout/r68jCDz+EGUNTpJNWryBMLubOzDrdEwZkYpOGAghmXtsLg3tHhrbPWg1giZXAK0WNBotOckmdEIwJseKQJkF3RXzZjFo6PAqgvHY/NRuonQoIKV0owiuLlYKISqB6UAmsENK+RqAEGIhYBdCTJBS7kaZfHWNlLINaBNC/A1lDUlVqKkMSEFBAcuWLYublp+fT3V1NSUlJQDs37+f/Py+JyAlSl5eHjU1X0c1SSm7nRcUFPCb3/zmoGaJFhQUUFFREff6qFGjKC8vP7hK90NXbNyBlNXznvT0dM4++2xeeeUVdu3axWWXXRbNc/fddyOEYNu2bWRkZLBixQpuvvnmQ96OLhLd67P3FvUHiJRyId3/8MXSbb2HiJvgsLsKgmElVsgflui0WsISwhLc/jDeQJi1FXZOn6iYmD8tt9Pk6KTF5WNNeTMnjcmOWh6mFWbw7vZ6atoUS9PwdDMXTM2nvNGFxaAlsSURBC5fKDJj0EWl3U0oDDnJBvQ6ZSDV65TlMQIhyd4mF1fMLGB8TgqnTciJrmk1PieZ1WVNNDh8tHsCpJn1+AIh0i1aks0Gjs1Lo6nDx/JNNXT6wpgNWtaUNzNrtLI/pkajobI9gM1rYOqEYpZvqiPQGaS8ycm5JXk4Ov24J84kZNCTMyaTY5JMuHxBdBk2RicbsRoNNHd4Mem16LSCSWOyQcILX1SSnWRAo9Ew6zcvMyE3ld/Pn0SqWYvH42H1jhqefG8HDS3tpOhgWJJgXkk2NfrhfLyvHY2EDp+fUdmpmL//UzpcnYQDPmrtDsIBHyYRRC+DeLydiGCAgN+L3+slqDGwrdaBWa/luMI0du9MfMkUjc5AZyCE1x2g0x/CpNei8SW+7nJYo0cj4JySPF78oooml5fWliZctXu65Yu1T3bJ0CqgYed65l5wEa9t2M/qsiaKsiwk162nYYnyq1HXo7x9AFo9Gp0BrcGI77jTcRz7O5yeIO0ePwjY9/l/qNryJZuTzLxnTWJSYTYjstNo9Up0BhNv7bGwZ0QWqclJhFLysAfTmVmUSabVyB/fK8Pe2kal8FLWEiCEhoff2c3wNHPkvQyRZBQEQ+D2BWhx+wgBre4Ax+SlRCeYgOKKTTbpGJeTRNcCukN5pqcQIgcl/GMHcCNfL02ElNIthKgASoQQjSiTrmK31NsCzD+C1VU5ipk3bx533HEHTzzxBDfeeCN+v5+dO3dywgkncPnll/Pggw8yY8YMhBD87ne/Y8GCBd+4zPPPP5+bb76Zf/3rX1xwwQX8+c9/pqGhIZp+ww03cO+99zJ16lRKSkpwOBy8//77XHrppQM++9prr+WOO+5g9uzZTJs2LRqjNnPmTJKTk3n00Ue55ZZbMBgM7Nr1/+zdeXycZbn4/881k5nJOtn3tkm6l1C60lrLroCgssoRkKUiAqIIAt8j60FlOSJH9KiIoigIih5l+claQajsRZYulKaULumSNGm2SSaZzHr//nhmppM0y7TN1vR6v155ZeaZZ+a+n9mea+7tWo/P54t3k+6v4uJiNm/eM7Vvf8s6//zzufvuu6mtreXll1+Ob+/o6CA7O5vs7Gx27tzJPffcc0D1HUzS809FJB+r+b/EGHOPiJQBNmPMjmGr3TB6bm0d/65txY5Q4nYxrSjDCpCaOynNcjGzxM2np+T3WNvp7c3NOFMEm1ijjmLW1Xlo6w6Sl+FiWlEWAO5UJ7MnZjO7PCfe3ZM4DihxNp3VkmDiY4YWV+Vx38sbiQCHl2eT7kwBbHxY58HTZS394AuG6fCHueSoqh6Lns6vyOPwsgMrEEEAACAASURBVCZWba8lzWEjO9WBK5omKj/DxUnVxWxr7qIsJ5Xa5i5yM5zYEB5/b3s8MX2sZWN3Rzfv17ayrdVHpz/Ms2vrCQRDdAYNHn+A92rbWFCRR0m2kzSng47uEPVt3WSlOphdnkWKzUa6005tcycdXSEa2/3YgClFmThsNtbXe1g6rZDMzEw+M2866e5cXtmw28qyEDa82Ca0+bzUtVhjviJAk10omH8WX5pZTHWZmx88/SFdQUNZjosMl5Ndni4KMlNp9/np6AphAF8wxM5WnzWofVY1OT98Dl+Xj8l5Tk6cnoMJBWjxeHn6/S2EAwEqc1J4b3MDXcEwkTCETISqwgzmlGfjKp5Kx2dOJ8dp8HR0srG+BVs4gN/fTTjgx4T8RILRcYCOVLa3+li9vZWZpZmsqPGRRjjp92jE7uBP72zl0bdqafcF2drcSUfLIC2K4SCRcJCIv5Ouzg6eX1tPKAL56U6WTM5n3f9tYNcHL8V3/2CAh7rmuv9kwdnf4PiZxWzY5WHepGweufM23lnzanQP4UOHE5vDSWpqOiFbCnaH1aVsd7oo/cIFLD3+ZEpy0mj3Ba3lQx57iNbmZuwOJztbg7y3MZuVNidzKguZXVHE3LlzKS7uewbqaBERB9Zajg8bY2pEJJOeja9gxdhZ7PnR2XvmelY/j71fM9fV+JWVlcWLL77I1Vdfzfe//31cLhfXXHMNixcv5pZbbqG9vZ0jjjgCgHPOOYdbbrnlgMssKCjgr3/9K9/+9rf56le/yoUXXsjSpUvjt5955pl4vV7OPfdcamtryc7O5sQTT0wqUDvnnHNobm7m/PPPZ+fOnVRWVvLII49QUVHBM888w3XXXUdVVRV+v58ZM2YMydpnX/va1zjnnHPIycnhuOOO46mnntqvsk477TQuvfRSJk2axJw5c+Lbb7vtNi666CKys7OZOnUqF154IT/5yU/6fIzXXnuNU0455YCSxUvvKbh97iRyLFYX5LvAUmNMVnTb9caYL+536UNo4cKF5t13k18lpMUb4KkPdrCluZN/b2klzWmn0O2k1RtkQm4qjR0Bit0uzl9cER83E7tPbOZfLIDrK1m1LxBmxYYG3vikmSMr8yjIdAHwztaWeDdP76BtZkkm79e2cXh5Nis+bmR2eTYzit28samJggwnwUiENz9pJiM1hfLsNJYtraLe4+uRgHx9vYefvrSRNTtaKctJ4+iphdhtQkqK8EpNI5+fXQYiLKrMjSdtf25tHfWebo6fWbRXPtAP6zz886NGtrd14U51EAxFiEQiNHUGOXNuOd3hCBX5aTy/dhdt3X6KMtI4ZnohG3dbi72GIhEmF2QyMcdFzS4vHn+QBZPyEBHOnj9hryUvfIEwf3hzC394eyve7iAOu43O7hBEoNtATpqd8tx0Ll5SxUsf7aKxw4/NLjjtNjJcdna2+Gj3B2nx+kmx2fGHwwTCUJTl5PfLFtHWFcAfshZpdaXYae8O8n/vbmfBpBzW7WoHI0zISeXvq3cyozibDQ3ttHQGKHOnEgSWfaqSeo+PuZNy2by7g5c+amR6SSY56Q7e3NxCSVYqLocNQQiGQjR1BpmQl044FGF9QwenTkunINLOxroWtje2snV3G5GAn7xU8HR42dXSTmenj4nZdo5fNJeW8iW8urEJYyDdYSOr9l80vLucumYPQX83JhRAwgFCAT8m1HOSSPb8zzPjrG9TlOkiN8PFvEm5/OL717L5zeeS+oxc8M3/h8w7m/KcVLa3dNHaFeTNX15P28f/Tur+3/nePdx543cA4hMIvvS5Y2jdtqHf+zzyx8e44Pxzk3p8ABF5zxizMOk77CMRsWGtIekGTjfGBEXkfwGHMebKhP3WYvUYvIy1+HexMaYxetvZwPeMMbMHKmtfv8PU0EpcR6327i/EL1d89xng4F/wVo09yX5/Jdui9lPgy8aYf4pIa3TbSvakkDqo+AJhNjd5OW9xBS2dAYhsJC/TRborhQ272mny+rHbhMPLc3qMm8nLdHLJ0ZP3erw0p32vMWhpTjvv17bxwrpdvPlJE9npTi47piqef/P92hb8oQjv17ZSkp1KY1sXL3xYT0unn9c2NlGQ5aQyP5P5FblsafJS7+nm01PyObwsm1hA2HuNqzc2NsUHfhdmuajMz2RtXTvFbhcGQ5svRHNngDPmlffoauq92j1YJ9Y3NjWTnZrCjNIsCtwu5kzIocTt4tGV2xC7sL2ti9LsVLr8ETr9ITq7I6Tm2slOc5Cd6sAfCuFIsTF/Ug4d/hApKTa6OiJ4/SGOnV4Yb2ns/bwdXp5DdXk2H+1spzMQIjMtBW8ggj0YodMfZlaJm9U72nhzcxMZrhSOn1HIMdOLqfd0889AAzs8XYQN5Kc7CIRstHQF8QXCPPXBzr0Syv/u9c00tHfjSLExITudVdvbCIbCiNgodrvY1mLDGNjp6SZk4Ccv1ZCaYuepVTtw2gV/GOw2oSsYpqHdR26ag7vOOoLlH9azakcri6cU4LDb2dHSyaT8DC47bip5mc74uLPXPtnN2h3tZOamUZ2XyovrG8EXxpXjomNCLoQilOak4Xam0OoL4Kg+mZ9ddzWT8tK5/ZmP+OIRZXgDQR59ayt1bT7KMmx0B/y0tXfiN3a6AmE2NXnx7/KypdnLkZ/7D4pnHonX6yUY8OOyhZlfmo7LFuH19TsIBf1kOwzt3i42B3OINHbwcUM7KTahMxDG5nBhT83ABANEwgOPL8xxW41LsR8x/lAYn2/giSiNXZEBbx9J0TUkHwSKsXIdxw54HdY4tNh+GcAUrHFrrSJSjzVb/cXoLnOi91FKqX2WbKBWaYz5Z/RyrAkusA/3H1MSAxyA7rChztPNGXPLmFaU0WPF98QZmwMtYdDXbcuWVtEdCLGjzcf2Vh8rt7Tw7ROm89QHO3i5poHWriCRiCECNLR3EwiGcKbY2dHaSVuXn4/qPMydmENVQQZVBZk9Eo0nLgK7J8Ay5KQ74jMk39jUhACd/gy+efwUJuVmsGxpFeW5PVOt9pUkvrosmzXb2/jXx41kpztYOMlaR+7VjU34ukN0+oK8s7WVDKedEncqALnpDirzrUwIoXCEFJsNp83Gxw1etrVY4/t8QWux00DY9JvcfX5FLht2tbOzxUp4n53upMvfRYbLhj9kaO0KcHJ1Ka/UNGK3wxubWphW5Oa8xRVU5qfxx5V2ana1c/TUfI6ZUUTNrg5aOgMsW1q1V1lnzJ2A026Ld++V5qSRn+EkbOCoaQWU5aTywkcNtHp9NHnD+ELgC1ndl047lOakUl3uJjfdyT8+aiA/uo7ZjBI363d1cHhZTjyojrV8pjmz4+mgNjS04wsG2dwUITXFRncwjAh0+UOs2t7KYSVujplWyLbdXj5u6MBmt/HGxt0Uzp/A7AnZbG3uZNnSKiblpbNySyvzJubwUs0uTMSws62bokwXK7c0x98TXdlVtJUW0BWCdIdwytwyTjyslI/q26mt2klXKMKph5ewqamLDQ3thEKGzkAITzBMKAylZ93IRLudWSVu3KnCKx/uxCVB0u2Gw4vTaGhtx0mIHCec+NljuPcfG2ho9+Ny2JhVksXkY86mqaGe/DQb+WlCSiTI7rYOCtOgsbWDtOyCft8Xo+B+YBbwWWOML2H7k8A90ZayZ4H/AtZEJxKANXP9FhF5FyvI+zrw1ZGrtlJqPEk20PpIRE42xixP2PZZYO0w1GnYxQKbWFfhKYdb04qtNDs+2qPLD6zZ6YknF4e9V2lP1Ndt5blpnD5/An9ZuZUNuzro8of563vbeG7tLkKRCL5gmAZPN/5QhLyMFCbmZLGlyYsvZIAw72xtISfdwW5vgKOnFbC5ycvLNY0846+jvTvEF44oxZ3miNdhfkUeLoed0uw0/u/ftazc0kpnd5Cjpxdx9LQiTp83UIrVntKcdmaUuFlb52F2eQ4zirN4atVOukMhsjOc1Hl8+ANhynNSOXpaAf/6eDd2m3DM9CKavVaQ6Q+G6PILrV0BJualU5jpoq07QInbxfJ1u+LPbZ8BsEBFQQZHVuVTXerm0bdrmZSfxtodHurbu9nR1kllQQZOOwQjUBkNWt1pTm46dRZ/fmdbPCg9ZYAOp7xMZ3y1/Xdr2yjLTuXoaYWU56bhD0ZY8fFuMhwpNEUElx0CYUhz2ugMREh32Pn05ALSHFZX93UnzcCd6oi/v1wOW/yYFlbm7ZVAPc1pZ2FFHn9fVUcoHCY/w8Ex04vJcNrZvNsaL7m9tYvOQJh6j49QBLJcNpZOK6S6LJvlH+5i1fY2Xqlp4IIllZwyu4wWb4BdHh872nwYI+xo81Gak0ZOMMyRFXkUZqWyebcXMEQMeP1h7l1eQ6PXmnxiA55du4vUFBvtXUEynCk4ogFkVmoKhe5UnHYbU4szSXPYueG0IoIRw4ZdVi5XV4o9vsTMb99tYe3ONo6dXsgZc8uZVeqm8vbvsrXZx7HTC/nXhkZWbm3Bt72NssJM5rldbMbGujrPqC/TISIVwOWAH9iVMCPscmPMH6NB2i+AR7F6FxL7a2/DCvJqAR9wty7NMbaMl/yd6tCQbKB2Hdb09GeBNBH5NfBF4PRhq9kwSjxxvrO1laOj46T+8u/thCIRFkzK5fiZVmLzxNyLvZfUSNT7thZvgOfW1nH8zGK2t3XT0hVgW0snU4oy8YfCzC3PpjgnjZfWNbCpsQN3qhN3mgNf0FCc4+Kc+ROZWerGlWKjqiAz/rg19e28s7WZju4wW5s78fisZejiJ/7oCW5RVT6vbmymxRfgpfUNLKzM7TdNUH/mV+TGgw2LAYTKggz+Z/l6Xv2kmYm5Vs7G3HQHdpvgTk3hiAk5bKhvpzDLRX27n6r8dNbXd+ANhJhV4ubSo6fw1qam+HPbO8hdV+ehyRvg05PzOXuBtbaNPxRmW0sX4bBhc3MnLZ0BnCk2slJTWFSZx5Ip+T1yjrb5gmxt8u7Vetif6rJsaurb2dbSxXNr6+LlbtjVztodbYQjESbkpWOz2Wjr9BMMR0hzpjB/Uh6vbtzNzjYfU4oyOWV2ab8tr329f5o7gxS6XRRkpHLczBJWfNxIaba1wG4wFKHdHyTdmcK04kxKs9M4b9EkjptRRJrTzjeOm8pza638oLEy/cEIr36ym427OpiYn06JO5Xc9BQcKXYcNhu+QIiZZdnU1HsIRWDVdg/e7iCBcAQbgs1mPdfdwTC+QIjuYJhCt4vuQJhZZW4WVuaR7kzhC0eUUe/xxY8lscXwjLnlPLe2jlc37qa922p9dDlspDntnDCrhJ2tPv7zb6upa+sibAxZqSl0+UO4UtI48bDSMbFMR3Tx2n6naxtjXgJm9nObH7gk+qcOQiUX773CvFKjJdnlOd4WkTlYSdh/h7UQ5KKDdcZnzOSCTGrq2+MzO085PMDGxk7KctLJy3DGW9Ji+uoi7O+2WKJpgLPnT2BrcxeFWS5K3KmcOW8CwXCEtzc14fWHCEVgS3MXuZlOphRl8s3jp3L6vHLe2Libv72/g9nl2fFJCmcvmEhZTmq8VeKtTU3xLtCehAl5qaTYBU9XcMA0Qf3pfUyJ4/Bmlrr5d20L3kCQcMQwMSeNFIedyoJMnlmzk9c2NfOlBeV85VOVtPuCtHVbrZQRY6ht7mRmqXuvXKF9/e89ji433cmjb21l7qRcjp9hvX1dKXvnHF2/q4PklkXZc6xnL5jI4+9tp97THW/VOW9xBaU5qazc0kpBhpMXP2pgUn4mU+02Nu7u4P1tLZRkp1LiTu038IT+u83PmFuO0y7RJOnttHUFWVXbyq42HxkuG9MLs5g3KTcetMeOFfa0BgLx1rpFlblU5WfwSYMXp91OUaaTtXUeynLTKc500dzl58TDislJd7BycwsTc62MAB2+AAsr8+gOhfmksZOGDh+uoA1/KEJTezfhiLCz1UeKrY28TCcZTjunzi6LH1Nii6E/GKaqIIOTDytmxcdNVORn9pjh/P2nP+SD2macDjtpjhQCoSC727vxBUK0+YLMKMmi3JlcgK3UcHCVTB3tKigVl3R2cmPMTmPMj4wx3zTG/PBgD9IANjd52e0NRMcN2XGl2Hl7czPPrNnJurp9W1i1t1Nnl8VT4+RnppKf4eSVmt38+l+fsGW3lxfWWKl4ukMhHFbWIpw2G7d98TCcKcKv/7WJD7a10eIN8OHO9nh90px23GlOPL4gb21qite/t/kVuVy8pIqffnkeFy2p4Iy5yXd7JmNaURbZLie72/0EI4a69m7eq23llZoGguEIvoC1JEZ1WTZLphRw5KQ8XHYb3m4raHxtY1OPY4q1CCZeBysAiY1ZWliZR21zF6t2eFj+0S7q2ny4Uuy8s7WFdXWe+D5LpuTz5SMn9jlZYSCxYO34mUXxoC/NaeeU2WV877Rqzl9cwRHlbpwpNorcLmwiFGWlcnJ1CdeeNIO8TCdgBSO9F3CNBW+931d5mU7OXjCRzU1eZpW6ufSoKhZW5eJOtWO321lX384/1zewckszz6yp46lVfb83Y2XOr8jj2hNncvkxUzj3yEk0dgbwBsIUZaUyd1Iu21u6KXGncfb8CZy9YCJHVubyUb2Hjxu9bG3ppLIgkyMrc7EhZKU5SXPY6Q5C2BjSnHY+PTWf2eU51Hu6eW5tXY9jitXBHzI8taqOORNzufULh3H+4ooeM53bu4MYsZHqsDMhNx13qpM0lx1Pd5B3trTy0Bt95ZlQ6tBljOG73/0u+fn55Ofn893vfnevpOkxK1aswGazkZmZGf97+OGH47dfcMEFlJaW4na7mT59Or/9bT9Jn7HygR511FFDeiyrVq1iwYIFpKens2DBAlatWtXvvgPV9aOPPmLhwoXk5uaSm5vLZz/72XhO1L7cc889FBQUUF1dzdq1e0ZtvfHGG/HUUb1dfvnlPPDAA/txlEMrqRY1EckDrgfmsvfitMcMQ71GRGKLmkXISXfsNdtzf6Q5rZRBv3n1EyoL0snPcLKxoYNdHh+dgTAeXxBXio1w2JCd5sCVYlhYlQcIv/rXZnZ5fEwtymLJ5DyaOoOUZu9pYUgcY7e5ydtnXRODnd4tg0NhyZQCKvK3s3JrK3aBiz9dydZmH6fOLmPV9lbKctLpjLYiLazM6zHe7eTqEl6paeinJXCPvlqmPqr3UNfWSX6Gk3pPN1UFGXsFRQO1fA5koMkiYAVVxTlp/GN9AxhDiTuVmaVZe5XV3+SMxP/9HefSaYVUFmTyUV0Hmxo6CBnAwC5PN/Mm5uBIsff5vMXKTJzR/Ph722ls9zOrxM2Fn6rgx8tr6PSH+GB7K+nOFKYWZpCf6cSdmoI/GGHT7k427e4kP81Ba6efVIedWWXZ7GjtItVhZ2FlLucsmESa096jqzMxqLVmH8eWGDN7PR/VZdmcd+QkUlPqKMx0ctS0Qv7v3W04bML0kgwyU519TvpQ6lD2wAMP8NRTT7F69WpEhBNPPJGqqiquuOKKPvcvKytjx46+21JuvPFGHnzwQVwuFzU1NRx33HHMmzePBQsWDOchABAIBDj99NO55ppruPLKK/n1r3/N6aefzsaNG3E6nftU17KyMv72t79RUVFBJBLhvvvu49xzz2XNmjV7PU59fT0PPvggmzdv5g9/+AM33ngjzzzzDKFQiOuuu67fTBDPP/88t9566z4dYygU6pHaaigk26L2J2AJVl67B3v9HbQSW9TAaoX6yuIKzls0qc8TtS8QjrfwDGZdnYcX1+3inS2tPLNmF+FIxFpcVsDT5cedmsKiqjycDitzwZIp+Vy8pIr27gAdviB5GU6OmV6AI8XGO1uaWb6uPl4+WIFLXqazR0vUSEpz2rn5C9WcNa+cbxw/jRNmlXDJUVXkZTpZMqWA60+azpcXTmJyQSbvbm1hVqk7/tzWe3z9tgQm6qtlymEX0pwO5k7K5viZRcyvyBuy56C/Vq8YXyBMg8dHxBg2NXnJSE3Bneroc9/eercaJppckElhpjMegG1t8pKVmkJ2hgN3qh1HiiDAtGI3Hl9wwOct8RiOn1nMwopcbjhlFm9tamJnWzeFWS4u/FQlZdnWpIJXaxqpzE+nIj+dMneqlWA9EKI7FKEzECESgYuXVPHlIytwpzpZX++JB7P9vf/mV+Rxxtwytjb7eKWmkfdrW3q0jO7ydLO+vo0NuzpwpgjTi7LIic60nVGcRV7G3l/YSg2Hyhuejf+NZQ8//DDXXXcdEyZMoLy8nOuuu46HHnpovx6ruroal8ta11NEEJE+UzytX7+eK664grfeeovMzMx4nkyPx8NFF11EYWEhFRUV3HHHHUQiyS2rs2LFCkKhENdccw0ul4tvf/vbGGN6rPqfbF1zcnKorKxERDDGYLfb+eSTT/p8nG3btjFv3jzcbjef/exn41kLfvrTn3LaaadRWVm5133WrFlDTk4ORUVF5OXl9WiFa2xsJD09nd27d7NixQomTJjA3XffTUlJCV/96tBP8E427Ps0UBgdJDtu9G7lGKwlZqBZn309tthsRABfMExTZxCbCG3+MBED2enQ4QvisAuZqU7OWTCRvEwn21q6CBnD0spcLlpSxVubmih2p1KZn7FP5Y+EvAwnJx9esteJtaUzwIoNu1m2tIrNTd696jxQ61Kivl6PLxxRTlNHgDPnTUx6okCyBqvXujoPqc4UphRm0eT1M60ok/kV+/86JE4AiAWueZl5+EMRnCl2jplWQG2zjzAGm02AyKA5MROPYV2dh3RXCvUeq6WztrkLEWsW7tkLJnL38+v5x4ZGuv1hstJS8IfCIJDhSCEn3UluupPjZhZx3uKK+PH7g5FB34NpTjsuh50mr5+y7FT8oQhPrarjjLlh5lfksaOtiwhCKBLh76vrKXWncsy0Ara3+nhnSytVBRl7rUuo1Ejqa8Hb0bRu3boeK+PPmTOHdev6X5qvsbGR4uJi0tPTOeOMM7jjjjvIyMiI337llVfy0EMP4fP5mDdvHqeeeupejzFr1ix+9atf8dvf/pbXX389vv2qq67C4/GwefNmmpubOemkkygtLeVrX/taUsdxxBFH9MirecQRR7Bu3To+97nP9Xmfweqak5OD1+slEonwgx/8oM/HmDp1KmvXrqWtrY2XXnqJ6upqtm/fzp///GfefPPNPu/z3HPP8fnPfx6n08m5557Lo48+yt133w3AY489xmc+8xkKC63vqV27dtHS0kJtbW3SQeu+SLZFbQ0wtIOcRtlg3Vx96d3CM1gL2wWfmsS8iTnMnZjD/EnZVOanU+J2UZaTSmFmKht3d9IdjHBkRR5LplgzTyflZZCf4WJhhTWLce7EXL55/FSWTCnos4VptMQWbH2lpnGvFqiH3tjCcx/W89AbW/qs80CtS4Op9/jiwcdQG6xe1WXZnFxdwp1nzub4GUV8/egpB9SStyfwNj2eI1eKnWJ3KhUFmQQjAMLGBi/+kBn0eUs8hsSWurxMJ9eeNIOTqovj7/nFk/NwRL8wrTLTmF6YRWNHN+GI4ciqPC5aUkma0x5/3PkVuUm9B6vLsjlhZhFnL5gYnwDhD0V4/L3tOGw2vnB4KdXl2aza3sLqna10BcJ8sttLbUsn/lDy+ViVOhR4vV6ys/d85rKzs/F6vX2OU5s5cyarVq2ivr6el19+mffee49rr722xz6//OUv6ejo4LXXXuOss86Kt1oNJhwO8+c//5n//u//Jisri8rKSq677joeeeSR/TqO2LF0dHT0e5/B6trW1obH4+EXv/gF8+bN6/Mx8vPzufnmmznhhBN49tln+Z//+R+uvvpq7r77bp588kmOPfZYTj/99B7dxc8++2w8KLz44ot57LHH4s/3I488woUXXhjf12azxdN9paUN/USoZAO1l4EXROQmEbkk8W/IazRCEruIku3S7H0iH6irbF2dh81NXXzrhCmcMbecS4+eynEzivj8nHImF2QSjhgq89OZXZ7DhdGTIYArxRont6vdx2sbm9jc5I2XeSABzlBbV+ehztNNmsPGM2vq2dm6J3BatrSKUw8vZdnSqiGv82gGq7Fjae0KDEmwmDgBIPE5ml+Ry5ePnMiUwiyyUlPITXNgs7HP5SV27cd+mMQWS/YFwrhTrVnGkwszOWfhBC47ZjJ2m9DmC+JMsXH8jMK9XrdkX8/E/WLH40qxU9vShd1m46rPTGdqURb+YITtLT5WbNhNpy+EYLCyuip1aLrrrrvikwBiY9AyMzNpb2+P79Pe3k5mZmaPlqmYkpISDjvsMGw2G1VVVfzoRz/i8ccf32s/u93OUUcdxY4dO7j//vuTqltTUxPBYJCKior4toqKCnbu3Nnn/okTGrZt27bXccSOJSurz1S4Sdc1IyODK664gosuuojGxsY+H+O8887j/fff5/nnn+fDDz/E5XIxb948rr/+ep5++mnOOeccrr/+esAK/mpqavj0pz8NwOLFi0lPT2fFihXU1NTwySefcNppp8Ufu7CwkNTU1AGP4UAk2/V5NLADOLHXdoO1XMdBp3cXUeLyAcm2tCWzrpo/GKG2pYsVNR+xubmTVIfdWj8qAkVZLlwOO29taqIsJy0a8NkoyLSSu7vTHGOi9awvsXo9/t42nvuwgVA4zB1nWomCy3PT9krVNFT2d6LAUEq263Yw/R1L4qD8YncqJ8wspNkb6LGm30BiQVlpdhqFmU5Ks9Piy47UZLez22vlBJ1fkcvXjqpia7OPM+aWs7nJS4pdyM9w8aUFE1gyZWi6HxMnOsTSoW1u8nLOgolgDF3BMMFwhPV1HrpDhn2YjK7UiEkcxzacC+XedNNN3HTTTT22VVdXs3r1ahYtsrI2rl69murq6qQeT0QG7I4LhUJ9jlGL3TdRQUEBDoeD2tpaDjvM+o7ftm0b5eXlfd6/dyLy6upqfvzjH2OMiT/2mjVr+OY3v5nUsQxU10gkQldXFzt3LcHdNAAAIABJREFU7qSoqKjfx/D5fNx00008//zzbNy4kYkTJ+J2uznyyCO56667AFi+fDknnHACdvueGODiiy/m0UcfpaSkhC996Us9ArO+AuahlNQ3ojHm+H7+ThjW2g2jxJOkPxhmUWVej6AtmeU5BmpdiN02q9TNLk83q3Z62OXpJjXFRpk7lfxMJydXF3P63HLKctJ5v7aV1zY24UoRvnzkRJZMKdhriYqxqCgrjTTHnjRSh4KRatmcVZrNnAnZLK4q4IIllfHlPwYTew+/UtPAbm+AV2oaqPN0U5ptrfWW2CJZ19ZNs9cfn725uCqfxZPzmDMxO97yNlR6L3+Sl+nk8uOmcvS0Qj7c6WFdXTu7O/xoi5pSPV100UXce++97Ny5k7q6On784x+zbNmyPvd95ZVXqK2txRjD9u3bueGGGzj9dGtt+sbGRv785z/j9XoJh8MsX748Pt6qL8XFxezYsYNAwPpxZ7fb+Y//+A9uvvlmOjo6qK2t5d577+WCCy5I6jiOO+447HY7P/vZz/D7/fziF78A4IQT9g4lBqvriy++yAcffEA4HKa9vZ1rr72W3NxcZs2aNWAd7rjjDpYtW0ZZWRmTJk1iw4YNNDQ08MorrzB5spXLOzY+LdEFF1zAk08+yaOPPspFF12U1PEOlQFb1ERksTFmZcL1tMScdyJypjHmyeGs4HBbV+eJZydIc9qHrLUkZn19O4jhuGnWDM5PTS5gV7uPDbu8LJ1ahMthiy9UGjuBJgYAY20CQcy6Og8v1zSSnZrCZcdY3btqaMW6LtfXe3A57EmPp+y9fEviMhppTjt5mdb76I2NTby3rZXZ0eVo0px2zpg3AWeKDbANy/uuv6VLFlXlsbPFR2GWC9cQT21X6mB3+eWXs3nzZmbPtvLhXXrppVx++eXx2zMzM3n++ec5+uij+eCDD7jgggtobW0lPz+fM888kzvvvBOwWn7uv/9+rrjiCiKRCBUVFfGZj3054YQTqK6upqSkBJvNRlNTEz//+c+56qqrmDx5MqmpqXz961/nkkuSGwXldDp56qmnuPTSS7nhhhuYNWsWTz31VHxpjrvuuovXXnuN559/ftC6trW1cdVVV7Fjxw7S0tJYtGgRL7zwwoBdkDU1NfzjH//g7bffBqC0tJQbbriB6upqioqK+Mtf/oIxhuXLl3PPPff0uO/EiROZP38+n3zyCUcffXRSxztUpL9F8wBEpN0Y40643mKMyevv9tG0cOFC8+677+7z/fZnUsG+eGPj7uiMtzJcDns8KIudeIEBy9+X+g33sSRq8Qa4f8UniAgnVRePqSByvEicFfrO1haOnlYwpM9z4nszNssyMcPBvgSHB8IXCPPYylpW7Whl7sRczltUkXSZIvKeMWbhsFZwhOzvd5jad4MtxzHYrE/NETp+vfPOO3zrW9/inXfe2eu2Sy65hLKyMu64444hKSvZ76/Bfrr27ngd7PpBp/cv/KEOdmKJ0qvLsvEFwtTUtzOrNLtHN9ZAJ999GZM11K1vAz0Xm5u8OFJsFGQ48Qcj8TWy1NBJHNvVM+fq0NiztIjEX7++0ncNt3V1Hpo6AyyqtHK76vtIKTWavv/97++1bevWrTzxxBN88MEHI16fwQK13s1tg10/6A11sJMYaL1f28rqHR6qCjJZGk0EP5SGutt2oOcicbLEO1tbcDls2qo2TIZrAkVsvbPYEiEuR99ZD4bbaASHSinVl9iEjUS33norP/nJT7jxxhupqhr5zCk6GKSXoQp2EpdD2JNmJxbXDk98O9Qn9IGei+Fu7VEjIzHgfm1jEzX1e2aFjlTgHWvJG6lue6WU2he33347t99++6iVP1igliEi2xKuZydcFyB9eKo1vAbq0huqYCfWGpV44ptVms2Wpk5mlR4cQc1YWApDDa/eAfdA+WOHWuLncKxOmlFKqdE2WKB20C6/MZCROCn0lTh9XZ2nR6qg3kZyMsBQ0RPs+JAYlPf13hwKvd/fvdcvTPyv1Ggqv/Lh0a6CUnEDBmrGmH+NVEVG0kicFPo68SWTS/JgC3r0BKuS1fv93Xts2sHynlfjX0pW/mhXQam4Q3KM2midFAYr92AMevQEq5J1ML6/lVJqtGmulmESyx/a4g0knVlgLOXyTNbOVh93PvNRj1yfSvVlX3LlKqWUsmigNkR6J3aPnYSeW1s37CejZJPKD0d5D72xhec+rOehN7aMSNlq/IglpR+LLWwi8i0ReVdE/CLyUML2ShExIuJN+Ls14XaXiPxORNpFZJeIXDsqB6AOSKijOf6n1Gg7JLs+h0N/429GYhbdSI9tSyxv2dKqHv+VStYY7zavA+4ATgbS+rg9xxgT6mP794BpQAVQArwiIh8ZY14YroqqobfzlxfHL/eVmUCpkdRvoCYij5DEgl/GmJHNTjpG9R5/k7jswUiXPZLlpTnt3PyFw0akXKVGijHmCQARWQhM2Ie7XgwsM8a0Aq0i8htgGaCBmlJqvwzU9fkJsCn65wHOAOzAjuj9TgfahruCB4v+xpeNxDickR7bdjCOpVNqiNWKyA4R+b2IFACISC5QCqxO2G81UD0aFVRKjQ/9tqgZY+LJrkRkOfB5Y8xrCduOAm7t675qD53pptS40gQcCawC8oH7gD9idZHG8m8l/irzAFn9PZiIXAZcBjBp0qRhqK5S6mCX7Bi1TwFv99q2ElgytNUZf8b4OByl1D4wxniBd6NXG0TkW0C9iGQB3uh2N9CdcLljgMd7AHgAYOHCheMud/JYUnnDs6NdBaX2S7KzPj8A7hKRNIDo/zuxflWqETbSszyVUv2KBVe26Li0emBOwu1zgHUjXiul1LiRbKC2DFgKeESkAas5/yisgbNqhI2l9afGU9A4no5FHRgRSRGRVKxxuXYRSY1uWywiM0TEJiL5wM+AFcaY2IfxD8AtIpIrIjOBrwMPjcpBKKXGhaS6Po0xW4FPi8hEoAyoN8ZsG/heariMpXFvB2Paq/6Mp2NRB+wW4LaE6xcA3wc2AHcBRUA78CJwXsJ+twH3A7WAD7hbl+ZQSh2IpNdRi/56PA4oNcb8SETKsJr7dwxX5VTfxtK4t7EUNB6o8XQs6sAYY76HtSZaXx4b4H5+4JLon1JKHbCkuj5F5FisX5JfYc9Mz2lYvxzVIWw8LdUxno5FKaXU+JDsGLWfAl82xnwOiK3GvRJYNCy1UkoppZRSSXd9Vhpj/hm9HJvlFNiH+yullFIHBU0bpcaSZFvUPhKRk3tt+yywdojro5RSSimlopIN1K4D/igiDwNpIvJrrCnn/y/ZgkQkT0SeFJFOEakVkfP72c8lIr8SkQYRaRGRp0WkPNlyDpQu0aCUUkqpsSKpQM0Y8zZ7Fm78HbAFWGSM+fc+lHUfVndpMdakhPtFpK8ceFdjZTw4AmspkFbg5/tQzgEZS2uUKaWUUurQltQYMxE5BnjfGPOjXtuXGmPeSOL+GcDZwOHRFCyvi8jfgQuBG3rtXgUsN8Y0RO/7F+DeZOo5FHSJBqWUOrT5d30Sv+wqmTqKNVEq+ckAK4AaEfmiMWZTwvbnsXLZDWY6EDLGfJywbTVwbB/7Pgj8b3Sdtjas1rfnk6znARtLa5QppZQaebseviZ+ua+JBYl5Q7f+8PMjUid16Ep2jFon8BPgDRE5KWG7JHn/TKxVvBN5gKw+9t0IbAd2Ru8zC/hBXw8qIpeJyLsi8u7u3buTrIpSSiml1MEh2UDNGGN+A3wJ+L2IXLeP5XjZu+XNDXT0se99gAvIBzKAJ+inRc0Y84AxZqExZmFhYeE+VkkppZRSamxLNlADwBjzOvAp4DwReYTkW9Q+BlJEZFrCttjkhN7mAg8ZY1qi6Vh+DiwSkYJ9qatSSiml1MEu2UBtc+yCMWY7cBTW+Lb0ZO5sjOnEahn7gYhkiMhS4HTgkT52/zdwkYhki4gDuBKoM8Y0JVlXpZRSSqlxIdnlOeb2ut5tjDnPGLMvLXJXAmlAI1ZS428YY9aJyNEi4k3Y73qgG2us2m7gVODMfShHKaWUUmpc6HfWp4hcaIx5JHr5kv72M8b8LpmCjDEtwBl9bH8Na7JB7Hoz1kxPpZRSar8lzs5U6mA10PIc57Gna/LCfvYxWAvgKqWUUkqpIdZvoGaMOTXh8vEjUx2llFLq4KFrqqnhNlDXZ7Lj1yJDVx2llFJKKRUzUNdnCKtrsz8Svd0+pDVSSimlRpE9U7PTqLFjoECtasRqoZRSSo0RE775h/26X6wbVLtA1VDqt3vTGFObzN9IVlYppUaCiHwrmp7OLyIP9brtMyJSIyJdIvKKiFQk3OYSkd+JSLuI7BKRa0e88kqpcSXZpOyIyGlYSdQLSMhIYIy5aBjqpZRSo6kOuAM4GWv9RwCiGVKeAC4FngZuB/6ClbEF4HvANKACKAFeEZGPjDEvjFjNlVLjSlITBkTkNuDX0f3PAZqxvsDahq9qSik1OowxTxhjnsL6rkt0FrDOGPNXY0w3VmA2R0RmRm+/GLjdGNNqjFkP/AZYNkLVVkqNQ8lmFrgEONEY8x0gEP3/RaByuCqmlFJjUDWwOnYlmh5vE1AtIrlAaeLt0cvVI1pDdcC6PlkZ/1NqtCXb9ZljjPkwejkgIg5jzDsicuxwVUwppcagTKzUdok8QBZ7Mqx4+ritTyJyGXAZwKRJk4auluqA7H789vjliu8+M4o1USr5FrVNIhL7Vfgh8A0RuRBoHZ5qKaXUmOQF3L22uYGO6G30uj12W5+MMQ8YYxYaYxYWFhYOaUWVUuNDsi1qtwD50cs3An/E+vV45XBUSimlxqh1WOPQABCRDGAK1ri1VhGpB+YAL0Z3mRO9j1JK7ZekAjVjzHMJl1cCU4etRkopNcpEJAXr+9EO2EUkFWsR8CeBe0TkbOBZ4L+ANcaYmuhd/wDcIiLvAsXA14GvjnT9lVLjx74sz5GOFaBlJm43xrw51JVSSqlRdgtwW8L1C4DvG2O+Fw3SfgE8CqwEzk3Y7zbgfqAW8AF369IcSqkDkVSgJiIXYX0xBbC+fGIMoCNglVLjijHme1hLb/R120vAzH5u82PNkr9kuOqmlDq0JNui9iPgbGPMi4PuqZRSSo2iWConpcaDZGd9BoAVw1gPpZRSSinVS7KB2q3AvdH0KUoppZRSagQkG6h9DJwGNIhIOPoXEZHwMNZNKaWUUuqQluwYtUewpp3/hZ6TCZRSSqlxxVk8ZbSroFRcsoFaPvBfxhgznJVRSimlRlvpsv8d7SooFZds1+fvgQuHsyJKKaWUUqqnZFvUFgHfEpGbgYbEG4wxxwx5rZRSSimlVNKB2m+if0oppZRSaoQMGqiJiB0r6fCd0VW3lVJKqXGrY9WerF9Zcz+3z/dPXHB36w8/PyR1UoeuQQM1Y0xYRK6kn3QqSiml1HjSsvwX8cv7E6gpNZSSnUzwB+CK4ayIUkoppZTqaV8mE1wlIv8JbMdKxg7oZAKllFJKqeGikwmUUkoppcaopAI1Y8zDw10RpZRSSinVU7Jj1BCRr4rIyyKyIfr/q8NZMaWUUkqpQ11SLWrRhW4vAn4M1AIVwH+KSJkx5s5hrJ9SSik1qMQlMZQaT5Ido3YpcJwxpja2QUSWA68CGqgppZRSSg2DZAO1DGB3r23NQNrQVkcppZQaP3TxW3Wgkh2j9gLwRxGZISJpIjITeBhYPnxVU0oppZQ6tCUbqH0L6ADWAF5gFdAFXDVM9VJKqTFLRFaISLeIeKN/GxJuO19EakWkU0SeEpG80ayr2ndpU46M/yk12pJdnqMduEhElgEFQJMxJjKcFVNKqTHuW8aY3yZuEJFq4NfA54H3gQeAXwLnjnz11P4q+tJto10FpeKSHaOGiGQDM4DM6HUAjDEvD0vNlFLq4PMV4GljzKsAInIrsF5EsowxHaNbNaXUwSjZ5TmWAfdhdXt2JdxkgMlDXy2llBrz/ltEfghsAG42xqwAqoE3YzsYYzaJSACYDrzX+wFE5DLgMoBJkyaNRJ2VUgeZZMeo3Ql8yRhTbIypSvhLOkgTkTwReTI6bqNWRM4fYN/5IvJqdOxHg4hcnWw5Sik1Ar6L9SO1HKt782kRmYLV4+Dpta8HyOrrQYwxDxhjFhpjFhYWFg5nfZVSB6lkuz5TgH8cYFn3AQGgGJgLPCsiq40x6xJ3EpECrFmm3wH+BjiBCQdYtlJKDRljzMqEqw+LyHnAqVi9Du5eu7uxJmOpg0Tb63+MX8456iujWBOlkg/U7gZuEZHb92cSgYhkAGcDhxtjvMDrIvJ34ELghl67XwssN8bEPil+YP2+lqmUUiPIAAKsA+bENorIZMAFfDxK9VL7wfPGY/HLQxmoxdZU0/XU1L5ItuvzO8AtQIeIbEv8S/L+04GQMSbxy2o11niO3j4FtIjImyLSKCJPi4gO3lBKjQkikiMiJ4tIqoikiMhXgGOIrjcJfFFEjo7+QP0B8IROJFBK7a9kW9QuOMByMoH2Xtv6G7cxAZgPnAisBX4EPAYs7b2jDsRVSo0CB3AHMBMIAzXAGbEfoiJyBVbAlg+8BHx1lOqplBoHkl1H7V8HWM6+jNvwAU8aY/4NICLfB5pEJNsY02OQrjHmAayBvCxcuNAcYB2VUmpQxpjdQL8roRpj/gT8aeRqpJQaz5JdnsMF/BdwHpBvjMkWkZOA6caYXyTxEB8DKSIyzRizMbptDtZ4jt7WYI33iNEATCml1F4S82gqNV4lO0btJ8DhWIs5xgKndcA3krmzMaYTeAL4gYhkiMhS4HTgkT52/z1wpojMFREHcCvweu/WNKWUUkqp8S7ZQO1M4HxjzFtABMAYsxNrDaFkXQmkAY1YY86+YYxZFx10643tFM10cBPwbHTfqUC/a64ppZRSSo1XyU4mCPTeV0QKgeZkCzLGtABn9LH9NaJpqRK23Q/cn+xjK6WUUkqNR8kGan/FWtTxOwAiUgr8FPjzcFVMKaWU6k3HpalDTbKB2k1Yi96uBdKBjcBvsNYIUkoppVSSEoNNXfxWDSbZ5TkCWIvefifa5dlkjNHZmEoppcadzDknj3YVlIpLtkUtLrqGECIyG/gvY8w5Q14rpZRSapTkf+6q0a6CUnEDzvoUkXQRuT2axuleEXGLyGQReRJ4C2tWplJKKaWUGgaDtajdB8wDlgOnALOx0qY8DHzdGNM0vNVTSimllDp0DRaonQzMNcY0isjPgW3AsdElNZRSSqkRobM91aFqsEAt0xjTCGCM2SEiXg3SlFJKjWfNL/w8flnHq6nRNligliIixwMS29D7ejSTgFJKKTUueFcvj18e7kBNl+pQgxksUGsEfpdwvbnXdQNMHupKKaWUUkqpQQI1Y0zlCNVDKaWU6uFQG5fW1/FqK5tKNim7UkoppcaIyhuePeQC2UOVBmpKKaWUUmPUPmcmUEoppfZXf4PntXVocPocHZo0UFNKKaXGqMGCM501Ov5poKaUUkNMRPKAB4GTgCbgRmPMn0a3VsNnsGChv2BDW4iGlgZt45MGakopNfTuAwJAMTAXeFZEVhtj1o1utdShTAO5g5MGakopNYREJAM4GzjcGOMFXheRvwMXAjcMVTn7s5RDMifq2D6D3a7Gtv3tMh3s9d+Xx1JDQ4wxo12HISEiu4HaA3iIAqwuipGkZWqZWuaBlVlhjCkc4boMSETmAW8YY9ITtl2PlSf5i732vQy4LHp1BrBhxCrat9F4bccyfT560udjj6F4LpL6/ho3LWoH+mUtIu8aYxYOVX20TC1Tyzy4yzwAmUB7r20eIKv3jsaYB4AHRqJSyTjInudhp89HT/p87DGSz4Wuo6aUUkPLC7h7bXMDHaNQF6XUQU4DNaWUGlofAykiMi1h2xxAJxIopfaZBmp7jEb3g5apZWqZY7fM/WKM6QSeAH4gIhkishQ4HXhkdGuWlIPmeR4h+nz0pM/HHiP2XIybyQRKKTVWRNdR+x1wItAM3DCe11FTSg0fDdSUUkoppcYo7fpUSimllBqjNFBTSimllBqjDolATUTsCZdlhMpMS7h8SDzP45mITBYRd/TySL2HjhSRGSNRlhr/Rup9ezARkQIRcYx2PZQayLgOIERkkoj8BfiViFwFYIZ5UJ6ITBCRZ4DHROR/RSTNGBMZzjITypbE/yNUpjPh8oi8n0QkcyTLFJFvAh9iJdgeiffQRBF5CfgLkDOcZfVR9nEicsIIl3msiNwcC4TV8Eh83x7qPx5FpFJE3gCeAp4WkTmJP+gPNSIyM/rZL4heP2SDehGZKiILRCQ1en3Un4tx+2GNpnFZAdQD64GrROQxEUkf8I4HVmY+8AywHfglsBT4k4jMGa4yo+WWi8idwKdh+AOJaJmTRORPwAMicke03GENSKNlPgn8XkR+JyIpIxQEzwFagUW91sYaMglB9o+w1ttab4yZbIxZmXj7cIm2LDwPPA7MHolWhmhA+hzwCnA7uiDssBCRo0TkJRH5mYhcCcP/WR3Lor0dvwXew8rJ2g58D7h4FKs1KkTELiK/AVYC/wW8JiJfHIlzyFgjIiki8jDwb+BnwDMismQsPBfjNlDDmhb/mjHmGmPMvcApwJeByxK7JYfYPKDTGPMNY8w/gBOANOArIlIyHAWKyHlYJ7obgc+NxC8iEbkCeBcrCH4Z+LKI/C5627C8p0TkZuB9rCD4B1iv733R24blWBN+YW/Eat1aDBwlIq6hLivhy+CzwKvGmKuidVgkIjkM/2f1eqDZGJNvjPlfY0xwOAsTkV9jBaQfA5VYP6o+N5xlHoqia7g9jvU53Yq1ttstw/mD9SAwAUgFfmmMaQAuxfpuuUBEpo5qzUZeNTAVmILVY/B74Gcicsyo1mp0HAdMxHp/nA98APxNRCaOZqVgHAVqIlLWq+vEBqSLiCN6Iq8DNgMXYL0YQ1GmK/o/1vrQAcyKbTfGtAMPAjOBY4eizD4UA/cAXwGOwQomhq1VLRo0TAO+ZYy5zhjzB+Ac4CwRcQ/HL/Xo6xcBPmeM+bYxZi3wOuAWERmqY014Pe0Axphw9KYlWF9gz2AtXFo1FOX1KjM1uulC4AQR+YaIvA38BngO+MNwdM2IJRM4IloWIvKl6F/lUJcXffzJQACYY4y5BvAD+Yl1Go5yD1FfAJ4wxtwV/cF6PnAe8PlDuPtTgMOx8q/GvqefwDpHfGMU6zUiRCQ74bX/FFZi8CYgYoz5EfA2cHH0czquRbs4K6JXFwPu6ILV240x/w+rYeC7o/3D5qD/oEbfdM8C/wReEJGvRE9+m7BO7udHT+STsFqeKol2Ee7vCUFEcqMtSL8CSGh9aMBqNk38sD+OlftvgSSM59pfCSf22GM9CPzNGPMYsAM4bahPsAllCtZJ9THgheg2G9Y4qvVYX4BDXWZK9PW71xjzbvSDtQE4DSvwPuNAn9c+Xs9wdHvs87EdK7h/EOuX+HkicoeIHDGEZXZHj3UdVuvdfVjdM0cB12G1zl4dve8BPc+JAWn0uc3AOnG1i8hjwB3AJcATInLhgZTVR5lijNlsjLnKGLNFRBzRVg0PcHxs96Eo81AkIu5e7w8/CT8soi39/wTOYgh/cBxMjDEfA2uxuvpiaoA3gEoRGZfPi4hME5HlwB+Bx6MBykfANhGZm/Aj+7+xhnvs9/fbwUBE/gPrfH11dNMmYKuIVCY8F9dgNURMH4Uqxh30gRpwF+AD5mIFD18GvmeM+SvWGIT/iZ58VgHPYo0d+zzsX6uTiMwGngSOBKaLyFkJNzdifdiPiX3Yoy/4/wecbYwJ7NcR0ueJPRA96XUYY1qju/0E6wN2tAzBGKM+yjTGGJ8x5l1jTHu0/AjgwmpN9A5DmaHof390lzLgF8aYDOBe4DbgZhHJ2s/y+nw9RcSW8GGdB2wwxrQAQeBmYDZWoDhkZbLn8/h14DPGmN8CXmPMW8AtwOWw/62lfQWk0WCtAViNlRJlpzFmpjHmVOBvWC0vQxmQJg5oFyAUvfpPoEJEXIfy+Kn9JdZg+BXAH4C/iEhp9KaPgaCILE7Y/SfAQqyW8UO1BfOHwJkiMh3iP87WYz0nB/w9NtaIyNewur8/AP4TyANuBVKwGhhOiu1rjFmDNXnqguh9x0Oc0JcS4C2gXESOwnr9c7G+lwEwxryNFTt8E0bvs3LQvgAiYos2R1YAz0VP5HditUKcJSInRptxvwD8HZhnjHkKKMIaj7C/b0AnVs6+ZVgnl6/HWnSMMV3Rbd3AdxPusw3rV0v2fpQ30IldEvYRY8y7wL+AM4HD9qeswcpM7H5LOOmeAdQkdBUOZ5lPG2N+Hj3eZqzWn2VYraf7o8/X0xgTSWipWwl8X0TWAm6sbtetWC1RQ1lmIBo4hbDGbIH1RQrW8W2VhBmv+2KQHxhgneAPxxpTGfMs1tiV/WqxHCgIhnjgH3sPhYFMY4x/HJ8YhpxYrsZ6rV7GOvlWYE3OAFiD9UP2xNiPN2PMlv+/vXOP3ms68/jnm5BKltzIpXJxiZo2xKWqaLWSVkVTVKQ6sVrEbVRmULRpMR0TqYhaMUKxmC6jVF2DUslUWCQuuSAMgpohEUSDIBGkRDzzx7NPcvLmd7+85/297/NZa6/3nLPPPnufffZ7znfv/ey98TJ9dNov3Fi6AO5P7vrcsUXpt71smItkB2CSmZ1lZs/jpjJH4kL+SbzH54Dc+dNxM56yzVpQLnJiy/Du7iX4QJJFuD3ywZKG5YL8CRiUKpGF/Fc61AtRPoR4uKS+qfB0Bgbio3ayWtEDeHfjuenYAjO7ycz+mloG9iIJtaYUwFyc/dKhZ/GuxoXAvfjDPiUXZC7+5x8l6WpJhwNXA0+Z2aoW3npDYiIrdNnvNFxMfF3SBEmT1bL+9friXJfFmcRyZ+AreHcdkk6U1FI7j0bjzJEJmNX4iMwmTe3QnOeZhFMnYBvc6HaamQ0HfoPXSJtEM8uQpbgtidG18rksyPwZAAAOFklEQVTUTgbuNbOW1vbrzdvkvyClZUQWwMyexv9jLW0JbrTc5kTZTLwlun+1fRjak/Th2B74mZlNSvabJwBHStrazBbhNkd7Akfkgi7FTSVqklSxPwnYWtIMSWfhldyngOWFJq59uAoXHJkZwkd4V19X4Dbc9OCn2mCvtTcwy8zWFJDWdiV7twI98W7g2bhpywH4oKrewAm59/UwYF6uV6f8mFnFO/xj8Tu8MD2AN1EenvymAk+WnL8vbo/23bTfHy+kq/DFkVsa56El52yJ928/hBtk5v32w0XTXODfmnm/2eCDfmm/C9Azd92ZwJlpv1Md4S/FW2BWAKPbK05cHPbGjezHpnx6EzikPe8T6Jx+h+I2BlPa83nitdFubVRuG40z5WtX3Lg1K7dnt1cZKrnPV5PfT/FugTuA7u1dbvGRZ48ABzY3n2vVwfq1mncAeufyfFu8MvqldKwP3tK2BLc9PCI95zFF30PRLpXZ44BbgTOKTk8Zy8yX8Qpjl7Q/LL1rFqX/4dvAyKLT2855MCX9LzoBZ+HfsT+k43fhplOz8dkNvllomovOtCZm7G648OqDt6T8Eq8Rfg3oi7eojc2dPxh4OF/Q8KbeHq2MczGwf8l5w4Cb8daW7Njmue3NmhFnaz7snYDNcfuTtZR8hNshzkysHcgGUXhuGe6zO25PcRfeknZOGZ7nZiX3rDLEKWAIcCpNFEqtzNtM/O4MnIG/tJskDlv5PLOXZj/cFmRYU+813CbPISufBwCP58tqyuszgRvwaVGOLjq9leSa+p+uFpf+49NLjnXGe5zGFZ2+MuXBRcB+aftG3ERgPv4d7Ynbso8vOp1mFSzUUkZlL56TgMVpOzt2Mz5lQl+82+gt4Au58I8DI9o4zpvwkX9DcmG64FM23I8PbHgUOKiF99wWYmIM5ROknXH7o3Nx+6JyxCm8BeEkGhEwRTzPNopzHi1sWWpl3uYrGJu01LZnuS2NP1yT875zHcd+DVyT21dD54erHceGCtlNwIlpezze+9O36PSVOS/Oxystz+CmGdOAWcDeRadtk7QWnYA6Mm8n3FbmHtwQeTt8ioLZwB6583bDJ10dnfbvxLsZp+G19rmkLpj2ijN3/BB8pNAy4Nhm3m9biYlRZY5zHvDtAuJsVMAU8TyrpAyVW5C2uFJT6w6vJOUF2DbpV6kMHpb2J6S87lV0msNVhsMrU/cC5+DfyleB7xSdrgLyYVx6Px+V9ocC5wE7Fp22TdJadAJKMu4EfM6qC/EumDn4KM4RuLH6L0rOvxa4K233xbvhptEMm7AWxnl72u6c4vw7cFEz77UmxES54yzieUYZKo8gDbdeiHXO7Y/EWy8vS/s98NbNn6f8fwnYt+h0h6sch08t9Blue/XzotNTYD5sQQdpxS88ASUZdz7wT7n9QemlPgDvTrmFXCsOcCjedNktd6xZtgatjRMfddqs2moRH/YairOI5xllqB0Fabj1+ZnvJh6M2wN+CJyWO/4N/CO8BPjnotMcrvIc3rJ9JrBF0WkJ18RnVnQCNkqMf+D6pu3P4VMgPI3P5TQEn5DzbjYYI08CLumAcdaKmCgizihDVfQ8w9X5HK7A5537z5LjnfDBNqcXncZw4cK1ncvmoqoIzOx1WD9568eSdsZfPq+Zz2l1Gf6xmCFpJfBFfDRnh4oTn9Pm4xRvXXPa7AicLullM1uKG+zPMp9QFzNbFnHWTZSh6nqewQYkDQAew22KdjKzxen4ZsA68/nnVuPmH0EQVAkVJdQyzMzS5gh86Z5P0vFFkn6AzwGzi5ld1xHjrBUxUZCAyeKOMlRFzzMA3KboMPOJkrMVO8zSMmtBEFQnFSnU5MvorMNnR84W/x6Pv/gnmy+V9ERHj7PaxUSRcUYZqq7nGazP94VpVvVO1sol24Ig6BhUpFAzXzJoM9zWp5+kh/BlUo43s7erJc5aERMFCZgoQ1X0PIMNJMEWIi0IaoSKFGqJofgosd2Ai81sarXFWStioog4E1GGqiTOIAiCWiVbXqTikNQFX3HgSjP7exXHuSs+QvBNyiQmaijOKENVFGcQBEEtUrFCrVaoITFR9jhrhXieQRAE1UsItSAIgiAIggqlU9EJCIIgCIIgCOomhFoQBEEQBEGFEkItCIIgCIKgQgmhFgRBENQskkZIer0Z58+WdGJ7pqmpSPq9pPNbEf4DSUPaMk25a0+RdHoLwz4maZe2TlNHJYRaEARBUDaS0HkvrRcblIm6BKaZbZmtGdvGcfUFjgGuTvuDJc2X9K6ki0vO/W9Je5VcYiowqa3T1VEJoRYEQRCUBUnbA98EDPh+oYmpMNIk0tXCscBMM1uT9s8GrgN2AEZnwkzSWGBJWs0kz93AtyR9vkzprWhCqAUVhaRXJK2RtFrSSklzJZ0sqdGyKml7SVZlL7wgqCaOAeYDvwfG5T1SN94Vkmak//8CSTvm/C29C/4vvRuuSOueImmipBty5270LpB0nKQX0nUXS/pJUxMs6UBJf5W0StLlgEr8j0/Xfk/SvZK2y/mNlPRiCnulpDlZq5akYyU9KukSSe8AEyXtKOkBSe9IWiHpj5J65a73ZUlPpvu4Bdgi59db0j2S3k5puUfSoOQ3GRfIl6fuzstzefqFtN1T0vUp/FJJv8reuymtj0iamq69RNKoBrJtFDAnt78D8ICZrQIeB4ZI6gGcBZxTGjjNzbgQOKiRx1MThFALKpFDzaw7sB1wIfBL4JpikxQEQRtwDPDH5A6S1L/E/0jgPKA38BIwucT/EOCr+BJt/0jTP+RvpbA9gOOASyTt2VggSX2AO4BfAX2Al4H9cv6H4UJjDNAXeBi4KRd2Ot6atDXwIvD1kij2ARYD/dO9CpgCDMCXoxsMTEzX6wL8CfgDvnzbbcAPctfqBFyLvze3BdYAlwOY2b+mtJ2SujtPqeN2fwv0BIYAw/FndVxJWl9M+XARcE0mlOtg13RuxiLgwCQ6vwI8B/wamGZmK+u5xgvA7vX41RQh1IKKxcxWmdndwFhgnKRhkg6W9JSk9yW9JmliLshD6XdlqjV+DRqu8QZBUB4kfQMXEbea2UJc9Pyo5LQ7zewxM/sUF3N7lPhfaGYrzexV4ME6/OvEzGaY2cvmzAFm4S1MjfE94Dkzm25ma4FpwPKc/8nAFDN7IaX5AmCP9I7Jwt6R/C4rCQvwhpn91sw+NbM1ZvaSmd1nZh+ndXP/AxdNAPsCm+PiZq2ZTcdbp7J7fMfMbjezj8xsNS78htMEJHXGRfLZZrbazF4BLgaOzp221Mx+Z2br8G7MbXCBWRe9gNW5/Sl4fs8BrgS64GL7z5JulPSQpFLxuDpdp+YJoRZUPGb2GPA6/kf/EK/p9QIOBsZLGp1O3T/99kq1xnkN1XiDICgr44BZZrYi7d9ISfcnGwuZj4Atm+lfJ5JGaYMx+0pcRPVpQtABwGvZjvlSPq/l/LcDLk1dsSuBd/FWsYH1hC0dXZq/FpL6S7pZ0jJJ7wM35NI5AFhmGy8ntDQXtpukq1O35ft4xbVXEmGN0QcXgUtzx5am+8hYn/dm9lHarC//3wO6585/18zGmtnuwKV4692peNfnIuA7wMmShuau0R2or7WtpgihFnQU3gC2MrPZZvasmX1mZs/goquhWmNDNd4gCMqApK54V+VwScslLQfOAHaX1BbdWx8C3XL7643Q5aNLb8dHEvY3s17ATEpszerhb3j3Y3Yt5fdxofUTM+uVc13NbG4KO6gk7CA2pnQNxwvSsV3NrAdwVC6dfwMGlnQ3bpvb/hnwRWCfFDaruGbnN7Re5ApgLS4889de1kCYhngG+Id6/E4C5pvZIryL9Akz+wR4Nu1nDAWebmH8VUUItaCjMBB4V9I+kh5MBq+rcCHWUM24oRpvEATlYTSwDtgZ767cA/8QP4y3kLeW/wH2l7StpJ64XVhGF+BzwNvAp8kIfmQTrzsD2EXSGPnAhNPIiUDgKuBspTm/kkH+D3Nhd5U0OoX9l5KwddEd+ABYJWkgMCHnNw/4FDhN0uaSxgB7l4Rdg5t+bAX8e8m138TtzzYhdWfeCkyW1D1VZM/EW/RawkzqqEBL6ofnw8R0aAk+unNLYC/cXg9JW+C2bPe1MP6qIoRaUPFI+iourB7Bu0vuBgabWU/8RdlQjbGhGm8QBOVhHHCtmb1qZsszhxu7/1itHKltZvcBt+AtOQuBe3J+q3GBdSveJfcj/B3SlOuuAH6ID2p6B9gJeDTnfyfwG+Dm1N24CB/xmA97UQq7M/AE8HEDUZ4H7AmswoXeHbm4PsFNOI7FK5xj8/64/VxXvHVsPvCXkmtfChyRbHUvqyPuU/GWycVseNf+VwNpbYjrge+lltQ8U4FJZvZB2p8CfBt/T/85N03HocBsM3ujhfFXFdq4uzsIikXSK8CJZnZ/Gr69P/6CedTMjpH0FjDBzK6TtDf+Qp5lZkdJ6oYboA41s/9N1zscH1001syeS7XtkWZ2WwG3FwRBjZKmungd+LGZPVh0etobSRcAb5nZtBaEXQCckLpHa54QakFFkYRaf7yJ/zPgebz5/SozWyfpCHw00lb4CKJX8MEDR6Xwk4DxuGHsd81svqSjgV/g3aCrgPvM7Phy3lcQBLWHpIOABXiX5AS8229IbiLYIGiUEGpBEARB0A6k6YNOxe3kngdOM7MFhSYq6HCEUAuCIAiCIKhQYjBBEARBEARBhRJCLQiCIAiCoEIJoRYEQRAEQVChhFALgiAIgiCoUEKoBUEQBEEQVCgh1IIgCIIgCCqUEGpBEARBEAQVSgi1IAiCIAiCCuX/AVtZjn7gvWaIAAAAAElFTkSuQmCC\n", + "image/png": 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\n", 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" ] @@ -608,9 +609,9 @@ "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "Python [conda env:notebook_test]", + "display_name": "Python [conda env:rdtools]", "language": "python", - "name": "conda-env-notebook_test-py" + "name": "conda-env-rdtools-py" }, "language_info": { "codemirror_mode": { @@ -622,7 +623,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.6" + "version": "3.6.7" } }, "nbformat": 4, From 82facbf095f5dac3a94eb115a5facf49a600a2e3 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Wed, 21 Nov 2018 12:48:00 -0700 Subject: [PATCH 006/146] fix integer division bug for phython 2 --- rdtools/normalization.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/rdtools/normalization.py b/rdtools/normalization.py index 9cc9e7c0..7feaa96b 100644 --- a/rdtools/normalization.py +++ b/rdtools/normalization.py @@ -407,7 +407,7 @@ def energy_from_power(power_series, max_interval_hours): raise ValueError('power_series must be a pandas series with a DatetimeIndex') times = np.array(power_series.index.astype('int64')) - time_deltas = np.diff(times) / 10**9 / 3600 + time_deltas = np.diff(times) / 10.0**9 / 3600.0 rolling_mean_power = power_series.rolling(2).mean() energy_series = (rolling_mean_power.iloc[1:] * time_deltas)[time_deltas <= max_interval_hours] From 7a13013e25230f6ce97f40c68a28e8e98f8bbb22 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Wed, 21 Nov 2018 12:48:54 -0700 Subject: [PATCH 007/146] pep8 compliance --- rdtools/normalization.py | 16 ++++++++-------- 1 file changed, 8 insertions(+), 8 deletions(-) diff --git a/rdtools/normalization.py b/rdtools/normalization.py index 7feaa96b..932ea927 100644 --- a/rdtools/normalization.py +++ b/rdtools/normalization.py @@ -382,12 +382,13 @@ def check_series_frequency(series, series_description): freq = series.index.freq return freq + def energy_from_power(power_series, max_interval_hours): ''' Returns a right-labeled energy time series from an instaneous power time series. Energy is not returned when the gap between data points excees max_interval_hours. power_series should be given in Watts, and max_interva_hours in hours. - + Parameters ---------- power_series: Pandas Series with DatetimeIndex @@ -396,21 +397,20 @@ def energy_from_power(power_series, max_interval_hours): The maximum allowed gap between power measurements. If the gap between consecutive power measurments exceeds max_interval_hours, no energy value will be returned for that interval - + Returns: -------- right-labeld energy pandas time series in Wh - + ''' - + if not isinstance(power_series.index, pd.DatetimeIndex): raise ValueError('power_series must be a pandas series with a DatetimeIndex') - + times = np.array(power_series.index.astype('int64')) time_deltas = np.diff(times) / 10.0**9 / 3600.0 - + rolling_mean_power = power_series.rolling(2).mean() energy_series = (rolling_mean_power.iloc[1:] * time_deltas)[time_deltas <= max_interval_hours] - - return energy_series + return energy_series From 03aeeb3b5f6431184affde80acddf8231fc39e80 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Wed, 21 Nov 2018 13:08:30 -0700 Subject: [PATCH 008/146] Fix docstring spelling errors --- rdtools/normalization.py | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/rdtools/normalization.py b/rdtools/normalization.py index 932ea927..2914b498 100644 --- a/rdtools/normalization.py +++ b/rdtools/normalization.py @@ -385,22 +385,22 @@ def check_series_frequency(series, series_description): def energy_from_power(power_series, max_interval_hours): ''' - Returns a right-labeled energy time series from an instaneous power time series. - Energy is not returned when the gap between data points excees max_interval_hours. + Returns a right-labeled energy time series from an Instantaneous power time series. + Energy is not returned when the gap between data points exceeds max_interval_hours. power_series should be given in Watts, and max_interva_hours in hours. Parameters ---------- power_series: Pandas Series with DatetimeIndex - Instanteneous time series of PV power generation in Watts + Instantaneous time series of PV power generation in Watts max_interval_hours: float The maximum allowed gap between power measurements. If the gap between - consecutive power measurments exceeds max_interval_hours, no energy value + consecutive power measurements exceeds max_interval_hours, no energy value will be returned for that interval Returns: -------- - right-labeld energy pandas time series in Wh + right-labeled energy pandas time series in Wh ''' From e0e70eff5e94aaa2f0a0a955f1f5ad6bb4a082fe Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Wed, 21 Nov 2018 13:28:00 -0700 Subject: [PATCH 009/146] additional docstring typo fixes --- rdtools/normalization.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/rdtools/normalization.py b/rdtools/normalization.py index 2914b498..1f6d6075 100644 --- a/rdtools/normalization.py +++ b/rdtools/normalization.py @@ -385,9 +385,9 @@ def check_series_frequency(series, series_description): def energy_from_power(power_series, max_interval_hours): ''' - Returns a right-labeled energy time series from an Instantaneous power time series. + Returns a right-labeled energy time series from an instantaneous power time series. Energy is not returned when the gap between data points exceeds max_interval_hours. - power_series should be given in Watts, and max_interva_hours in hours. + power_series should be given in Watts, and max_interval_hours in hours. Parameters ---------- From fe0ab8c9c4ed5f6192a5df23663535f6fc731d32 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Mon, 26 Nov 2018 15:11:02 -0700 Subject: [PATCH 010/146] change name of series returned by energy_from_power() --- rdtools/normalization.py | 1 + 1 file changed, 1 insertion(+) diff --git a/rdtools/normalization.py b/rdtools/normalization.py index 1f6d6075..62eb0808 100644 --- a/rdtools/normalization.py +++ b/rdtools/normalization.py @@ -412,5 +412,6 @@ def energy_from_power(power_series, max_interval_hours): rolling_mean_power = power_series.rolling(2).mean() energy_series = (rolling_mean_power.iloc[1:] * time_deltas)[time_deltas <= max_interval_hours] + energy_series.name = 'energy_Wh' return energy_series From a288e2552a329a4c9c8677ac08c400c0ef9c41ee Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Mon, 26 Nov 2018 15:24:36 -0700 Subject: [PATCH 011/146] Update tests for expected series name --- rdtools/test/energy_from_power_test.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/rdtools/test/energy_from_power_test.py b/rdtools/test/energy_from_power_test.py index 639bf990..e8ee1de3 100644 --- a/rdtools/test/energy_from_power_test.py +++ b/rdtools/test/energy_from_power_test.py @@ -8,6 +8,7 @@ def test_energy_from_power_calculation(): result_times = power_times[1:] power_series = pd.Series(data=4.0, index=power_times) expected_energy_series = pd.Series(data=1.0, index=result_times) + expected_energy_series.name = 'energy_Wh' result = energy_from_power(power_series, 0.25) @@ -19,6 +20,7 @@ def test_energy_from_power_max_interval(): result_times = power_times[1:] power_series = pd.Series(data=4.0, index=power_times) expected_energy_series = pd.Series(data=1.0, index=result_times) + expected_energy_series.name = 'energy_Wh' result = energy_from_power(power_series, 0.1) From d7d5604766662f7c3abbf93463928ba19dc5cd6c Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Thu, 29 Nov 2018 10:47:46 -0700 Subject: [PATCH 012/146] Allow energy_from_power() with single argument --- rdtools/normalization.py | 11 ++++++++--- rdtools/test/energy_from_power_test.py | 19 +++++++++++++++++++ 2 files changed, 27 insertions(+), 3 deletions(-) diff --git a/rdtools/normalization.py b/rdtools/normalization.py index 62eb0808..55cd5f2c 100644 --- a/rdtools/normalization.py +++ b/rdtools/normalization.py @@ -383,7 +383,7 @@ def check_series_frequency(series, series_description): return freq -def energy_from_power(power_series, max_interval_hours): +def energy_from_power(power_series, max_interval_hours=None): ''' Returns a right-labeled energy time series from an instantaneous power time series. Energy is not returned when the gap between data points exceeds max_interval_hours. @@ -393,10 +393,11 @@ def energy_from_power(power_series, max_interval_hours): ---------- power_series: Pandas Series with DatetimeIndex Instantaneous time series of PV power generation in Watts - max_interval_hours: float + max_interval_hours: float or NoneType (default: None) The maximum allowed gap between power measurements. If the gap between consecutive power measurements exceeds max_interval_hours, no energy value - will be returned for that interval + will be returned for that interval. If None, max_interval_hours is set internally + to the median time delta in power_series and a UserWarning is issued. Returns: -------- @@ -410,6 +411,10 @@ def energy_from_power(power_series, max_interval_hours): times = np.array(power_series.index.astype('int64')) time_deltas = np.diff(times) / 10.0**9 / 3600.0 + if max_interval_hours is None: + max_interval_hours = np.median(time_deltas) + warnings.warn('No value for max_interval_hours passed into energy_from_power(). Using {} hours'.format(max_interval_hours)) + rolling_mean_power = power_series.rolling(2).mean() energy_series = (rolling_mean_power.iloc[1:] * time_deltas)[time_deltas <= max_interval_hours] energy_series.name = 'energy_Wh' diff --git a/rdtools/test/energy_from_power_test.py b/rdtools/test/energy_from_power_test.py index e8ee1de3..0f966c67 100644 --- a/rdtools/test/energy_from_power_test.py +++ b/rdtools/test/energy_from_power_test.py @@ -33,3 +33,22 @@ def test_energy_from_power_validation(): power_series = pd.Series(data=[4.0] * 4) with pytest.raises(ValueError): energy_from_power(power_series, 0.25) + + +def test_energy_from_power_single_argument(): + power_times = pd.date_range('2018-04-01 12:00', '2018-04-01 15:00', freq='15T') + result_times = power_times[1:] + power_series = pd.Series(data=4.0, index=power_times) + to_drop = pd.to_datetime('2018-04-01 13:00:00') + power_series = power_series.drop(to_drop) + + expected_energy_series = pd.Series(data=1.0, index=result_times) + expected_energy_series = expected_energy_series.drop(to_drop) + expected_energy_series.name = 'energy_Wh' + + # Test that a warning is raised when one input is used + with pytest.warns(UserWarning): + result = energy_from_power(power_series) + + # Test that the result has the expected missing timestamp based on median timestep + pd.testing.assert_series_equal(result, expected_energy_series) From d7fc3dfc28816c2abc4a28163826886519e9e505 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Thu, 29 Nov 2018 10:59:18 -0700 Subject: [PATCH 013/146] Correct test --- rdtools/test/energy_from_power_test.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/rdtools/test/energy_from_power_test.py b/rdtools/test/energy_from_power_test.py index 0f966c67..23d2da91 100644 --- a/rdtools/test/energy_from_power_test.py +++ b/rdtools/test/energy_from_power_test.py @@ -43,7 +43,9 @@ def test_energy_from_power_single_argument(): power_series = power_series.drop(to_drop) expected_energy_series = pd.Series(data=1.0, index=result_times) - expected_energy_series = expected_energy_series.drop(to_drop) + expected_to_drop = [to_drop] + expected_to_drop.append(pd.to_datetime('2018-04-01 13:15:00')) + expected_energy_series = expected_energy_series.drop(expected_to_drop) expected_energy_series.name = 'energy_Wh' # Test that a warning is raised when one input is used From fadf675e40de7d7d56507d7fe4742b3193fc9ce4 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Mon, 3 Dec 2018 13:39:42 -0700 Subject: [PATCH 014/146] change second argument of energy_from_power() to be a Timedelta This is more appropriate and versatile than a float with implied units --- docs/degradation_example.ipynb | 8 +++++--- rdtools/normalization.py | 25 +++++++++++++------------ rdtools/test/energy_from_power_test.py | 6 +++--- 3 files changed, 21 insertions(+), 18 deletions(-) diff --git a/docs/degradation_example.ipynb b/docs/degradation_example.ipynb index 8e2e2b5f..147f1021 100644 --- a/docs/degradation_example.ipynb +++ b/docs/degradation_example.ipynb @@ -31,7 +31,9 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "from datetime import timedelta\n", @@ -147,7 +149,7 @@ "df = df.resample(freq).interpolate(method='time', limit=1)\n", "\n", "# Calculate energy yield in Wh\n", - "df['energy'] = rdtools.energy_from_power(df.power, 0.25)\n", + "df['energy'] = rdtools.energy_from_power(df.power, pd.to_timedelta('15 minutes'))\n", "\n", "# Calculate POA irradiance from DHI, GHI inputs\n", "loc = pvlib.location.Location(meta['latitude'], meta['longitude'], tz = meta['timezone'])\n", @@ -527,7 +529,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] diff --git a/rdtools/normalization.py b/rdtools/normalization.py index 55cd5f2c..f1edda5a 100644 --- a/rdtools/normalization.py +++ b/rdtools/normalization.py @@ -383,20 +383,20 @@ def check_series_frequency(series, series_description): return freq -def energy_from_power(power_series, max_interval_hours=None): +def energy_from_power(power_series, max_timedelta=None): ''' Returns a right-labeled energy time series from an instantaneous power time series. - Energy is not returned when the gap between data points exceeds max_interval_hours. - power_series should be given in Watts, and max_interval_hours in hours. + Energy is not returned when the gap between data points exceeds max_timedelta. + power_series should be given in Watts. Parameters ---------- power_series: Pandas Series with DatetimeIndex Instantaneous time series of PV power generation in Watts - max_interval_hours: float or NoneType (default: None) + max_timedelta: Timedelta or NoneType (default: None) The maximum allowed gap between power measurements. If the gap between - consecutive power measurements exceeds max_interval_hours, no energy value - will be returned for that interval. If None, max_interval_hours is set internally + consecutive power measurements exceeds max_timedelta, no energy value + will be returned for that interval. If None, max_timedelta is set internally to the median time delta in power_series and a UserWarning is issued. Returns: @@ -408,15 +408,16 @@ def energy_from_power(power_series, max_interval_hours=None): if not isinstance(power_series.index, pd.DatetimeIndex): raise ValueError('power_series must be a pandas series with a DatetimeIndex') - times = np.array(power_series.index.astype('int64')) - time_deltas = np.diff(times) / 10.0**9 / 3600.0 + time_deltas = np.diff(power_series.index.values).astype(float) / 10.0**9 # in seconds - if max_interval_hours is None: - max_interval_hours = np.median(time_deltas) - warnings.warn('No value for max_interval_hours passed into energy_from_power(). Using {} hours'.format(max_interval_hours)) + if max_timedelta is None: + max_seconds = np.median(time_deltas) + warnings.warn('No value for max_interval_hours passed into energy_from_power(). Using {} seconds'.format(max_seconds)) + else: + max_seconds = max_timedelta.total_seconds() rolling_mean_power = power_series.rolling(2).mean() - energy_series = (rolling_mean_power.iloc[1:] * time_deltas)[time_deltas <= max_interval_hours] + energy_series = (rolling_mean_power.iloc[1:] * time_deltas / 3600.0)[time_deltas <= max_seconds] energy_series.name = 'energy_Wh' return energy_series diff --git a/rdtools/test/energy_from_power_test.py b/rdtools/test/energy_from_power_test.py index 23d2da91..d904dd3f 100644 --- a/rdtools/test/energy_from_power_test.py +++ b/rdtools/test/energy_from_power_test.py @@ -10,7 +10,7 @@ def test_energy_from_power_calculation(): expected_energy_series = pd.Series(data=1.0, index=result_times) expected_energy_series.name = 'energy_Wh' - result = energy_from_power(power_series, 0.25) + result = energy_from_power(power_series, pd.to_timedelta('15 minutes')) pd.testing.assert_series_equal(result, expected_energy_series) @@ -22,7 +22,7 @@ def test_energy_from_power_max_interval(): expected_energy_series = pd.Series(data=1.0, index=result_times) expected_energy_series.name = 'energy_Wh' - result = energy_from_power(power_series, 0.1) + result = energy_from_power(power_series, pd.to_timedelta('5 minutes')) # We expect an empty series, because max_interval_hours is smaller than the # time step of the power time series @@ -32,7 +32,7 @@ def test_energy_from_power_max_interval(): def test_energy_from_power_validation(): power_series = pd.Series(data=[4.0] * 4) with pytest.raises(ValueError): - energy_from_power(power_series, 0.25) + energy_from_power(power_series, pd.to_timedelta('15 minutes')) def test_energy_from_power_single_argument(): From dc230eba9d7edc6b1314df4fe17b2a89ec48567a Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Mon, 3 Dec 2018 14:45:05 -0700 Subject: [PATCH 015/146] fix warning string --- rdtools/normalization.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/rdtools/normalization.py b/rdtools/normalization.py index f1edda5a..d1bcb47e 100644 --- a/rdtools/normalization.py +++ b/rdtools/normalization.py @@ -412,7 +412,7 @@ def energy_from_power(power_series, max_timedelta=None): if max_timedelta is None: max_seconds = np.median(time_deltas) - warnings.warn('No value for max_interval_hours passed into energy_from_power(). Using {} seconds'.format(max_seconds)) + warnings.warn('No value for max_timedelta passed into energy_from_power(). Using {} seconds'.format(max_seconds)) else: max_seconds = max_timedelta.total_seconds() From a054d0f2509a2b82d761a2a5a85f5438771a3d38 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Tue, 4 Dec 2018 10:12:46 -0700 Subject: [PATCH 016/146] Add series interpolation --- rdtools/__init__.py | 1 + rdtools/normalization.py | 80 +++++++++++++++++++++++ rdtools/test/interpolate_to_index_test.py | 71 ++++++++++++++++++++ 3 files changed, 152 insertions(+) create mode 100644 rdtools/test/interpolate_to_index_test.py diff --git a/rdtools/__init__.py b/rdtools/__init__.py index 55518bb6..c0f012ef 100644 --- a/rdtools/__init__.py +++ b/rdtools/__init__.py @@ -2,6 +2,7 @@ from rdtools.normalization import normalize_with_pvwatts from rdtools.normalization import irradiance_rescale from rdtools.normalization import energy_from_power +from rdtools.normalization import interpolate_to_index from rdtools.degradation import degradation_ols from rdtools.degradation import degradation_classical_decomposition from rdtools.degradation import degradation_year_on_year diff --git a/rdtools/normalization.py b/rdtools/normalization.py index d1bcb47e..b212e610 100644 --- a/rdtools/normalization.py +++ b/rdtools/normalization.py @@ -421,3 +421,83 @@ def energy_from_power(power_series, max_timedelta=None): energy_series.name = 'energy_Wh' return energy_series + + +def interpolate_to_index(time_series, target_index, max_timedelta=None): + ''' + Returns an interpolation of time_series onto target_index, excluding times associated + with gaps in time_series longer than max_timedelta. + + Parameters + ---------- + time_series: Pandas Series with DatetimeIndex + Original values to be used in generating the interpolation + target_index: Pandas DatetimeIndex + the index onto which the interpolation is to be made + max_timedelta: Timedelta or NoneType (default: None) + The maximum allowed gap between values in time_series. Times associated + with gaps longer than max_timedelta are excluded from the output. If None, + max_timedelta is set internally to the median time delta in time_series + and a UserWarning is issued. + + Returns: + -------- + Pandas Series with DatetimeIndex + + Note + ---- + Timezone information in the DatetimeIndexes is handled automatically, however + both time_series and target_index should be time zone aware or they should both + be time zone naive. + + ''' + + if (time_series.index.tz is None) ^ (target_index.tz is None): + raise ValueError('Either time_series or target_index is time-zone aware but ' + 'the other is not. Both must be time-zone aware or both must ' + 'be time-zone naive.') + + # note the name of the input, so we can use it for the output + original_name = time_series.name + + # copy, rename, and make df from input + time_series = time_series.copy() + time_series.name = 'data' + df = pd.DataFrame(time_series) + df = df.dropna() + + # calculate the size of gaps in input + df['timestamp'] = df.index.astype('int64') + df['gapsize_ns'] = df['timestamp'].diff() + + if max_timedelta is None: + max_interval_nanoseconds = df['gapsize_ns'].median() + warning_string = ('No value for max_interval_hours passed into ' + 'interpolate_to_index(). Using {} seconds') + warning_string = warning_string.format(max_interval_nanoseconds / 10.0**9) + warnings.warn(warning_string) + else: + max_interval_nanoseconds = max_timedelta.total_seconds() * 10.0**9 + + # put data on index that includes both original and target indicies + union_index = df.index.append(target_index) + union_index = pd.to_datetime(union_index, utc=True) # handles different timezones + union_index = union_index.drop_duplicates(keep='first') + df = df.reindex(union_index) + df = df.sort_index() + + # calculate the gap size in the original data (timestamps) + df['gapsize_ns'] = df['gapsize_ns'].fillna(method='bfill') + df.loc[time_series.index, 'gapsize_ns'] = 0 + + # perform the interpolation when the max gap size criterion is satisfied + df_valid = df[df['gapsize_ns'] <= max_interval_nanoseconds].copy() + df_valid['interpolated_data'] = df_valid['data'].interpolate(method='time') + + df['interpolated_data'] = df_valid['interpolated_data'] + + out = pd.Series(df['interpolated_data']) + out = out.loc[target_index] # the relative timezones will be handled automatically + out.name = original_name + + return out diff --git a/rdtools/test/interpolate_to_index_test.py b/rdtools/test/interpolate_to_index_test.py new file mode 100644 index 00000000..ca2ffdeb --- /dev/null +++ b/rdtools/test/interpolate_to_index_test.py @@ -0,0 +1,71 @@ +import pandas as pd +import numpy as np +from rdtools import interpolate_to_index +import pytest + + +@pytest.fixture +def time_series(): + times = pd.date_range('2018-04-01 12:00', '2018-04-01 13:15', freq='15T') + time_series = pd.Series(data=[9, 6, 3, 3, 6, 9], index=times, name='foo') + time_series = time_series.drop(times[4]) + return time_series + + +@pytest.fixture +def target_index(): + return pd.date_range('2018-04-01 12:00', '2018-04-01 13:15', freq='20T') + + +@pytest.fixture +def expected_result(target_index, time_series): + return pd.Series(data=[9.0, 5.0, 3.0, np.nan], index=target_index, name=time_series.name) + + +def test_interpolate_to_index_calculation(time_series, target_index, expected_result): + + interpolated = interpolate_to_index(time_series, target_index, pd.to_timedelta('15 minutes')) + pd.testing.assert_series_equal(interpolated, expected_result) + + +def test_interpolate_to_index_two_argument(time_series, target_index, expected_result): + + # Test that a warning is raised when max_timedelta is omitted + with pytest.warns(UserWarning): + interpolated = interpolate_to_index(time_series, target_index) + pd.testing.assert_series_equal(interpolated, expected_result) + + +def test_interpolate_to_index_tz_validation(time_series, target_index, expected_result): + with pytest.raises(ValueError): + interpolate_to_index(time_series, target_index.tz_localize('UTC'), pd.to_timedelta('15 minutes')) + + time_series = time_series.copy() + time_series.index = time_series.index.tz_localize('UTC') + + with pytest.raises(ValueError): + interpolate_to_index(time_series, target_index, pd.to_timedelta('15 minutes')) + + +def test_interpolate_to_index_same_tz(time_series, target_index, expected_result): + time_series = time_series.copy() + expected_result = expected_result.copy() + + time_series.index = time_series.index.tz_localize('America/Denver') + target_index = target_index.tz_localize('America/Denver') + expected_result.index = expected_result.index.tz_localize('America/Denver') + + interpolated = interpolate_to_index(time_series, target_index, pd.to_timedelta('15 minutes')) + pd.testing.assert_series_equal(interpolated, expected_result) + + +def test_interpolate_to_index_different_tz(time_series, target_index, expected_result): + time_series = time_series.copy() + expected_result = expected_result.copy() + + time_series.index = time_series.index.tz_localize('America/Denver').tz_convert('UTC') + target_index = target_index.tz_localize('America/Denver') + expected_result.index = expected_result.index.tz_localize('America/Denver') + + interpolated = interpolate_to_index(time_series, target_index, pd.to_timedelta('15 minutes')) + pd.testing.assert_series_equal(interpolated, expected_result) From f1f71f629679ccb4b4b5de08d905a5017613fe26 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Tue, 4 Dec 2018 11:14:10 -0700 Subject: [PATCH 017/146] Add dataframe input capability to interpolate_to_index() --- rdtools/normalization.py | 58 ++++++++++++++++++--- rdtools/test/interpolate_to_index_test.py | 61 +++++++++++++++++------ 2 files changed, 98 insertions(+), 21 deletions(-) diff --git a/rdtools/normalization.py b/rdtools/normalization.py index b212e610..0be32bae 100644 --- a/rdtools/normalization.py +++ b/rdtools/normalization.py @@ -423,7 +423,7 @@ def energy_from_power(power_series, max_timedelta=None): return energy_series -def interpolate_to_index(time_series, target_index, max_timedelta=None): +def interpolate_series(time_series, target_index, max_timedelta=None): ''' Returns an interpolation of time_series onto target_index, excluding times associated with gaps in time_series longer than max_timedelta. @@ -452,11 +452,6 @@ def interpolate_to_index(time_series, target_index, max_timedelta=None): ''' - if (time_series.index.tz is None) ^ (target_index.tz is None): - raise ValueError('Either time_series or target_index is time-zone aware but ' - 'the other is not. Both must be time-zone aware or both must ' - 'be time-zone naive.') - # note the name of the input, so we can use it for the output original_name = time_series.name @@ -465,6 +460,7 @@ def interpolate_to_index(time_series, target_index, max_timedelta=None): time_series.name = 'data' df = pd.DataFrame(time_series) df = df.dropna() + valid_indput_index = df.index.copy() # calculate the size of gaps in input df['timestamp'] = df.index.astype('int64') @@ -488,7 +484,7 @@ def interpolate_to_index(time_series, target_index, max_timedelta=None): # calculate the gap size in the original data (timestamps) df['gapsize_ns'] = df['gapsize_ns'].fillna(method='bfill') - df.loc[time_series.index, 'gapsize_ns'] = 0 + df.loc[valid_indput_index, 'gapsize_ns'] = 0 # perform the interpolation when the max gap size criterion is satisfied df_valid = df[df['gapsize_ns'] <= max_interval_nanoseconds].copy() @@ -501,3 +497,51 @@ def interpolate_to_index(time_series, target_index, max_timedelta=None): out.name = original_name return out + + +def interpolate_to_index(time_series, target_index, max_timedelta=None): + ''' + Returns an interpolation of time_series onto target_index, excluding times associated + with gaps in each column of time_series longer than max_timedelta. + + Parameters + ---------- + time_series: Pandas Series or DataFrame with DatetimeIndex + Original values to be used in generating the interpolation + target_index: Pandas DatetimeIndex + the index onto which the interpolation is to be made + max_timedelta: Timedelta or NoneType (default: None) + The maximum allowed gap between values in time_series. Times associated + with gaps longer than max_timedelta are excluded from the output. If None, + max_timedelta is set internally to the median time delta in time_series + and a UserWarning is issued. + + Returns: + -------- + Pandas Series or DataFrame (matching type of time_series) with DatetimeIndex + + Note + ---- + Timezone information in the DatetimeIndexes is handled automatically, however + both time_series and target_index should be time zone aware or they should both + be time zone naive. + + ''' + + if (time_series.index.tz is None) ^ (target_index.tz is None): + raise ValueError('Either time_series or target_index is time-zone aware but ' + 'the other is not. Both must be time-zone aware or both must ' + 'be time-zone naive.') + + if isinstance(time_series, pd.Series): + out = interpolate_series(time_series, target_index, max_timedelta) + elif isinstance(time_series, pd.DataFrame): + out_list = [] + for col in time_series.columns: + ts = time_series[col] + out_list.append(interpolate_series(ts, target_index, max_timedelta)) + out = pd.concat(out_list, axis=1) + else: + raise ValueError('time_series must be a Pandas Series or DataFrame') + + return out diff --git a/rdtools/test/interpolate_to_index_test.py b/rdtools/test/interpolate_to_index_test.py index ca2ffdeb..e9199d02 100644 --- a/rdtools/test/interpolate_to_index_test.py +++ b/rdtools/test/interpolate_to_index_test.py @@ -18,25 +18,53 @@ def target_index(): @pytest.fixture -def expected_result(target_index, time_series): +def expected_series(target_index, time_series): return pd.Series(data=[9.0, 5.0, 3.0, np.nan], index=target_index, name=time_series.name) -def test_interpolate_to_index_calculation(time_series, target_index, expected_result): +@pytest.fixture +def test_df(time_series): + time_series1 = time_series.copy() + time_series2 = time_series.copy() + + time_series2.index = time_series2.index + pd.to_timedelta('30 minutes') + time_series2.name = 'bar' + + test_df = pd.concat([time_series1, time_series2], axis=1) + + return test_df + + +@pytest.fixture +def df_target_index(target_index): + return target_index + pd.to_timedelta('15 minutes') + + +@pytest.fixture +def df_expected_result(df_target_index, test_df): + expected_df_result = pd.DataFrame({ + test_df.columns[0]: [6.0, 3.0, np.nan, 9.0], + test_df.columns[1]: [np.nan, 8.0, 4.0, 3.0] + }, index=df_target_index) + + return expected_df_result + + +def test_interpolate_to_index_calculation(time_series, target_index, expected_series): interpolated = interpolate_to_index(time_series, target_index, pd.to_timedelta('15 minutes')) - pd.testing.assert_series_equal(interpolated, expected_result) + pd.testing.assert_series_equal(interpolated, expected_series) -def test_interpolate_to_index_two_argument(time_series, target_index, expected_result): +def test_interpolate_to_index_two_argument(time_series, target_index, expected_series): # Test that a warning is raised when max_timedelta is omitted with pytest.warns(UserWarning): interpolated = interpolate_to_index(time_series, target_index) - pd.testing.assert_series_equal(interpolated, expected_result) + pd.testing.assert_series_equal(interpolated, expected_series) -def test_interpolate_to_index_tz_validation(time_series, target_index, expected_result): +def test_interpolate_to_index_tz_validation(time_series, target_index, expected_series): with pytest.raises(ValueError): interpolate_to_index(time_series, target_index.tz_localize('UTC'), pd.to_timedelta('15 minutes')) @@ -47,25 +75,30 @@ def test_interpolate_to_index_tz_validation(time_series, target_index, expected_ interpolate_to_index(time_series, target_index, pd.to_timedelta('15 minutes')) -def test_interpolate_to_index_same_tz(time_series, target_index, expected_result): +def test_interpolate_to_index_same_tz(time_series, target_index, expected_series): time_series = time_series.copy() - expected_result = expected_result.copy() + expected_series = expected_series.copy() time_series.index = time_series.index.tz_localize('America/Denver') target_index = target_index.tz_localize('America/Denver') - expected_result.index = expected_result.index.tz_localize('America/Denver') + expected_series.index = expected_series.index.tz_localize('America/Denver') interpolated = interpolate_to_index(time_series, target_index, pd.to_timedelta('15 minutes')) - pd.testing.assert_series_equal(interpolated, expected_result) + pd.testing.assert_series_equal(interpolated, expected_series) -def test_interpolate_to_index_different_tz(time_series, target_index, expected_result): +def test_interpolate_to_index_different_tz(time_series, target_index, expected_series): time_series = time_series.copy() - expected_result = expected_result.copy() + expected_series = expected_series.copy() time_series.index = time_series.index.tz_localize('America/Denver').tz_convert('UTC') target_index = target_index.tz_localize('America/Denver') - expected_result.index = expected_result.index.tz_localize('America/Denver') + expected_series.index = expected_series.index.tz_localize('America/Denver') interpolated = interpolate_to_index(time_series, target_index, pd.to_timedelta('15 minutes')) - pd.testing.assert_series_equal(interpolated, expected_result) + pd.testing.assert_series_equal(interpolated, expected_series) + + +def test_interpolate_to_index_dataframe(test_df, df_target_index, df_expected_result): + interpolated = interpolate_to_index(test_df, df_target_index, pd.to_timedelta('15 minutes')) + pd.testing.assert_frame_equal(interpolated, df_expected_result) From 09fbdd5ddf8d95b36bcf838acbc6131e54d8ea77 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Tue, 4 Dec 2018 13:12:32 -0700 Subject: [PATCH 018/146] Change function name and add frequency specification capability to interpolate() --- rdtools/__init__.py | 2 +- rdtools/normalization.py | 24 +++++++---- ...e_to_index_test.py => interpolate_test.py} | 42 ++++++++++++------- 3 files changed, 43 insertions(+), 25 deletions(-) rename rdtools/test/{interpolate_to_index_test.py => interpolate_test.py} (59%) diff --git a/rdtools/__init__.py b/rdtools/__init__.py index c0f012ef..1cbf484d 100644 --- a/rdtools/__init__.py +++ b/rdtools/__init__.py @@ -2,7 +2,7 @@ from rdtools.normalization import normalize_with_pvwatts from rdtools.normalization import irradiance_rescale from rdtools.normalization import energy_from_power -from rdtools.normalization import interpolate_to_index +from rdtools.normalization import interpolate from rdtools.degradation import degradation_ols from rdtools.degradation import degradation_classical_decomposition from rdtools.degradation import degradation_year_on_year diff --git a/rdtools/normalization.py b/rdtools/normalization.py index 0be32bae..7a8c0168 100644 --- a/rdtools/normalization.py +++ b/rdtools/normalization.py @@ -468,8 +468,8 @@ def interpolate_series(time_series, target_index, max_timedelta=None): if max_timedelta is None: max_interval_nanoseconds = df['gapsize_ns'].median() - warning_string = ('No value for max_interval_hours passed into ' - 'interpolate_to_index(). Using {} seconds') + warning_string = ('No value for max_timedelta passed. ' + 'Using {} seconds') warning_string = warning_string.format(max_interval_nanoseconds / 10.0**9) warnings.warn(warning_string) else: @@ -499,17 +499,20 @@ def interpolate_series(time_series, target_index, max_timedelta=None): return out -def interpolate_to_index(time_series, target_index, max_timedelta=None): +def interpolate(time_series, target, max_timedelta=None): ''' - Returns an interpolation of time_series onto target_index, excluding times associated - with gaps in each column of time_series longer than max_timedelta. + Returns an interpolation of time_series, excluding times associated with gaps + in each column of time_series longer than max_timedelta; NaNs are returned within + those gaps. Parameters ---------- time_series: Pandas Series or DataFrame with DatetimeIndex Original values to be used in generating the interpolation - target_index: Pandas DatetimeIndex - the index onto which the interpolation is to be made + target: Pandas DatetimeIndex, DatetimeOffset, or frequency string + If datetimeIndex: the index onto which the interpolation is to be made + If DatetiOffset or frequency string: the frequency at which to resample + and interpolate max_timedelta: Timedelta or NoneType (default: None) The maximum allowed gap between values in time_series. Times associated with gaps longer than max_timedelta are excluded from the output. If None, @@ -528,8 +531,13 @@ def interpolate_to_index(time_series, target_index, max_timedelta=None): ''' + if isinstance(target, pd.DatetimeIndex): + target_index = target + elif isinstance(target, pd.tseries.offsets.DateOffset) or isinstance(target, str): + target_index = pd.date_range(time_series.index.min(), time_series.index.max(), freq=target) + if (time_series.index.tz is None) ^ (target_index.tz is None): - raise ValueError('Either time_series or target_index is time-zone aware but ' + raise ValueError('Either time_series or target is time-zone aware but ' 'the other is not. Both must be time-zone aware or both must ' 'be time-zone naive.') diff --git a/rdtools/test/interpolate_to_index_test.py b/rdtools/test/interpolate_test.py similarity index 59% rename from rdtools/test/interpolate_to_index_test.py rename to rdtools/test/interpolate_test.py index e9199d02..bef13cdd 100644 --- a/rdtools/test/interpolate_to_index_test.py +++ b/rdtools/test/interpolate_test.py @@ -1,6 +1,6 @@ import pandas as pd import numpy as np -from rdtools import interpolate_to_index +from rdtools import interpolate import pytest @@ -13,8 +13,8 @@ def time_series(): @pytest.fixture -def target_index(): - return pd.date_range('2018-04-01 12:00', '2018-04-01 13:15', freq='20T') +def target_index(time_series): + return pd.date_range(time_series.index.min(), time_series.index.max(), freq='20T') @pytest.fixture @@ -50,32 +50,42 @@ def df_expected_result(df_target_index, test_df): return expected_df_result -def test_interpolate_to_index_calculation(time_series, target_index, expected_series): +def test_interpolate_freq_specification(time_series, target_index, expected_series): + # test the string specification + interpolated = interpolate(time_series, target_index.freq.freqstr, pd.to_timedelta('15 minutes')) + pd.testing.assert_series_equal(interpolated, expected_series) + + # test the DateOffset specification + interpolated = interpolate(time_series, target_index.freq, pd.to_timedelta('15 minutes')) + pd.testing.assert_series_equal(interpolated, expected_series) + + +def test_interpolate_calculation(time_series, target_index, expected_series): - interpolated = interpolate_to_index(time_series, target_index, pd.to_timedelta('15 minutes')) + interpolated = interpolate(time_series, target_index, pd.to_timedelta('15 minutes')) pd.testing.assert_series_equal(interpolated, expected_series) -def test_interpolate_to_index_two_argument(time_series, target_index, expected_series): +def test_interpolate_two_argument(time_series, target_index, expected_series): # Test that a warning is raised when max_timedelta is omitted with pytest.warns(UserWarning): - interpolated = interpolate_to_index(time_series, target_index) + interpolated = interpolate(time_series, target_index) pd.testing.assert_series_equal(interpolated, expected_series) -def test_interpolate_to_index_tz_validation(time_series, target_index, expected_series): +def test_interpolate_tz_validation(time_series, target_index, expected_series): with pytest.raises(ValueError): - interpolate_to_index(time_series, target_index.tz_localize('UTC'), pd.to_timedelta('15 minutes')) + interpolate(time_series, target_index.tz_localize('UTC'), pd.to_timedelta('15 minutes')) time_series = time_series.copy() time_series.index = time_series.index.tz_localize('UTC') with pytest.raises(ValueError): - interpolate_to_index(time_series, target_index, pd.to_timedelta('15 minutes')) + interpolate(time_series, target_index, pd.to_timedelta('15 minutes')) -def test_interpolate_to_index_same_tz(time_series, target_index, expected_series): +def test_interpolate_same_tz(time_series, target_index, expected_series): time_series = time_series.copy() expected_series = expected_series.copy() @@ -83,11 +93,11 @@ def test_interpolate_to_index_same_tz(time_series, target_index, expected_series target_index = target_index.tz_localize('America/Denver') expected_series.index = expected_series.index.tz_localize('America/Denver') - interpolated = interpolate_to_index(time_series, target_index, pd.to_timedelta('15 minutes')) + interpolated = interpolate(time_series, target_index, pd.to_timedelta('15 minutes')) pd.testing.assert_series_equal(interpolated, expected_series) -def test_interpolate_to_index_different_tz(time_series, target_index, expected_series): +def test_interpolate_different_tz(time_series, target_index, expected_series): time_series = time_series.copy() expected_series = expected_series.copy() @@ -95,10 +105,10 @@ def test_interpolate_to_index_different_tz(time_series, target_index, expected_s target_index = target_index.tz_localize('America/Denver') expected_series.index = expected_series.index.tz_localize('America/Denver') - interpolated = interpolate_to_index(time_series, target_index, pd.to_timedelta('15 minutes')) + interpolated = interpolate(time_series, target_index, pd.to_timedelta('15 minutes')) pd.testing.assert_series_equal(interpolated, expected_series) -def test_interpolate_to_index_dataframe(test_df, df_target_index, df_expected_result): - interpolated = interpolate_to_index(test_df, df_target_index, pd.to_timedelta('15 minutes')) +def test_interpolate_dataframe(test_df, df_target_index, df_expected_result): + interpolated = interpolate(test_df, df_target_index, pd.to_timedelta('15 minutes')) pd.testing.assert_frame_equal(interpolated, df_expected_result) From d243112730572318240180aa2c4d177ba1d0d7f6 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Tue, 4 Dec 2018 14:54:27 -0700 Subject: [PATCH 019/146] Speed up interpolate_series() converting to integer index under the hood proves much faster than relying on pandas timestamps --- rdtools/normalization.py | 18 +++++++++++------- 1 file changed, 11 insertions(+), 7 deletions(-) diff --git a/rdtools/normalization.py b/rdtools/normalization.py index 7a8c0168..63686b33 100644 --- a/rdtools/normalization.py +++ b/rdtools/normalization.py @@ -460,11 +460,14 @@ def interpolate_series(time_series, target_index, max_timedelta=None): time_series.name = 'data' df = pd.DataFrame(time_series) df = df.dropna() - valid_indput_index = df.index.copy() - # calculate the size of gaps in input - df['timestamp'] = df.index.astype('int64') + # convert to integer index and calculate the size of gaps in input + timestamps = df.index.astype('int64') + df['timestamp'] = timestamps df['gapsize_ns'] = df['timestamp'].diff() + df.index = timestamps + + valid_indput_index = df.index.copy() if max_timedelta is None: max_interval_nanoseconds = df['gapsize_ns'].median() @@ -476,8 +479,8 @@ def interpolate_series(time_series, target_index, max_timedelta=None): max_interval_nanoseconds = max_timedelta.total_seconds() * 10.0**9 # put data on index that includes both original and target indicies - union_index = df.index.append(target_index) - union_index = pd.to_datetime(union_index, utc=True) # handles different timezones + target_timestamps = target_index.astype('int64') + union_index = df.index.append(target_timestamps) union_index = union_index.drop_duplicates(keep='first') df = df.reindex(union_index) df = df.sort_index() @@ -488,13 +491,14 @@ def interpolate_series(time_series, target_index, max_timedelta=None): # perform the interpolation when the max gap size criterion is satisfied df_valid = df[df['gapsize_ns'] <= max_interval_nanoseconds].copy() - df_valid['interpolated_data'] = df_valid['data'].interpolate(method='time') + df_valid['interpolated_data'] = df_valid['data'].interpolate(method='index') df['interpolated_data'] = df_valid['interpolated_data'] out = pd.Series(df['interpolated_data']) - out = out.loc[target_index] # the relative timezones will be handled automatically + out = out.loc[target_timestamps] out.name = original_name + out.index = pd.to_datetime(out.index, utc=True).tz_convert(target_index.tz) return out From 59e2b229003bdef94157d5d89ef821abf66eed16 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Tue, 4 Dec 2018 15:02:16 -0700 Subject: [PATCH 020/146] Run example with rdtools.interpolate() in step 0 --- docs/degradation_example.ipynb | 18 +++++++++--------- 1 file changed, 9 insertions(+), 9 deletions(-) diff --git a/docs/degradation_example.ipynb b/docs/degradation_example.ipynb index 147f1021..663f957a 100644 --- a/docs/degradation_example.ipynb +++ b/docs/degradation_example.ipynb @@ -96,7 +96,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -146,7 +146,7 @@ "freq = pd.infer_freq(df.index[:10])\n", "\n", "# And then set the frequency of the dataframe\n", - "df = df.resample(freq).interpolate(method='time', limit=1)\n", + "df = rdtools.interpolate(df, freq, pd.to_timedelta('15 minutes'))\n", "\n", "# Calculate energy yield in Wh\n", "df['energy'] = rdtools.energy_from_power(df.power, pd.to_timedelta('15 minutes'))\n", @@ -189,7 +189,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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Y3od1l0hkSmU4XtgLDlQqtRmydCqMhYPSao5U8UZOdbqobHtWU2ZZvYp5XTfVP2SNE0y2wlDUr//bzgVerh3HM8vRrHgnpZmpvU/M7dKCDWwzgJusQN+EXdch/afA31NK/dfAN4HvBf614ecA/zzCfftM2Bg+2yFKshr6CaLoY0alNDgyvQXhXUwUV3B6xmPnAyKMl+FFhVEc1xYf8xs3rF/E3F59sbTWPFgUWwdYqzFSDPQ+bkv40wjobR3A1OQ6ii2pNKXEpo/My/FeaooiX5p+HrJDEeW0iFAYxWyyaO2TWSVKfjvge3o91xlv6xIbHyit5nh+OZH4Te1dHDS8W1R+yEmVVvNwXm6/fp+O7JBdy7nlnP+yUupXgH8J+IMI7+1P55z/7vD7vwP8nVsb5Q3b/n6LIUFIgtVUw2Q87yMn9UW+1fSxXfai+JgPijBeFvkppahLy5s26u470f0Xa5+zNzoYob1EUK+mNYcKIm8zIaQBf3eh6y7wbON4PC+YVQW1hfM2YRXk4bj7hYB9u6qY4ELirPW4kJhX9lKu25g2HYIW3uR6LrPxXh3PDCFVVAOPb1xAr0rPrnOfD/EQ38RuonK8P87CKBqXKMz15Z3uqsjwWuemlDLAzwE/Njqzz7rtS/tMiaql1SLjEgQEHZ3OoVT2UOq5H7WNDzJnWXUbl1hU6pV08LIq62V2mRMdbd9ZbPrIaeuZWUUGZlZaljoXtmmhjDfhwm6fgutOiNe9sArBxfqY0WRWLuKiwZhdenUV5CyR166os48TupAw+mLhZ99Bv87BvOk1jTYuHDlnWTRQHNU7mfFdpf1yB3md+3woMnoTR3ET+Nd+hf6sCfQxAsVrF4DpXLgtqaupvXY5yjlHpPXqnbhsSqk/o5T6JaVUr5T6+Ss+96NKqaiUWk/+/bPvcu5925f2GStApdXb9PDBvGRR7RN59YVoZx/8PqRYMVYEga3UzzgRrlNlHW2/ElUYdWUFFy46C6m0aaQrQQoXjYs8W0s1c6xY7jfkH7rOQ+ZCYn1A0SNncZQfLCtKa+iH38+sYT6p0I4N9pc5gDHy8mk3QaYV0UVlOapLqsK88pkxJQzpzbh81630bfrIJ+ueVetYtYE+BM77uN3WrzT6tc37173PbztGuPnmexcSKSdKo68Fqewc49Xsg5uy62Ju/wnwM0qpn845+7c817eB/xD4I8DsNZ/9+znnf/otz/Nau6wZfCoTvqyvvjWHVtGRqT6V2RkxkrFauOnZ/n5cSacdEiPoPFZwR9xqf2XfT7MKw4Vr2o80q8LwQEsl87yNGANZK2qrUOzS5XFujd+/EY4y3Nf9e7ruA1opjipNyoplpeijuoBhXXWeQ5HXfr+vGooRwHA/1PbchVaXcueusutGOoVRzAuNC5GcI1W21EYBeevcr+Ikvu76D92LaVp4WUR7G7Y/TqU1i9JcSwNwej/HZ1MGCTRuY9zXdW7/JtIU/28rpT5hEhTknL96nQPknP82gFLqa0hB4r3ZZc3gOWdCTK8Fnq9q6ZmX+gKfDHsRIznUdC9Rk9AmlJYXoPfSRTE2Qx+aaNOf7V/TPslzjBrWLrLxAZ8MD+bFkHruVv4uJIxWB3Grq6y0Ghf0Vn5oipv1IRFiwgdDYTVdUKAOp+iH0qt9R3YZ3rh/jJwFX8xWU5eHJ9B1uh5e93nhDVq0ymycVN27mIc2v0hVGNE8M4cc85ulyPsp3TiGzbAL1SE13Ms6UN4V+xqjuOtWgvfvZ0wZRzrYjXITdl3n9qdu/MxX2z+plHoGvEDIwn8x5xz2P6SU+jHgxwC++tVr+VhAohKrd0KD0/TF6F3EMcXXpg/uspdzTEM3LmAUWC3k4H0HOP5N76MQXHMGpSgGukZhFDEC6eoIavqzfWWT/farxkl6HGMkp0w1pIQ5Kxqft6oaIURMYd54B/Ex5QnpYppRWs3jRUnjpOND0n41RMkBq6Eu7ZUTft+xT/HG8VldRmMxyIJl1NVqsYfOe2jyH/r82J2QsRzPADIuRGqj6GKi2UQKIxHK22B/0/MWe1zArfO6JL27bCF/3bVfZeN9SSkNmxeNbYvmYFR6yAqjmA3R9G1x4K5bLf3fb+Xsh+3/AP4x4OvA7wf+eyAAf/HAuH4W+FmAr33ta9dO3l0QyZ0TI46n95GXjSOlRF3ILRl3iRoJp1ON+P3K54VVdcAUUoY+Rhp3sdI2nTAgq5dWUFtzoVlcKemiuO6KOuKGo8mXu0kwK8ZdmeRlV0ozq/JQyVO0XiK7CFvMqtI7sLww6rXN7If02MZxKaWIMdKFgU8XpWl+LNpclV7tR9fTqO11NJbWJ1LOLCoBvPcn3lX8xUOTf1pZHhfAsYq5KKWI0HSOpg/U84KjyrJWcfv5qyrCV9nUwe9X51FQDhL2+7a/kO8f86oizWXFrvG+pJhoek9KmYeL6lpR6XSuXCV0eRN23T0UKqXUX1BK/aZS6mz42Q+rW5A5yjn/Zs75t3LOKef8DxCJ8z9xk+fwMePDTr1VopZEiHmSb4/E0Eizp7o7JcyOxxuB0kVleTArOK7tQSnxKQA8rl6jUu0rE/oae3pe1hY0BY+n/2RMhpgi686LAoc1WKMoreGkLrBabY/ZuMRZ519R7D1ko2MbV3UXEjFGXm4cq87TOKnYnjaemCIKht3ZXy0YXHatoyLF+HmrISfBK0ujL9xHgQnMpAvi1aLH9FkeKtrsFwN2EeqrO6SNvxP8SVJ7YwzzqthiUumS5/U6u6wYIIWiy1v1QuJSJ3LVPb+q2GU1kIfe4ZS3hZPx+V9VQJnOlduWIH+TgsL3AH8S+MXhZ786/Pw/u4VxTU22jLpBG6ugOYsOFxkWpcXqSfSjxkqXQVVXi0+Oq/+4uknTfUYreaF7L3jITjttooQxTKxqb4yy0l7+8Kf0A6WFoDq+XJc5xIys8FYrnqx6VOepCnHAjWML8I+iAZs+UluYW8OsvP5uYKO2mTHQdIHTzjEbI4vhZe+iTPLWZ47s4ft6YexZdlrqQ9w6q/F8rY9oBaWRY45tbKWVqrdgOtKZsY+pTqMXF17Fsy4j4O4/x+nvawulkQLKfNh5fvuuODhtelJKHM/LG+GGpZRYe6nyx3yRrvS6FPiyez6+06Ms2CusgCC4cqUVpjDbRXy8Z72PB6PUyyLQ27DrOrd/Aekt3SiRFCfn/LFS6nuueyKllB3OZwCjZIOZsI+lKaX+KPB/5pyfKKV+EPh3gb953fNccywCOA9pzKxUNG5YqYfQXk1ejKmq6vj30x6/cfUfCwOj+oWyu57VHeaxky7POZNTxqW0TftGmx5TpR1YO77kY8HBDjQIaRWDEW/al54ujEJlcDHiB05YNbyUF1q3rOw9MFZ1u6AoS4Mx+sL5D+GROQ84jAu4GNFBE1Kg7SNHpaEwmqqwnMwsRRc4S56U0hbvg8upGuO9jfnVzxityCnxfNOjlUKpmmUtn9Fao7LQQJQSFZhDBYuMpLpjRAJX8+OmRYyURJXWFvK70zax8ZGFL1jMpGo6WhcSp60HFLOquDbWddmG3z7mbfteiJai0IwJ2bQIc5ldVjQZ8UsXMp0XYrIxk/OmTIyJPmVmQ+o6/nqMgNNe1HZX5N3Rruvc3P5nlVIfAs/f4Fw/Bfz05Ps/hdBLfg74f4Hfl3P+BvBDwM8rpZbAE0S+/D96g/O81nofWbVO2kcWAvI2PmKj2q740xVbcJyLD+ZiaV9Wo5wzKSdCyMwmTsXH6WovNoLiSin05DnvT6icL0YFI25TW8VxJY/EasGWppFe4xKrzrHpFCdDVTSTOW8DKie00hzX4hR7H2XiF3p7/tHpTTGXcdzTQsWITcqEkL7HNiQ2XWRWyPUdzwuqwqKNYV5IdFEVhmq4ljhAACHDycA/3J8AhREnDlyYrKXVLLGsWkffe5TRVGbHM5w6npxB5Yv42ujYFMP5hl7isUf4kEOZTlKJHNNWg06lxIOZxseSh3Pzyv2qC81Hy5rjmX2lov06Qvchd1AYxVEl0fhRrUkXnPD1K5lTm96TxgWerR2ZikfLHdH9wayg9xqlwsHFAsV2K8vpz6UAoV6reHMTdl3n9jeBX1BK/QSAUupLSF/pf3fdE+Wc/zzw5y/59XLyuT8L/NnrHvdtrPeR55ueo8qyrAvBBXKm2FMztZohvcpsenFGi4lO2DipR3WNlBJND3lQ9F1Wg7NUE97b8BIbJc3jh1KJfdoDYbfvKEgcoLWmNmogp0q1dRrRzEtN02ta7/HrzAfLksJojAKfYV4Iifes7XAx8XBeCQF2iDy12uFXU9jw1TRGxnjeBTofWZaWRzNLTokYE6U1LGYFs8GpAXQ+EEKmtppuWOG1ks2qfcyofFiq/RAIP8UTo9boDKsusVQSEZ53AaMVVTL0PrF2AWsUi0pt1Zinaa6aRKWXUYOmz8jqHTcwxsiqj5CkE8MFg7X6Yp9xWXA8e9XRjIuW1Ts60D69ZVFddIjj9RtjKFGkvShtTA8POeirzGpwCK3JKOF87kuJK6WGNrrMw/nOiU0LPofwQRdGIju37uCu69z+HPCXgH8AzBF5o/8KAfs/czZNT3LebetXDaDz6CTGUDtGqItdAWF84UDC89H5rDs/YD6WqtjxsaaTIefMxkV5+FrwjOkLeah6t11JBwB9jD70MAnMkP5OHaCPmaPaYLSA2CPuVJeWIiYU8HzV8smqpSoMj+ZW9NDI9D5Tl+DC7sW7uHXd9OdyD49ry6wQYLtxCaU1KWbSUI09H/DBRWnxUfYnXVSW41p6QUcnf4jQPE6AfXn4KZF1WRd8VWeeNUGwt2EDE63YkpSTGbs0BFd82TiWleXhYod97TvUQ2nsPt4WZZ3C+8TLxnG+aTnvM4YFj4/NhcLQlS1sw7G11pcudq/8zV71+NDvXYhYdf3ujClMUZeWD/TOcU2zlhernm+9bDF6wWJWbQs+Iyxj7Vj0ydvnNjq4N9k97m3tulQQB/wE8BNDOvos32bfxC3bsrZ8j5rLBhcu0nk/yI5HljHzYFZsHZ9CYS2DXJD8/RZgzuNqlNj0nk/WPQZxOkqJ89pRI0Zmdkaxe4mt3hUcCiPRREyR001kPhQ+XJAVPaXEqg80LmI01OVYnRTp58ZnHgwOaOQ2LSpLO+AnSgnAPo537RN9kGraxmW0jriQWVR6Wwy5rkrvFIccixC1UahhYoSYCCESYmZZanxKrFoHlJSFIWaFJvHdM8ei0jTZXIiUZSyJde/ZdMKrGuk5I5Z51ihSBhcVy1JvMbA+RNadqHSczIrBSUSMVsShMHMoirjOVoOFkYpszpnWRciZ2iraALXV24rgNALb7z7ZP9d+Op6z2tJ49h3U6GikC+bwc9FDRXTaxL8PNUzPu5+VKHVRcECTaLpAoRJKKwa64XYRjlFUrUOARbkTqvBBUxSvds/cll1bg00pdYIo8C6H7wHIOf+9WxnZLZr0lipON54+RFQWuZyUEs5HOqNY9eJQHi7KCXa2q66CAO6tk6qg1Yqj0uBj5OWmJ6XM8bzaKvuOL8/+SzymIxkpjWcy3YCXnbZCgGVwWK1P2zK6jwl8wAW9pVOM78o44Ubbl78eJ9jvfjSnWYrHXlSWkDJdCNRFycn8IsZ0WXvPWMUUlRWpxhZa0cdI6+LQU6qxQXZHaEMiJBlP4wNaB/kbo3h67nm6avmQmg+WdksIHh3DrFD4YIj51c2oZeJmlpXlZG4xZnQaUk3duEAb9HbhqgrDB8tK6ApvGEXsR1Olla6UzidQigfzClPkbRo5Uo7Ggk/vhRLzuq34phnCxgU2bWBRWx7Mi23kWhhF76VQJNH8RbxydOhbmguZEAQTm5c7THA54XGOf9u4XZV/dHYpJV5sAuedwwKP5iWLwavKe6Up9FBQYIffjrudTSPu27br7lv6o4iM+BpoJr/KwPff/LBu10ZlVaUStbWURiI4rYV+EceqYlQ8GB7oyg0dCwMxpTRCCMUIPjUrMi820hAckckztlrt94Tu67mNjshq2PQJRcIFUbKFkmVlt06ytuLkjGZbkW29RDJTBza+qFKJ3PVxppQGnpmM2xaF0EpcpjSy6lq9W9GnfZGHpIJ2rWMZqyBFcTzP1x0uJB7MS2qa1bKGAAAgAElEQVQtzfpKg0uyaJwMOJzSO2eryRzXBY/mxZZLNqValEb06VzYAdtTUqg10ow/Co2O1e+TWSFqx3vdE0oJsD2NYkYbU6xDwp0SbWfSoDTsoxSSFHJdOSWS86xdwlrZUzTlzLKS/tcYQauL0MOhbQ2nXQkqK9oYcZtETDCrzDAuca4jV20frxzfBRcSpEgMggmHuCOz71/3eD+nd2uMynqfiSlSWS2QR4A0ocuOnwOJ1nsfKW2x7dW+mX3UrmfXjdz+AvAncs6/+NpPfgZsq6xqDA8WBesuSDErDYqwlYDxxow8qsDLxrEoLR8sy+3qIxNfUsun547We6pZwZeP6m0z8H6nAFysjLlBWmmcZF0QR1oV9gLrXF5STdtLiH9cWY5qzapLHNWKtKfzNW2RGUU2S5U5awLnbc+6jywK2T+iMIqE0CVmpbng0PJQBLgM09kB3ZrGBTa9pGZGaY4mQPS80Ky7SBwcjFaak5mmiwxptOyfcFSX1KW9gPvsc6OmwHjn5NlYBVWxi5Q2vWxcsqzHnykW5a5IMzqufAlRelox3L/uMOj/jeRWqyHETFVIZbwqMk9jhhTZ9CIMOu4RO9JTZqW90Gzu9zo2xns7RkyzUvNFXUvEPhSjxkVhxNymxal92oVcg2FR7jbtyVk2VR7HNo5jx/3cvQvjvUhZuImPF+KoV33cZg5bx7bNbHbdLu8il/W2dl3nZoH/5cbO+p5tX1l1URkehgqXJD08bRNZQRwoHJUReSGjRsb3OOkkMjrtIoqE0RozYHWC4zBQSy5uOTe+QGuf2DiPi5mPqKU6BTyayYs/4knTyK/1ibaPzKzm+VqctDUVi0pEIUe+3HgO78d0SBxpTJHeeV6ue/LMcjSrsYMjzWTBvvRFestVunGjsxkJyvVY4Z0LK19rTR8inUukJBVVX2myUthsWAylWEk5RRL9kEO7asvEVRdIKfNgLmMfsdTK7lL4PshilnPeRr5Gy/frPlCai+oUhVGkNBQMYtzupTFWyuel2bbmNT5jFLR9FG2znNEafFbYLCngBUdkXu0PtRrmEzLseG9H/DSmhFGCM7YTvT0hQkvFWXnFotr9/LINwqtiVyDYT2N3DIEL0NN2H4y2T4xqJz5K6jorDMd2l5aOUkhqqMobJdDFFGPcp9PcxvaL13Vufwn4KaXUf5A/Y3uUHrJRWXV0OFYj4H0Xedn0zK2i0EI6RUkLjfTO6QtpjAuJZ+uezkup/WRWEHPmk1VHzPDF45rZkIpMOVOFUWxCJiF0iTC0KTVOmmhLZTB2x5Mbq7EpJSojYzUq87zpWXceozIxFrxoPYXWfHRcb8+hdZbuhRx5uvIopJ3qO2cdKldg5BU4nlXMCr3t/Rzt4sr/ehUNqaYJPaWwYBOcbSSqDTHRh0wMmpAzpc4YZVi5xHFltgWU1zm0aZuUUZmHMzvggZnO+y0RVytFHwJNFykLTVaZ5430Qi4Kgy4yOTMolgy7gk1wp5Cg8ZHWIURrrXk4FIE6F3BBIrKjUmg1Te942XqOS43S4ritMYQMIUPj0y5aG0nTA9zQBaHzxKwupG6jI930mcY51h0cz3byTlNHO8UO9yk742LX+31JrIsbzuyitIvdF2PBIiSJxoRXqQbemnQrbLvalKTtbvhZ9PmC8jXwyny4rL/3Xey6zu0nEMmjn1RKXSDu5mtKHn0abXxwnUucNo6n5w2rzvN4UXOykApTYTRloSntbqOTKe9LK5lEs0JeYh8iLgQ6n2hcQBtNzprOBZo+MLOKoAxaZ/peHMl5lKLCw4WhUIrSZNJAPB0dyEgfab28eilrlNY0PvLxac/3PlCQwJhR4kbS6s5BXcIn68CLppcGfZVYd4600JRqjrUGaxVdEJqKUZCywhioi4sCkoeIrdOiQs6Zpg80LnAyK6GyrJ1n1QWWVsjGZ63jzCXmreWDZUUbMjonEnIfr2LUj2MQQH7AdhIYpXAu0oXEUWUwRnpoz9tAVvIcF6VlXuRtH2njI/PCMCsMjRfFlPUAgI+b6YCltmwjt5FG8mTds+kCHy5rHlhLSIH1QKRWxmIyvGwCjxeaebGDDMbIbbr7WUoJo6bteTsbi1A5GxoXWDuPiB4U2/dwHzvc7yIZtzwkSxTrYqKKhzHhkTRup2KSWXC68Zi1AR+F01iZXSUbBVYBGUoDLorDkkjxYp/1lEMYkrrg7G/KPq2SR7dqI7dt5LQ5oPGB3nm0UjyYm22FqzQCemult6X26cuzrAq0jvICBsBmymBJhbwg5BG4DTR9ZFlGTAIfEk2IpJgpJ4ogLiXWG3EwjTN8MFQzyRJlHFUyGeelpi4UGtEPq60mZCn1pyy0ARciMSfImo+OhBcxLxX/X9PRucDXX7R87wfHPJoXgr1pibhCyvQhkHooloo8Wf1TutifORZnQgr4IHy3YiCXzUsj0k9K8XCINrrkWXeeVRs4eSjXYgwoBhwsC7fqddI5hVZYPemSSImzEDGwvZ8A1ihqZQdJnl3KO8pLjfs5FEacu0+BnA1VwXYD4phhWe+oIrNC8agueFgLCbwqNClZvnhUo7Vs+HPeCRb4fON4sKioS7tNgQ2ZhOJkZolZ0k4f86WqK2M3y1Flh2dvXonIHDvW/zQlBVj3nrZPPF4WlNYO737c4sbTCG8bfSehq4wdN/NhO8gY4bwLA8SiOZkXFIMS77hohJTokzyHEZoYI7YLWLBP5Oqis79J+zRKHt26jf14I6N+Vmoez0tc7zjrpBVpXhrZNCaJWog1O1a1j5nWeXqfWZTCI3Ih0cfMzGoeLipZHYeCQB8iKSSySvQh4F2itop5YalnO4Z9SgkfhHe37gXLKIeih4+CiRljqAc9tC5kSisTzGpF7B2FFqwoI5FJ00dKY1hUBYtSOgK+fGQpjKEPmY9fdszqmkcLcQgxC/P8xQba6Hm2cjxYsK3I5cQFYutYnFFZTTBMuwX3Ny6glUYhHQNHlaHTCboknRKlxiZxMlYrupDQJHzUr7TqbHsWU9pOKB/zcO/kfgqHK1NkqRILhUQ2oXZBUvJCax4uShaV5sW65/mqY1ZZvnhc0UfhgbkoC0TrhQ93pHZ9oDEr6rq4wMKvCkPOBc2wB62IMGgqzVZPLgwp8NNNR+sTX30452hWStcIhyW3p9GTNpqj6mJkO6WC7Kghu69zFupHYtArNGpo15t0vGTpIR3T1QczWQithmcrwRELq7fvnRvI3ipLVb+2apviujDcbwNduEjGBrYk37aPUrVNb6j2/AZ2XSpIBfx7wL8MPM45nyilfhj4gZzzbauC3LgZlTHAzCpciiQnD3ntIuve0/SRB4uSk7lCoQdHNzSSO4nAxkJAShalRaSx6z1ND184qjiqi11lrst0KeF8JpbsohozknSlJF9oYcSHmCFHlDIsB0WSqcJvFzMvGg85DemTrKohFtTFiHtJlBeGsv7LjeM3n28wKdL6yMNa8bLPaAKbzjMvDE4Lxhiz5ngmyrKNF5HLciCk2uIiAXRWKLoeYo7DJFMUxlAXVroN+khVwCebyPmmwxrLVx5UNF607F40gbKwWK1xEVadJyb4wnFJGFrffJSUycfMpg80Xhw/Dlado/OJDxeWyoqU03iMh3NLzBLZxASVlY1xZoWWVqk2ct72PG96FiFyXMvuXFaDThCyVDqPKnOB5zd2kYzFlt7L/ykmzhrHE+eJwON5hbWWPojsU2GkiT9F2fkLhGDcukgiDwrGeevIx2LGqpcxKCWOa+SzjSYKMYFZodkEOOs8J3VBXcrnUxY6iQuRtgvbKihIEapxAWukR3fKxXQhYa3Cx10KHWLmaGbJiBDni3NHMy/5nodmG/EVgz7g2cDlq0rLGEVmMs4LPqm1dKQc4k/ehH0WJI9u3JphX0lylr1LNcOKm5gVhlmhcTFyNBAbxw4C2UUq8J3zjkWhmBUFR7XBJUVl4MXG8cmqYdMFvvp4Qc5maM+R9PNkZoVzlaQfMOfMWRtYlopCyTFy1swrSxeEhtG4hIlhiCakc8HozKYLWJ2x1qJy5LwVjKwPkBEyqdWGRSXpQec8wXuaIL2P50G03UKWl/60ccwri8qwyXmghEj0OrYvxXxAKjor+pR5ei5R48mspDTQ+8BpE9n0Dh8zjyoD0XLeBrpQ8D0PatZ9Qotw3oATStXPh8BZO7R7TZq/RzXdsXotC4fjyXlP70sWdQlRpHYezSXlqwtDiPK8N27gA4aMi4EXqx4f47DfgeBRZkLO7b0aCguZs9ZzPGz1OOJURinIarj/geNSyMm9D3QBvnQ847i2fOe045PObY9bFpZZKWTcVZcEeA8ZrUSSfFrt3nSejZPWwJhh3Xl8LLYtY1KMkDS09YlZoS/0SPsofc5WSTQaM9TWkpUesFJHM5CtQT6T0tjjG3E+shxS0nUXSGRmZUFMGasy1gA50rnA2IFjCs0oXW8nysE5Z9xQun/ZemKSzMNa+/4iN25A8ujTZEZlVm2g0Jl5XbGoRMvtC0c1axeJOdMNPKmY4ZN1T6E1XziZURlQKkvkNRBNjZKXYVFq1oUlpMizdc+iFjwiZYU2Zvsgi2H1P92INFAfLUorzvtAiJmTIeVpfaLznk3jeTwvUFnhcyJFwGierVvWXU/vA8ZYSQ+0Zmb1QEsRnA5kUltrmVvF2mu+70HGJ8Wsstuqn9XwovXonDmZ1xzVloy88GdtuCAlPRUifDizlFrYWctaUppnayepaM6cNT0+iHKFT0LsnJUli1pL9wXDxtghQU50EU5UJiuZFFv58CxRSkxDSqUgxcTLdYsh8WBeETBAYNVnvncuPDGVMklBVSjWTqJfcY6R003PotLUpZCKp8oqtYXz4X1p/VCJTIlNF4aUSojJa5ekvUtbjmYWRUU3YFJaS0Fq3SdKq3g4s7gkKXjMipO5xZpBpTjuUkWrYeUjbS/ySAApJzqfmBW7djKrGeg3Bj2keQ/mxTYym5eak8oSk9BZZlagh5AShsyqkwrvSJxWcSentek8q04WrQdzSZ+7mKmNQmtFTiL62ilF4yOhH0UhCmqrYSYirMbsKDWbPlAowWY7H4CL1fmbtLuUPPrUWMyKo1qqgA/m5ZbkCZkn5x0zmymKmphEdHJemq2q7ot1xkV5ibyPbJKUyVGgM5zMS9TAc9I5QVY8nBkKrbeCj2FYGa1VLLBYIs82gUUhk9ENCq46KWISnAbgZC6gtNFDOV9lsuqlsjWE9a2XIogms+oiKEmZrNI8mhectXBSwpNeMbOJvvfEgQ/mQiTERGGlmutiGjTgpDhSZL3FZ8Y9GdQAjBsFH591fHnY8OPJWcujubzkLiZ8I8Wbo7qStjQrUY81UlBoXORs0/HJquOj4xlGmy0IL/C7whrhIK5aR2UND+YlWQnPrdSw6T3f+6De0hbO2kA77FNRaA1ZC15kNHVlWLtE23s6ByFrfJyxmLRDrQbCdGULHs6LQdRTMEaNYl6AUlAZEaesC41PitJaEsKBcyFxXBf4ENi4HV3DBVjW0u9bWk2fMyW79GwkCvdpQqbtE4XONC7gk7CcjdZolfFB6BwjP208TswKbTQ+Z6pSD6Ks0PURYxQJhfeycdAD2DrMnDMFiXUHZ5uOlxu35QGulWjRkSObPrIsRRxgZsX5KSXYaeOF8FtmYQNIJ0yUgkrOuMiWO3qTVdLR7kzy6NNkAlDXzApxNC83jk/WPc/XPS5I21VhEy82kS8dlRhrOK7Nti2lMsLlGmGCrDI5ZpogZMtZKRHbyzZQFxmw4mCiQqm0pXVUhaGy8I0XPZ+c93zl4YyjukSpRAiibVaoxGrYXMUNFVYzcO++dFKTsuKoUqANmkxIkRAC6y7ROk9hLV86sUMjv6a2mlUfedFKypgyfDAv+fDE8HhhsLZgUWjISiIklSmsAPLAtg1q3JMhZcFWnq5afvt5w6r3KOCTU2m/+srDGY/mFVolais0ieNK8WTlebiwzAppjXp63vDxixUuKb4ytK7FvCPzgny9LDRPzwI5J4wqB2EDwSmfnPcs65LjWcFZ61F4OpdYFgpj9MCul4hq7SKlhuNFifOSfrU+cpJ3qiqFEgdVmV1j+6xQbLpBtsdFjNL0keH4QvRG5S0OFmMiKyWpcR85bQMovd3cZt0FVp0jxMyDeckondX7KM3/utq2lIWUedkKRDEvrQh3GkXOkBUca7uVbxoxO6OGavrgmEY8zxrBMT+cFzgfIElqOWJ5sv+r5fG8oraKjRMnlpXghjGKLuCs0CzrgrIYHBziGGOMbAYe4lgIWpYKKkvrHJ+ct/Q+cVxbHh/V3Ia9q+TRz9zKqG7ZcpZwWgOnreeT8xYfEw9qizKWDxaWp404kZXPpCw70Fur0cCssLgY0ApOhkbsde9YtQ6tNR8sBBwnR2JSsuVb52n6wKN5QecTaaA4GJU5KhT6uOQLxyVFIe1gHYFCKTY+c956SgWFlWqrCCt6euf55ovN8IKVMiliFs5dglXrsVaAcq01Oku19UtHmtA7vuWFbGyUNKWXhR4iBvkZSRppt4x2MirvKAOF1azahFKJD2clPIajUkmq0huWpcJay6MjM+wK5nhx2rLpLX0aKmyFTMLTRgo5R/OKR3NpcbtIZ5D9R7shHY5JMLIY5Tl9dGTRpeBfncs0PrCwipAlpazQVEacU84JklRrH81LNk701zS7vsqNizgvmOzGZwKBeWm21+2i8BuNgbkWWGPVOrqQBk02SUlfdp6Xa8dxLVjqvFAU1m6FNze957zzmAHbA8GEGx8pRo5jL7upOeeIMXBcStZRWYWLkGPgvE/EmSVnC+xI41YJgdgoWHWR0kpnxmLoZ26CMAdCgnkdRc0jRmLMaJVRRlFbQ0LzcFlitOGsdXyy7gjOE5Cd0kZcbd1JwccMPVitT8xLyYq6II9TOvQyp43jUedpXOJodvNdp78jJY9OG8/HLzeywg24Q11YisJiU+S0ky3+TmrLcWUGwDYQekVd2oFCoFA6D1VOjQ+J1gtxdeQz5QzVQFNYVFakoFPG6EGGJiZOXaBxmeOqoI+KhJBJu96TC0Oh0lDO95z3gceDqm3rB+WQTU+oDM4HXm48x/NqwE8Mcysr/dNVg9Wazkv0FLOiCZmVFwpGQmgemy6C0sxmiEO1otZ71nmOSsOsGlL4QSstJNmmz0fNclaQtGbVCY6SUfisWZaafpD/Oc2ej71nYSRNN3hCsDycFXzpuKbtHYvK0MfMybDhi1AbEq2POAUhRlKG2io6H/j4RcPLJnBSGx4UirM20Efh4pWzghgj571nWZfYeUkbMjF4GhfoXGCmK6zR0i2Sd9QLBSwKRec1cwttGMB6I/p0pEznPPPScjQrcD7ydNOTQ+R4JtHjoiqYWzhvHEYpCq057RIPZtLmZoUGSW00xkgjeucCvYtUAkdy1gXOGtkHfd25oa3PolKmyBprFC87EeWsN56sDGUYWuCG5vfeBZ62bqtUczzTW7WOyohkUWUVs0Ic8ied42XjmFuDMoqVC7Q+8XBmoTDioJXGpShFtIVlXteAZtN7XrSeY5P41ktH+agixJqQIq1Lsjl3bUgnc1LebfJzG3ZtyaPRcs6f3MZA7tKMgnUfMSoxKwqOZxVWS5Wr7TxHywJjRC3jmy8bVI40AR4OTiMr0VJr+kFRoUD05H3ClcLAf7pyfPXhjONZidFgs1QfK8OwmYesVJs20PWOZQF9UJy1Gecd33jecDITnCfGTB+hD1IZi1k2SrEK5oUi+EDOmkWpKazoyPmUaTx0PuEGPGbTB6rCYJSi6TwLm/niSUVpLZ2LLAtFE6QVRg+TeO0inZeo6WgmqWHnZL+CUgPaMLPw7Zcda+ew2lBoSElSk9NO+nVJgunFGGlD5DtnHedd4B/5IsyriqN5RVVaVl3gvOlZVMVWHWN0OLPC0GaDNRqtDRnFpu/57ssNH1bwpYdL6fXsPUqZLQWmc4FZVTArDccxc5akSuvTuPNTpA273ZwKLYvReTPsQYuiiVDoRO8N553n5aZn1Qe+sKzpg7RGFWRa4HS95te+m/iDXzmhLEvmlRB9tREQvvfSXfFwUbKsiu17qZW0cT1rHA/qgnltmBeGPMuUKqOy4GtGQ05IeyDSFVCYTGWALC1obZ+YVwatFeddoOk9WltpVVN6i/2N550XdktNGivYhUms+0TwgRiFbFxmeXdEYkl08c47T+8DpRW1Z5Uyv3XW8J3zHqMyv/ujkpylQCbq05bjuqBdJh7Py2vtVv829sbO7fNgVsNRbVgUFqsNISXa3vHN52v6kHk4EwXb08bx7dOO4AO2KHi8KMk58XztIMvmGEfKojBoI+CuDwln5MHLprPCqTprHSHBo7nFe2AgA3/7vOd806OU5stFQW0VZxvBYaQvVBjlXzqqWcwKCp15sQlseofzgd4nVoNKyKPjGZXRnG4cdWkprXC7tBbxxnUvfLVaZ1Y+UWqNiwoXPSEpQvA00bIsDR8dL0k58WLV8LLxLArFaWt4OC/xMfH0vCXnxLK0fMtHXq5aXFJ83+MFy6HrwCho25bnbWBZGT45a3m6dhyVit55Xmw8pDm1hRg1dWE423j6oYAyknh9CJy3noUVTKuyilmpOSql8rdqen79aWI+L/mehwtmpeWoKgbZKU/MmWVpsUoqsh8sLE1pOF5I1P183dI6UWM+WUx17zTWaFofeLJypJhYzkrONj3rrqcyio13QGTjEp2PpJT5zsueb572PKg1v+eLJ9KKVpUYo2lj5MWmJ2THrJA2KqskfbMz0FY28lmUstWiIdPHTEqRbug6aXrNR8fiSEaJ+c4lXjSe0ho2Q9EDJVXyutCUuiTmQaF5pmhcpu09zza9RMJDqtv7SJ+gMIZ24MytG8/RvBx6p+GbTU/XJ07mlo9ODEeV/Fw6OjTGKCoNpVYsS6GCPDgqqBvNqnWcNv1WeWRUpbmVeX4rR/2U26qPnLeRWVESlea7q5bferLiW8/OKMuCLxxZipSJIfHB0uKjpq4qHi8qXmwcT85blqUGbWh9HCpehg+XJeedY9UGjC0JKfFi0+F84OOXG3JWmA+X2KLYNhkvSkPXS4rlnKONEKIQLR8vKupC0yVF1oajuiCFSGU8Z8FxupF05YNlhQZeng+S4Uc1pVa4pIkxcdoEqiNLYWFuFZ+crvn6sw0fVYkXTYUhkJXly0cFRQnkjGKQTg+JTet5ojVfKYQLVRhNYQ1N4/nGeTsQUQMzq2lcJdQJJwThT85avnXW88WTiuNSItzODU30UfoeX2wChcksyoJHR/DBUoo9T1eeRaVpnURQp03mrJMiRusy3nticGw6jw+B8ttr5nXFybxk1QceLwrCckZVepZ1wdO14+OXGz5YVnx4VHLaZkqjhmJJYNUHPmLXz1tbQfyOa83GFTycW3HAJF6uegqrWNQSjZ23gb7reNklbHJkpZlZRR+E5LvuPJFEbRKrtidlSeH6BOvWD7JXUnVGs5UuWneZmIR0HnKmdwJcHflIUoFloSVF9p7CwGlnRel5IHdbrUgxsRooHlp7wYhdHLC1hDVqSxIGKMj0JB7VBhcs0QfCwJGzRlEZjaqg1sKrLAyEEDhtpNCSkvAvF2Wk8YNcu7UsqsyTdY93Im7Qh8CT88xRZVjM9je3fHf7HencTA48O99wUiYeH80xJFLoebFqyKbmyWmHKaRs/+FxzcmsRNuhhB4CGdlRqg9KVtQQWVQlRVng1j3Pz1s8PZWOKFORYmDTeLLVA21AD0B4ZlZaHh9VrF3mOyvHqvVo8pBGWQyZnBMFiU3neL5qebbqaTvHy95zUhmOq5KnK8d3Vj2PZiUfnizog+fjFy1t33PuQecCFxWn5y2/8vVn/PZLR/Gopsst68bx+GTBycxSEnl63tFHxbIu+WheEUPE6kxdqIEqYPny8YwnQz+oS5GE4kWfWG46ClWSY0ArOyh9RF6sHfOTAhR8ZxVIweO9qEqEFEX8MUa0hmWpOe+kW8SaUvZmKC0pRda94/HMoFSmcT1ff9Zy3vac1AVVpTE58PFzB9qyGHhtMUXWvSaFQMp5iH49T85aCiuqHrPCoGEQV5SK5W980vBy49APar78cC7cNIb2PRdZJPjoxDC38BurlqZp2fiMITEzFmOlgl1aSUWftz0zC00fSMoQY8RlwZy0EQjex4T3aVthjClhB77ig5nBh4JZAedNzywmalOz8YFVG/nwqObhvKALebtHR86ZZ41DxYC1BctKdPfaPrIslUAGWVRJFsM5X3aeJy83fFspPlgYGh8orWLdeR4ta06WM1zveXK24ePznrar+OIjzdJH1i4QUyIE6a2dV4rOeZpOoram6SSSLA3ffrHhSQtHpeH779K5KaX+8HUO8FmUGf/OWcuvP13Rti0fPHBE1/P0vOe082QFXVjy0dJw2kZAcdYJFWPcQKaymqPS0oTA2bphE+CD+UNpnM6JF+cNz847npSa7/2ooipLeJw5axIxK9pB018pOF83PN94fu8X5oBi3SaMirR94qzRaK1YNZ5/2DtQitW6o42ZpR3S4Kz59qnj6XnHrJC+vtpknm4CT9aOFCNVaXk4tzxdOb512vDbz1Y0PtMHBUo6CioLhVKEGDlv/dCwnzieFbzsS84bTx+EwxSz7GX6YFZxMivonOfXPn7B0/OGbyQgJ152kdLAh8c1D+qCF03Pi3OP8zAvEs86RzblNnLKKvB/PVvROOGFffnBgkVVcDxQGD44UgTvKdrIucscG2H1uygOb1Eq8JFPVo4+JI5mEhn9+pMNrQ986cRzMi85mZfUpcALnXOsmkheVJRWKsrN4NzO20CMAa0VHy1LlCm2TeQns2KIWqTI4IPnW88bou8JyrI0gSYr+t7xDEPvRVmq6wO1FjK30npboV1WgnfNS0Pn8oU9/EJMfPe8I8fAuvf0PhKD4FdVUTAz8rbXVkIAACAASURBVA61IXJSG8GPB4fe9glyYNNKoebxwopSh0pIP4hQVM42ju7Y0/uCkATbTBka9/+z92axtmRpftdvrRVz7OGM99wpMyuzRndV02pUuEH4wTKDJYQsJHhACIGfjCx4gCdsaBtZWAyWkWUkELawZdFyI/CAARmZB9wSTbvdpqrpIasqsyqHO5357Cl2zLEGHtY+d8rMmyczT2Z1wv1LRzp779g7VqxY8a1v/nvfYtEOSCXZyWJMGjIO4KRzxNJSNT2lclibUveW40WDcIbZuuF4rckDyXnasWwMzmnO1gPTVKI6i7EC5czjfMAvslnlX3nu9R18cGcG7OJvwSO+hG3GtXUMVrLsDe28xhjN8bKmaXpu7ubcmkSkSUgceVaostUsWl8Co6OAdTtwVLQ0g+Go6Ck7x81py9fiGCkl21nAeWOYbOodw40wXHc+lO8cBAp20pDzwnFWduSJIggCqtZgzMCy1bR9z34eUrYDmbQ0GpzzYfrWOYZBMw0iIikIY8VODGdVjzpdMc1CppE3Z6TyJseq0RTV4B9MJZmtKuZdxcEkZ38UsZVHFK2m6gfOVhWNaZiNIt+xV0IW8Lj/XaQUcaQYjGSSKfI0omlWlE1NKr3vro4Ux4uaw2XN4ARFrVk0DjmSLBvL4FrO1x2vasMwDFyUHcY6tNbksXrcCw9gW0okAYO2HK9K6h5yaVmvaxYtaNMRRwVCWLZGKVt5SBZ4317Xd8zWjiyELIlJI8nQa+ZVjwGU6IljUOPIk2RrSxwKpmlMGvmeZEngsBYC4R3oEk3ROOZlS9cPNG1PgGM6DjC9b8l0UbSMx4pA+qhzNfgW8oES5Bu2MJTP52t7z/8pN76+xzWe+A1nue48s1bb+yRuJUkCjdb+Oha1pel9RFLwpDC9qRuOVw1f34s5KRTTROGUT9+IlQBrWbUd5+uGSZb4pgcqJZZwVnbotuH7RYOUkrOi5aLcBA/C0DOsS0FjfUH8VhaSxQHr2nBe9pyue765HxNtUnAg4GASMeiBsukYxZJx7qP7Vac/wE7/WfGRws059/rl/0KI/wAv0P6Uc64WQmR4Wr8vZYXC3a2Ub95I2Y4ss8Zyumy5WBbUGnYyBUFA0w2cV8Y3ktTG5zVtevyfrxtmRUsUBry2nbBqDZEUvH+x5nhRY7RmP1VoK4mDTTi/bLkoNdMkYGcUEQif3rCXKi4iiRl8kGKSBdT1wOmqp+w0s2pACsjTkEkuWZWwGgbcMLCoLZ2x7GYBQzvwTtFwUQvqrQC1jOh7TaBglErfNdg5tjPJfWu5WGnODHTAYCu+5XbZnqRUXcnJqkcPFhcEmE0rnjQOWbaG7cBA4JNsi9pyuKjIAkEkBVI6iq5n2Urfx84MXFSa41XHVqwIpaY3iijwbZACKVgPXkA4Z3Eb3opVPfjOrUn0+J5dFqkP1nK8aInDgFRqfnLe8GAN+8DOuGFeJ6QZtBo2ijfGSYrOcrzqOBAhRa1553jJg3nNjVzRB1Bqx/4oJI59o08pFUp2nCxatNbIwAd7LqqO+2cli9a7KA5XNWPhk6sn4ZPaVWMcnXVkxvsvz4uGk1VHJARJHJInMUhFHggWzYBzYKMA8I0zldgQWqcBkyRGOu+rnG8izUZrtqYZ307HHEwistQ755thYN0MNL1GKcn5quV03bEdwzhXtBr2Im+NjKKQxlgWlaGZ2sddQcrWMW80WhsWrfERWkA4y8myY1k3bOUp25FPhdpNJMZ6y+bGOCGVhvdPLXmo6IwkCdTjSoppFjMrvd9RKcFBGmFE8LlwK3ySZpW3nXPDZqHVQog/CRwB/+nnMK7PFYOT6GHgYe2d048WPcsWlh08nFX83J0JrXGcFANmkFRG0A+WPJbsT3OcHpita8ZJyGv7IyajnK0k4HBZcVENbEWghQIHy0bj8E0tU+XzvSZJwKIZeLCoqRtNFgcUrSFPHJNMUVrQZsCYiFw5Vr0gUAIpFFL0BLqn1QPSapwRZIFkoeBo1aONxA4S3decrDp2RjGTPCYKFVuJ5HQF81pzsvKqtxIQbQsyZbHG0/rt5Iob45DtUUYUStp+YFl39H2Es/HjEqxl3fFoVrGVSFZ1R6chVQGu75gZxzh2FK0nhLkxidGD4GitCYTkazdzQimZbJKgx6HEWm8Krdueoh0wCEZxgLWW46LFGl9KNUlDLIKqtczmYIAzYLTsuTtpGB3kYAeEMQRhwA1lOW8dgfOcplIYWq2x2qBdyEXRstSKr2zHnldh0+/vrKg5L2oCIpADgRRIvO9LGjjqJVhYaF+rXKwbyt6xl8HuKGEUSLQeWLe+wP/+rGUvk9yOxpsIsWWxcVFMUx8IKJuOw3lFGninfNMPVP1AGkomecxF2XDv5JzDBn6mG/jOnW3uTGPePu+YhNZro2bAGIdSgknoS+zsABeFYBgG5pVCScVuHnEwirkYt2xn3qdctp5jY1bUnK07eq3pe00cOuZ151u2G0HX97xfGurWYicxUggWjXe13J81HC8aWoJN1FdyUrR0w/C4I8t2rrBOEASOrUQigw8STn9WXFW4VcDvB37tqff+CZ5lwvrSoG1bfnhcIa0mjhUWwSSAVQvNMPCoHLBIlnVP2xiq3pcgva8Eq3XNe4uOquoQUlF0hlf3J4xiSdcNdG3DSaWxMmA7hkilOCQijai12/S8N0wiSR0rQiwQsg48h2bZ9Kyajs44dkPf9fTdqiV0A/vbY+JA0TpFpR0DkvO1pqxWWKXYzQJkELGVh8wbTWc7ZmXPq3sQCccPj9e8czSnqH078xAIBTS9ZtEYVnXHvPJtfqSIiUNf4lPUmqp39HZTNzhoinrwnSAC7zB+OCtZNwO3pxEP5g0P1yW2jQjChFxBnkWU5cCi6ThdGFKtmMSSnZFvb75qvcm1an1Bd6Sg2bRvr3vDqu4Jhe/Yq+SmRXkouTGFe0uwQN34Vt7FIFjMO1aRY1FpAjugjWCpQtS692ZirHBSMCtqzxgVJ9SdT1NINh04VrXXgOpWIAOfOIwMmKShL/UKNNMswjUFxbqm7TtOy57zJOTVgwghFYvWULc9Vg++QB7HxbLCOsvXDmCURAjpcxC1FZR1y6NlzTgWZGnCybLmraMFAY4sEFTtwHkNsxU0WwM7meLd84p3zltCocnzjGSTnH6+7mjKnqI1PCgVk9TS6Z7dPECEklFgOap7eu3rpdeXkejB9zScRJLKCVbO8c5pw07ZsztN2YolVigG3bDuoOs6Ou0j3EXZcbgoOVt3ZImvjugGzbKsPZmPEIAgFJbTdcdFM3Ajj9mZ+LZXPw2CmD8F/D0hxP8KPAReAf5F4N++tpF8gThaNSzWNVmiOEhDwiBhOYeiAeEGdgLLSdmTKYFD0hlNmvruGb973LBYt14TCx2H84ow8nR0i7rnwbxnVVZYFXNrEmMvmzg6iTWWedXRW7cp4XK0g2FZtszqjlAI9ieJryDoDIP2lQSPzmvK0LBoNa/vpOznCmt6RqLnwcJy1rdYoXh1Z8RWBPNqQDqDM5plo3l/VmN1x48ezZnXne92i+dpXFsQF/DmvXO2Y0XR9NxfaiSgggCBoGw6KiMIN2VaJyvNvG59Ym0gmBWao1nJ+boDNEeLmvMWJmpARj7Tf7s26KZj3fQc2TVdYbkxCZmMRux1xvc4k3JT/C1xyMcUg/GGFzYShjePS2ZNTx5K/8A/Zc8Mg/cjBW5g0BYjYVG0rOuGNE1JQp8TV8eCB7M1988KMD2TPGVPRCwqjQg7buQRYRCwnYWcrDu6wUcsJ6miHSzn65qj+Yo4jPl6JPh/DjU/Oe2wwP7YsqLnomzobcY4gLPOYLXvMtzUAz9ZGSaLjkQp7uxPfeMDwGz6mknpiW6yUDEKJeXg6JuGVjv6rkfUPok3cj2n6466aSkaQ+w0q7KjlsZXzFhJ6nyXm4kYGEcp00TRGuh7zdvnNe9d1CyrjmbIyULHorYIa4lCRRYnpI3kwaxi3TYkQcIBvqQwcAOCANN3HJaO23u+guXRzLs1QgWTJCJRktOiZd0MvoZVWGIpOW81PzkuCOKEN3ZS4iThaY6F68BVy69+SQjxfeBfBm4DbwF/1jn3w6ueSAjx7wB/FPhZ4L93zv3RFxz77wH/Pr6O9W8Cf9w51131XB87Ft1RDpa9zOchrauG9+dQOThZO96Z9fRCspUF7KeSLDGkwmKkJJcDMyR3pgoQVNo7mCPMpg2QZpwIZBwyGMP9sxVJqMgiQVH3SCyLqmMSS9rBcVQ0nMxbVk3PeEPSkoSOJFaME58rZYTjrNEszlqQith0vPmoxOnOJ992Gh0IIt1wEo/IAliuC+4v/fUOdkm5Mlw0HbGDcvCCrcVrPEcGbjcdDxYNZdVyf94SYdjJA5yD00XFvBO8vp2wOx0TBSDx7aCK1vtlDHBeacpe05UQxBAKy1mxpklDXmtb5rWh7zpWQByWrKsMuoZhSElCSR5aHs162nYgwLBofNXEuvNpIWdNx7xYc17D9l7M+brl15/y+uoN32xvBcOGI6Eoaxat5oYQVLFgGAw/alrefO+Ut480OxlUzZqyc7y6GxIHG/avQPoa0FD61uPG4IygaAzH8xW/c1hyMOrYncRczJcsev8wHThQztG0mmHoaGxA3Q5UTYsWAeiOh4uaGyZn3U1YrisMgpuTGIkniv7GgeQreylZ5IvxX9+KKULDj4/XzMuWWQ8L4CdLxy+sG4IgYHcs6ZAcFzWremAnj7i9PSa0jlj1lC4kGhznm35+qwFu5Rl7qWTQilzBctNbrh48r2koJXVnuJgvKHu4aXseLQKsMUzylFj6eutXc8ntrQjMwMmqJQkd4Sghi6VvmRQFKCxH6w4lfMOIVdnS9h1KBpihRzifV3iduPLPOed+KIR4Czhwzh1/inMdAX8W+MNA+lEHCSH+MPAngD+0+c7/hC/Q/xOf4pwfisNVy+GyJHIBFsFvPlzy442BXRTw/skZk9GU1yZjAuF4eLKk7C2v3RghRYC1DfPKMsmTTR2o4dGy4aL02sxeqhCxwmjLuxc1kyxkGgkezmviULCVxzSDYdkYlquaZT34nmih5cGyR+iGsjKEN1IEEuVAMRAJSVNJfnSx5EeHmljA3hhaC03pqDuHDEpu5hGnDfykgAGobY2wnkC3xx9v8IINvHmaK0ngLGfrmrIzLKqaHx3FBNLy45MVg7Fsp5LdScbOKGUrj8D6vCVptA8YbOav6wADJw7OWwjXAztpRWxregHOwBKBCAZ+67QhzFoOJgnnq457q5r3ZglfubUxUYUjklD3miwALSParuCstCzKnqd3PAe4TeRxUWnOh57jZUE5SCaB48eHNbWV3BzHXNSaZQt9C+McdNgwqwzfiTzXaq8dxvQcr3v2IkutBbEwnBaaHx4WvHtY027DV3dS5s1ABgSBD2K0FcjEMKsNTT9wtiw9ybbsUZtegFJAt0m7Oas0q6pnd2LYH4WMEp98e7xqWTQ9SRTRDz3zuufhouJoQw1arry2tx1K1saxnUruLx25dNwYh3z1RkZZ+oBYU7eoPGGcKo6WPQJFowXr3rFuBh4VHa/tO4be0vW+bEpay09OV7y36mmNotQpUrcU7eC12Lbl3nnFOHS8Vra8e15ztKwJnaBsWx4tahyCn1UhR2XPuurYHiXczBVaBygZwGaDXNY9cSCYBtcn4a7aZnwL+K+BfwX/vORCiD8C/H7n3C9e5Tecc39781vfBe6+4NB/E/grzrkfbI7/j4G/zjUKt77TLAqItGa+WnJv/uSzIwMHtaOXLW8eQd8P/PbDCmOg0YY744CzVc1SCfbaHqECtscJznqavqrVzFcNvbSo2ymjPGU/9aHw3kGOwWhDHjoyabCJpGgMKoy4PU24v+g5m9dctJZ3zyLuTkOazhder9YNP74omZ/BEvj6FsQRPDgEF8AYGIQlU4YJj7lxWZbQxBAJqDqoNM8IhQ4oBt9wcVVq1i2UdcupLFDOMi9bjBQ8WjQ8XLZMsgTnPCPXRWM4nVfMi5JWwyD8jqR66HqYAxPg0bzAWihLUCnEQtNLwY1UMAp53L23qFtW65pIGLR1SGtY9w7lHEYI9jPB2TLkfG2oq+bZ+woEeP/Oo4ua06JjUUGc+vK3e0tN1UDyimM38Y0oC6CvIB85MuXPWfe+BOnRRcXRvMZmDhtBJmCwEmEblgMEa3jzpET3g+e71dCtYCShTDuG1vdBOypbbGuRScDtxKGk7wqigEH3LNcdqQgpoxCJoewEVduThApnDUXdcrasOS8qDk+f3Ne5hdliTRxG1K3m3lKQh5JGhIRS0htH2QycFR3CSV7ZNUgVcWcaUWlJpEBr382mawfWnaHSlvuzhnWnkU7z1uGMYu342q2Yf/K1hF97Z8F52ZHOA9q25N1ThxMFrx5MMYNn5uqN5geHNasexuGC7UwyKweEgINRzM1pzLvnFUVZkecBsXKs2p7t7HpVt6v+2n+D14RfAy5N0V8H/gvgSsLtE+DbwP/81OvfBg6EELvOuWdST4QQfwz4YwCvvnp1hsF1XVNo6Au/UFZPfWaA5RrSSNMGPbN1zaLxEn1r1WH6jtM1xMrRDA1xIEmThOB2jh063jsr6BvIpw5cTJ5EOHwez04eIUzHOxc1kxCyLKXTlvvLlnStSYVFOIEeaooWyibigo6ToiYOoKxg0fjxNsDhEg42JkqoYd6BAh6tBnr9xK8WAosWzir/vepD5uQnp5CaJdpCUcKPa3jlZsMoCqhqsMKhu55EeJPxwbLhbLGmbXvqpuIHDy0XQA5EeJP3ssNCDRgL9dpHpCMNbgQjp1nUmmXt62SLtiMJFUEYUg6+NK3cdPGYVQO7iUDIiFuThrPC+32eRg+cVz1rLfnJacdsEzi5FfuqFIzfDJre8jT77hwYryyPlh13FiW7mQIR+NY9UqCUYN1bCulQ1jJbOkrANtA3JXGcMKfFbK61tFDPDO+Nl/QuYllaAgOx0hw2UGOYhpZm2OKi7Hkw9z7cG1swSSN609O2Pc5FlGXLm0crZvMVJzPDxXNr9Z2Lhv2tjqIa2I0cQgVUTc9b7UA/GB6eX/DebEHfSOIwYLeoCcKQSRqhbUjZ9NyfVySx4ue1ZhIppB04X9ZEbmBdDcxKGC0q3joJOFp0vDeDul0jO6gNMAwk0hDGEaHqqeqO1drP60XTsipr3jmpuTFKqIaeN4863j8vOS4M28oL12wM6qfEW/rPsEkFEUJsKjbcuRDixvUOB4ARz8qby//HPJdX55z7y8BfBvjud7975RZMh+crGvyD/mFYtDCqPccovdeSAMoGQuujckEMyw1Z7yRv6AfD26cF7y/8w51MfdcJJRyD0Ri96aEvDCfLFpFZeivoWo0bBk6agehII4KI4yUsaphPNKLrOZpD7CAMffJvs2lGcg6oxmteHVD3sNsDLcw2fjXwD9y84pkH43kU+GjxceknObeQFxYb92jfNJdZZzleG0ZZy8NZzfGiY9EOtMbP0cCTuXoaHb4GsepgjRfE0RLOlo5yuCCPQ+JQ8PajjrUFjGYcCYpBEEowQpInCqkcgx44WWkMgln9rHDTQN3CVibpWn8ugPMVtAXUDjxVwEBZPvNVLlp4+96Co9KSy56t7V26vsE6+MpY8FtzXz87rx0/OX8yr+/M4O60JXpqPXXAuYb3Tiy3d1scEEpY11DXfo76fkDIY6IwQWjDqpUM2jCNJY8WhmjDF7FqNY/O1rxzWPOweVbjTvGdSt4/LzitYBI6kkDw4LwG4Wg0nJ6vWawgFZbgouR4oUgjyfZ0wsEo4OG85f5szSQO6bWh6DTHq4ZHy4rdSLBu/Do7v4DT5Qq90foXaz/fDTBr4P6s9XXLqxbd94AXLlIIlvXAybpDG8vWKOFiVfDwoqGpQUcVj2YJ461dBv3UjnMNuKpwWwF7wGNfmxDi1adfXyNKvCVzicv/1x9y7KfCb7774s9nwGwBu4uBpx+fWeuz9FcWhsYXVV8A4VnJveMz3r6vHwuU/cZQ1y1nZUysAqqmY95Yom7FbOVXadYK9kaSO1sx7UXHw8WA1gOL2udtiUc1NwK4cF77YuADyY7zp0S6xQupdnh2sio+XFt7HiflEwHYAf0A90o/ll1gfDCQCoczhshpFsWash5Aa0I+erMAWBZwcjnmp97XZ/CNg5JbuWRWebP2sOg4L3ucUCgRcmMUU/eGddVwNF/z9umS3Sxm8SEr4qKAvdFAEoLeSIIFsNjMU9HBbuU4Wz37vQr49QXc6lb8XyPLwYHlzftr6kHxWyjO+4A+NPT62bm8qKGrP/zal5VvzDhr/P0o8BotwHEN0XnPOOk3fBwh51XP/XnNg2XHQaoIQs1yds675yUPmg/mXfXAvAFjKx4UkLiWaoB3Zx3THG7u5IyUb2l+NgOjK3ZziU1jJiND3Q60bUMoJdM0oO0H3j4teeveCT9cwJ0Ejp+a44f6yf9beCFtgJM1/MO3T8lif811CYd4LT6VDt239B208YBwA81gqQc47yFZOc6XFW/09nGzzuvCVYXbfwv8LSHEfwhIIcQ/BfwneHP1uvED4OeA/3Hz+ueA0+dN0s+Ct644h8+fcAWsNtKrfer9hyv4W79W8P5T771dwO3zgkbGbKeKRPk8otVFw2+feZPxq3sF0yDnfN0zW4OwMBgvTAAedv4PeCxkn9VV/AJ//vWnDSs/rdlp4FHnBabDC6T7i553Zw23tmNWveVwXvHOhSayHy88H33EprwA3p+tUTZhBSgHIQNlWXPYCL59kGM3rcDPipb75yUnxUDTDBwtPvh7hz0s7g3PCNCn0QPf/6gP8ULnN39nTXqnp1h1ROOIg8KwbBN2dxQqisl4IqBX+Af8w/DA8ZESvwbeXsHrDRxbQ7m74juvTL2Pse65kyiqBv7Bo4Z7qw//mQpYrHpqAQsDjwbNW0svdG638I/fHTBWs3JeuJ8sYGdheW23YTod6LqeVQ955Fsvtdq3Rj9cw4MKLqqPTmSdP3Xda+DtmV8zlxF48FrK9x/AK1PNvIahh3tJgek0J2sv7Kc9FE0HwhLJn45w+8/x8/tf4ZWIvwr8JeAvXvVEQohgcz4FKCFEAmjnnH7u0P8O+GtCiL+O903/IvDXrnqenwY64O0Pef9XjuCfNufc+NoBbmg5WfScnXkBNQCnS3jLVvzfc78gJjxZGJ8Wn2V5PP/dpwWpxS/g185WvLGbUDctdaeZlc/6ED4N/tERnJy2jx/gB4ue+7M1j0rJTuQ7sJytajrjGOqa4xWY6MNV+ZZnN55Pg+8Z4EGHAF7TPUEDJtE8mDes+ppHzx1ffshvXAUWeHezO5kzx6wx3G1bZuuOh4HCoakX/QvXxO8+NQnnPLn2ox5+9d0Z87kXOpfnOwXkDLKtkoMU1mXJSkMkHdM04vY05TLp6kUZ+s9voMVHHHcBrFebMj8N7y40XfHk+N7BSFkeLmte2YrZ337BST8hrprn5vCC7MrC7EPwi8B/9NTrfx34M0KIv4oPUvyMc+6Bc+7vCSH+HPAreLfC33rue18q/NopjJNTsjjmsOg4e2qbX2t4OH+yA35WIfF5owL+z7cKJqqlaA1vHl/PmC1w76l5+d45BL9zwt7eFOtSLoqGd85Liotj/u5Gsrz/vMr6OcABDyswFbi4owpgNVyvX+gSRw7+7q8/YvEV+OEyYFgZSFIeFVfXxJ8X6j/8CA31GNhd1AQ3Yw4X8KiB72fH/KHfd8DuJOHHn3V3eA6X4y+BdnXJiuHRAP/wHnxLzfjOXoivEr4eiKtQIQgh3gN++fm0DyHE7zrnfvbaRvMZ8N3vftd973vf+9jjnHO8/if/ty9gRM/iDx7AD+Zw/rxd+RIfCQn8q98KeWM34+/8cMWbH2KG/n8RIV7b+rxJSr6dwA+eEmT/0ldDXtsO+Ivfe5H39HMayzb8W3/wa/yRX/jmxx4rhPi+c+67H3fcVc3SW8AfEEL8L8C/5py71MS/csXv/55Bf80RmaviN09/Kqf9UsMCv/zWwO99nfZ68UXtfz94TkP7O+9eOky+eLy3gJG6XnF+1cySAfhn8UGQ3xBCfHXz/peWAeuLxmXC6Eu8xEt8EA1wXj/vfv9suHLanHNOO+f+OPBfAr8mhPjnr3UkXxBCJb586uZLvMT/D7Aur1dDv6pZ+rgPiXPuLwkhfgj8D/jC9i8VtIUbOdy7SuLXS7zES3xheO/s2lJZgasLt3/u6RfOuV8VQvwCvrj9SwUlHFnM1bJaX+IlXuILw9HpR2UMfjq8iCBGPMUq/4+EEM+bsIfAL13raL4ANIPDfE4M1y/xEi/x6XHd+saLHvOnDWDNk9zTy7/L975UyCLJ7uinPYqXeImXeB53k+v9vReZpd9+6v/XP/KoLxmklOxPEj57HvtLvMRLXCfW18wS8yL2q4dP/X//ek/704Nzjjy+bMrzYghe5rp8ngjxpoPlWRNgCsT42t7r9cK8GBn+gXiZsnN9+CTP0M/fjD7+oE+AF/ncfokrjMs5929c64g+ZwzGkWQpV1nCvqv7ZytG/yxIuGzA6P8sPFO0fZ0Y88VfZ4i/xlEMrvO1kTnwxk3JN7YCTluBNT1//+H1bzFTvN/l8uGT+Fq/UQ63enj7C3S4jPj09am/1xHhCY/f+5jjMkCN96713C8yS9+51jP9HkEgIZPmY3eUCTAJYJKAkHBWPGm+CP6G3dmDwwsfWXkaKV4TsXy2QvgIf9M7vJ4peVIE/VHI+OSUZHv4/vVSw4On3n+m0wHXr9Eo4JUJ3NqLaKue4tSfbzuJuX1jgi0M48Ai2jn/x/nH/drV8bUUbk3g/gqGDqzz9zhLYBxDEuHblVwzAvyaM/g5359A0/n0pGH46WygnzcOYri7C+0Mjl5wgXcn8DM38ms994vM0j9zrWf6PQJtoSFizIsf1hiQCpIY0gCaw74xGAAAIABJREFU5kldaAbsTOHmdsbZrH5GSt4GJlOYr/xu/FkLWgb8og82Y7rUdp43qiebzyY5rD+mMeXT8DQ3kGUQOdhfb7gIgFEKweCjWEJfn3AL2DT0FL7pZ5qMQM8fbwYSQz9YeidI04S7tybcmhUsrL9ugRf0n8RkFfh5mwD7U9gdxWg6P68SjArZTqAVMU1dohaf3SQe49eAw/c/i/HaYgxMMvjmjZCiHbg3h/RzFm4Cvz6+gH4DSHz/PyXgWwfwnYOcNLV8p2349cMP7+ZysBWTZtcbUbhy03IhRAR8E7/pPJ3U+/evdUSfM0Il2IkFmYLiBau3BFTn+9QPGgYHX038Qg1CyFNYtQNpBqLy7wtAKZiEEE2gcVCsfZuZTzxOntwcAYwljDLfDXhu/INq8Ys1xu+QYeJ5EsIQ5sPVtMYQiAM4GAuEddQD7KSQxiACybqyOAc3I1icffowTIIXFoZNB1lgbwR3xzFf2U8owxHjRyWDhfVgaAbLrVHMq1sxEYa7B2vUiePY+fn4JIU6GbAXgjYwGsE0C0mimFs7MRfrkllreWWS8K3bY07LgbkwfGfccG/96ataI/zGMQVSCXnkX0cGzADjFPI0puwdearZy+EH59ebDjHajKMDtgEnwTg4d9fny0zZCLIQmsE/B+MUnPZcHYVWlGrE/sQiMkV8WH5AuG0BURTS/zSaVQoh/gDwN9hsOvhNfIznMH3jWkf0BSCKwo+9uwp/SL3RXCywI+HObsg4cJw1hgDDq9tgLRw2vj5uMDAvvTAU9pMFJC7PCX7BRBIW1guGJIZRBLbz7FEWv3gdsB36Lw89yAzyHHaX/iYZnphC8MEdPAbyEUwSSTdIJmNNEDgII3bTiFHUknaCu+OAtm74zRc4hy5N2Oc1kBjvS7sUSFMJk23YzSQqTphmCduRI01KYgd7eUwSB6RpxDhPcEi+vt+TigXqAmb9pj/Yx8xngF+sYwkyhCz12rh0kESKaBh4Z21Z9HBzq8c5Q2clO2lIve/QtJRrP3eXGu5VharCz7vCbzZ7081aKKGX0Bq4f1GiLeykAXcmEXujln/wvv3QVu2fFNtArjx3hXV+riYZbCfwqvDkPb/9GaudcvxashLyGPa3YRoJit5xdO6ZyAIpmIYWiaIZ5Ic23cwE7KQR4zj8bAN6DlfV3P4C8Oecc39BCLFwzu0IIf40X0LG+cF41vePG3iJFyqpAmP8wm4GGIQiyxS6beisIoxDVNihN23HA+X5M487/yB8Ej6fWzzb2XW26XCrgamCwUJp/Hk2VAnczGA7hcOZV/cPHEwzP94BL1gUTxzWI/yiPMVrNBMJODx3ZSwQImBoBzo9ECMZZEweGYIwYmun50ZpWPHEp3iJYPO7gmeF2w18AKTBC5o4AWF8G/eRsmQ7ikQJBAG7Y4GQgp1RQhQFKBxxoLizN2JW90QYMlXxsDDMVk/aln8U9GY8Bn8fdxIgVBihWDSawTjs5uEPhfKtr4uaEEsSKJTyO3iw+Z1P4vZL8IJk0XruCOtgO5MgLHW7CRQFgiiIkNayMgqlUt7Yq3j/wt/Ly3t4VYzYCFMgCkBF/h6nQN+DNZAmihujhN7Bg1X12LU4xh/7SayMGn9POwsTtRFQaUhbeFMmz+DrOyk745xu1XKq9QcSa0fAzjbcmqSMso9k/PxUuOqz9w0+2KjyPwPeB/78tY7oc0aoBFIJ4isc2wO3RnAQ4QWAAKc7ZqVkHClGaUwuHWdhR4yfzFtjT8bSP/UbV0WaeJKWmicMUrDxfwX+Ib3s2LSRSagA9seCs5UnBKl6GIdemFj8dzKe+O4yIFEwNd7XNMogzyWBchiRsL8de3awVcdJ1YNUjEOJEIo7k4TFXkW8gvXwLBlMxAf9YFtAKjy5TYwX/NaBHUDGnuczCAOQiiwIOdiakgSG3VFOLD1toLOWPElJogAVRgRxTx4a+hxc9fEPowZE4DXfJJIYqcgCxSQNGZyj32kJO8HeOGGchIzCEOU6BisYRT7A0HcfvYtfBlv6596LJeSB19KE8u/GQcROLtiKOwYRcpCHRKFiXvX0Q08WRbyxm9K0DaPOC6PO+nl+XmO8TAm7nO9LrTnBB0e2UjjYCskDw4O5xUlIM5BKYmVA4Bx3RzBsdr2bOUwTWM6u7vvLN9edyY0rI43ojUFKRT42WAGNUzigc5JYKg5C0IMXikpAFMPBKGRvErObf0GpIM9hhR/PEjgWQvwMPg3pS5nrnwUhN7chWPjd+MNMDQXspnBrqphOJ+xmARLHcaFp+pZUhbxxMCELBLPOUnYNIoJpLukCy+jik4X3JZ7A+HLH3lLeP3MB7ArYnmx4KDvnOUHNxllt4NYkxx6U9KcwjmBZP3HaRsB+DnnneTUt3ozu8YLntT0IgwBEyEEuifOQb+2OSKOYsi5Y1Jo4TIkjySga8bNScC+u6TrLbzwVtdgT0DlIQsiGJ/wTkxQC6xeytd6ECXLvs7yzM+a1vZxJEmAGx2v7GZGCUSI5WTTMW0EzGG8SCoHFUvYWpzwNXCo9S1eFF54JH/SRGbw5dnscowKFM5Y0S7k5hnkreX07ZUeH3JxkbGcRP3sHFl3C+aykd7AzhnUP7Yf4FwLgjoCV8/MZ8UTIK+U3J6UgjGESC/IspGlBhgoZhBxsR8RhSNvNWNSWW5MQpRRb4440tkjl2bKG0t/Py1SgO5G3DtaDX7sGyAVMY5AJpCHkccDdvTF6MMR9RSocSiimacSdScjJumN7Kmiso+xACs9fcRmd/ygIvJaXshHqwkd9p2mK6XsGo7g1SQlsyUUvGMUBu1nI8bLBCsGdmwIzd6ChG0BK7yLojKNoNdPxCx+TT4SrCre/DfwLwC/j+RN+Ba8M/M3rG8oXg8E4ZODI4xCdDJx/hIf8bgB3dwJu747I84zXd2LCQDHN1hwXITdGIXvTlHEgONzKENYgEGylIaGqOb+wfsfian4ayxMSEAFsb8PXY7hXwBs7kulohMNxMDKs2oHjxcDZ2gc3eqfIRwmvDT03xhGPli33N9LlRgZfOYhoup57F5vUA+cfwM7AqvEsSWkoMcpRtZohEOyPFcKlaGEIJUzzhJvjiHU7MMoEo7hDXPSPc8SC0KczGPvEjLNArf1nSOhr79TemcCtvTFfP5hyc5KwM07oO0G6aBi0pWgGmt5gNHTdwLxuWdc9bWcZR4pIKCJpaFPQMy/gA54lUUmAbbHRmoQf/840pqg0rbGshgCDxAUpWSRpnGXeDF6LlAYVKrbTgHWraXOQ5ZOE40tsAVEGYbXxi27eDwCjQUsYjyGLBFEcorUlSUP2soAsiTmYJGjrOIoTrG24P1+zmypGScBuLgmV5MTV1AbCxmsWGV4LdRHsOO+0dxaSxGtQYSjZTkNEGDNJAmQEjhG5spTWIbTjdFlzXDS0nSORkIzh5pai6i0K94xWmOAF2aX/dnQ5hhTUAOMcXt1VxJHiYt1iEbwSJ8idCRQdMlBYB0XnKBtNLhWvbwNWc9oADqwLCKSk0z+FgIJz7t996v8/L4T4jc11/u/XOpovAKEShCoiChxl/9GCJ4ogiwAEaShJwohQCZSKubPj2EoUvRNoBze2R0yymEXRcF719NqSpD6yGXB1J/QWXpPMgLu5YH93m06sybOU1/dzOhQxhovKspcuOV5bdvIAY/0uOM1CdvKQQGiaUiNj395pEgXkoeBk2XknL1D0IATECgJh2B3FBMLw44uW0+WAQTGNJK9uJwRRyu1JjBSCPFIo0SOEexyYiPACLJReA5BA2nizuRrADSCcf53HMM68qbtoDZNecytUCBdQdJq6Hdgfp+xNYmwtWA2O6qKmHizW9LQOQilxQhCjSUPIjN9pL01DCeyHkIcgAx+4AEAE5LGlqQaMkWyninGc4KRCCkmrDct1jx16euMAzcJ4isBpDjc0vNP5h3yMv9628z6uqYDtGAbp74UAwsi/98reFIll0cGdUcj+JCUIQnbygLO14fX9lFndMS8bjtcaKRQqDdhJY9rJwKwdyEJPtej8ZbCfByTSoa0gjiRCRQgc1gqyUBEnIcaAFiFxZBGBINaCedfycFnStV6rFBFMUsk0jsmCAXNjYNV5rtf5Zu2OgYPcT6x1UNU+WCDUJgFaBIzTmKo1yDAiSQLWvWWURESBYtUOOD2gQsUoGzESglXdskdLGMXcnkbsZAF3tq7iLLo6PhV/vXPuV691FF8ghBC8tj9id5Tw/kcYjhHetDssNKPUcEN4R/ckj9jqDLV2NFpTacPtvYg3woxZ1WIHzXnVYlREaHpGCnZz+FHx8aH3PeBb+5DPvLlphaBvvFl4ME65Oc0wIqDpB4JgYKUmaDWQRgG7o4CwkJxVPYdlh3IBX30txuqO1oaoOGG9rljWXvhsTSCIwAgIQokMQlQUIFzAOBUEVlAbwZ29EbfGEbPOIZVkKwtJ1jFRqLFY5MbdHeCjkAcJ7E8j2qZH6A0xtPPmSya8KZklsB0HNIPAFg1JHPP7bkEQBEghGAyAZXeUcGsqSaOAVjsmieShVbRdi5GwnUVEKkMFBaKCoYZi8/DvArsTzzHbWFDSseodW3ogCQLGkaDuNVmWcXdvRBiGKCmQTnN/3nK2EszaDuskbrCkGdyYRoxDiz7UnLebQI3zDPZsnPfTBHoNJJBGoCLJJEpI0whhDTdjya2tBIPAaE3ZCgbrGCcx39zP+LET4AaaHqzRFLVED44shDCAtPeC7fZEsb+3w9D1PFy2JFawv5UyDgynlUVKR54qht5Stj3OWnAB23nInXHKq1uSo/VA27XUvWMrTQjjiMjFvJEYVmVFWxg21iM2gRtTCIOQCMtJYqg7aGtQFgIlmCQBO3em3NpOcDjWnSONYZqGREFAlsW0xiGVIJGOzhm0CrgzTdnZGjHKExojuc6QwlVTQV7FM1D9PM/52Zxz37jG8XwhSJKUO9sZb6Yl25X301xS68Vs1PEIMgVKeAPLAdM0wu5IT5xcCWIDWRKxKgacE0xHId+UY2ZFhR00YWMx2u98HxbeD/EaRw58ZQ9sJHChQxo4ay3z3rLuoRr8wx6lCcIM3Ju1VL1BosljxSvThDRS1F3HSenIA0cqoBEhoe2wOuLOSPFOBusG6g4CB1vbiq/vjbBxRCYd4yTgq3tTsjjgZN0ThYqboxCz7AmVxFqLsI6dRFBY9TiZOMRrurd3MuJAsuosTmm6TWKqxedX3czhzjQhTWLm7YBQIVupJAq8L+gb+xnvKUkchYzShDxN2BuFrNuBZjDsZQopMw5y6GxAiKbrA5QAlWv0uXfC705gPw+xxkdEhRNILHpwpKFgK1PUvQCjMcawPYppjWA/z1FBxCS0OASZSFh1NbGEMBAgAva3NLLyFR0aH2ww+LQd43wEdJwoAhWwl8dMRjFdN6DCkJtbCVYFOOeIpGLeGpreoOOQLEs5mErSUHM4a1gPHYumQSnB3jgiiSQxlovGEoQhN/KA0XaAFYKua1i3mmQc0ZqOWEWMkpCLvkPIAOzAeTWAdWwdTPi5gy3uFCW/9WDNVmZJwpAokDgkTgS0vSaf1GytfDrJ69uC3TylQ5EFln3ZcSE10vkMgmXdcTDVxKOcG9Oc+bolDBWTRDFKIyZZyCvbMZ222L6j6CU6CGgGzawe+OrtwK+L8Hp7kV1Vc/sbwFvAn+bFxOJfCkySgL1xyk7mfSMT4/Ogboy9+bQafLqCQ2CtV/1DpTDGUraWnSzAOEHXaZb1QID1nwchxdBTm4BpGlDrntbCSEFvfMRtC6/htMbn0NV44basQAvHJPIlX9+5NaXvBqQwfPv2GKEkVeNdva/s+If+1a2Ei8bSOp8hJ2REHgxICQ5HIBzL3rK8KNmNYSfzpk3Veg0nc5Y8S1FxSG8cDkVtFHfzmN4K6t4ShSH7E4UdDHWvcUFIksGi1qR4oa0A08ODRU3s4MEcWvts+VkLNDVkB4KdUUTrJPvjkCyKyKKAOAwY5Qn5WnNzEnF3d8QoiZimIVLUDMYShAH7CsJIUleaUktkmJEEljxQ/GNxQ6NhexQjgwAzDAS9JQkFcRgTB1AZwcE4Ym8roGwNiw5c0eOEJBBQdpqLVqC1pbcBO6MUozs0Civ8Zndnqjj4f7l7k1hbszQ961n93+3utLeJuJEZmRlVBcamKRrTCMHAE2MZCRAgwQSQJTywGNJMEDNmBoFAlsAwoRMwwBgQA4TAKkaoMIXLRWVlZUZGc5vT7fbvVsdgnRsVmRF2XVeGK1V80hncrX33/5+z//Wtb73f+77fwjKGxG70HIbSGawkZK0QPnBKkg9qw9NNy90pkIPHR7hwgut1CyRebSe6VmGM5JAEl0uLTILvp4lhjEipOW8dViusVAzzzJxHpDa4ynHWKq77yKdzJMTErp9YVJqnS8eTztKPkU4H9j3EEDjMmY/vB2KMnAL4kOgR1E6xWTU0WvJqeyKlROvgl54JFlpiXMN5qxiEZqHhNEesijRt5tUA+wleHSKXYuYHrw/4nBmnmUpXbJwgI9BCELxne5xBCp6vHE86x5QNq0bjnMPqn09y+0Xgj+acfz6jo77h8FmyqiRNU3EpRk5TqTzeXzvGKGnmmSlmtJQgBJ0zXK4qpgxDCMxBY7RmGD27PtBVhr/lWcuvfX6gHwMxJ7SteLqU3PcTTmfyXVnoC1N2+JMvf/ya0u1TE5x1cPWk42pT852zGqMFT0+Jb581+JD4eDtTacGHVwv+yJMNn257xJsDIUZwik2nmWZNHzPbfsIDuwNsfeTkSjPh8EiAFUCImcMw4vtI4xQnLTBIPtvNTD5wN0S+fVHzYtNymjzHYUIqicUhSFwv95z2hQYwA9NQppTfP5JGKwqZ9IFHfWyARGDOil94WtFWhsYqhBDMIfJwGBhDYFk1nLWGMYGQBdccQ6YfA7sp0TmJs47rOmOVJknNZSP59F5ze4p8eFlxtmx5OA28uh+YQuLFdcXSaF4fZmKG71w0RCFJCZwp1d+2n/Eh0GjwMXA/zBgB56sFRkuMfBShCui6ijOteRoD2+OIzwqdZ15PgkpohmHmk5sjLzY1311Lfu1V4LQNrG2HUhLvM0oJjBQ4KbiLmf2YIAa891RSsexaOpvZjgJvEpOPLKqKX3rS8tFVzcv9zP40sR9GNk3FotJkbekaS0gCazRCGKTPKJVptECkyOtDpNUe7SwXOmGc4sIkDiHRaEnlHE/PDJeNZfCJ/ZwQVvOsa3Ey8PLgWVRw6keEh2ph+OjKsPeS+z4QU2SOipAEpyhZGcluTByGTECgpaGtHZeLCh8SConMkcFnum/Q9uhdk9tfAP5hSpf0D3wsnERry8pKtLAsXOKUJGMqycxJiVEJox3vn9U8WRgaI3FKMseai1pyPyWuVjVujHROI7TjxZln2y+YvWcaJm6OiaWNOJFIq8i0K2X826PaW7dPSwH3lRY8WyqM1pxCInhF6zReCFolWJmMFAJN5vP9yOgjV8uSBO92J26PgWUd6LeHwkqfI69Pj8NwH9H2PY/dWGDlNFpVhJR46CONCywqx/XCcnOEZZZkoVBKoU1moyRtFRlmz3cvWj6+rjgwsjSl+RKl4GbO6BnOKHKwyxbcHXxMSeJ+CpwvLNedZY6ZEDNKwOvjxKuD565PvD550s2JylpWleVqUfP+2vHmQaHmzNIZrjcV14sCQB/mUjm7KpPGmcvNgl98uuY3Xz5wdwj0MeCDoG01Cc/hOPHrNyN/z3sdQ5Q0Bvo5cH+c6axEC8kwJ0YfkZWhcwqpHc7Ach7ofULmTG0lja0RWiKFwmbNvM1c6oH9DDs/8xtvejat4bdve8iJqnJcrgLGKBCKMUHwmTeHiTcPPUpkzhc1IiSSFEilWdaZtrYsLxqGKPnwesW665jCiaZ2xN3IdhhQ1vB0lZlDICaBILFyCpcUY7BctIqQIrenibq1vL+MnIKmtZLv33sOU6RzkierikhmYRXTHFkmycXKsqgsk1d89zoz+oqP38AgRs47x7JrWSK53w9UleXJUmKd5TsXDUopXm+PrDpNpTVGwBAzhykgtGXO5Tt8zwi+yXjX5PZngF8RQvyAn+JN5pz/hW/0jn4f4jgGhIC6qYjDgJWGC62Z55mHKRFzIkTJxgiEUmynxI9uTpwvas5qTaAQNI2xfHhl6UPGKnB6wS8lwakf+X/fSIaHgfvR0zjNZgH3h1LhbCwEA3Eo3DMNXK7hvG14dfCkw4kPrzs2tSSk0pqfAqzaGq0VU0i8fNhjjOTblx05w+ut5KzRGNkSkXx2t+WT21I1vdV0OuDyUefYOtg0Nd87NwRt+fH9ie0IV2uBMpYPLhx9yDxZWrZjJPhA7QyDD/zofkDGxJOl4zBnziqFqmpanVmYPdUu0BqomorzSpJFz8tbWIpCBXm588w+IKXhReNICColcErQ6UQ/BnId2KwbzlvD+HjUNEZxtVJcrWpqZ1FaMfqM1YJKwdOF5bxzfHjeQIrcnzzOCs6UYZ4837+ZGDwoKWkmz4/vR24Hz2lKXDWKmCTOKgYfEDnRaI1KsB88dWNZmMyirWlzJsZEH0DKTGUs2hgWUnPvA+MU6aeBYYbTYmShMyYHKlvzbGVoG8uysqwqzZQFIs785svMbgqQI5sakgCRBZtKUHcd768qVp3DJ8H1smLdOJxRRD9xu+s5TRLCxM0uchwDTsIYBT6BVZZ1m9isHIdhYn93oNaSi2XNPHn6ORK8hyxYKkE2Gj9nPt95lFScLwxrV8i4153BZc/Hu8R764rKWJaLCqcUAtDGgshcrRq+fbVg2dTMMVJbRVNZLhtNyPDJ7YmQFX/r5SPFJgTmkKjVN1e6vWty+/OP6+Ov8v8DzG3bT9yPgWWlOI2OymSqylEbyS6M2CjIGhqr0TlxmjzXC4eQgt2UMCIzhYiOietFxdXScpwCywpaZzicRpxMbNoGmTL7AE8Wjvx85OU2ojWsnSDWGTkUntK6UaxayzRFxiyoNawah4+JEBObVuCc4/mq5jhHHk4ThzFxf5wICbTM5XiVIlubaWqDyNMXXVoHXDp4fia4WC1IMYEyRFezMIKHPtIacKpQX5TSPG01mcxxHDmOAasVTgly8LzeT2zHhFCKRVfzbFOzagq36pD2tDKwXnV8sNZcLCvO2y1BGBaNYZhmZmd4stAsK0ttFDE53ts49lMixsSEpHWWOUlSDow+o6Qik/E+kKxBS0FjFSElyAlpHGdWcZgTL1+feL0bEFLypDNsx8jn9xODD7x/XvPdy5qrRcX9aUaRuFw2WGOYfMAqQVdbTjETfCIIicgRYx2XdcHmMgWTrJzirHFcLSvGaWIfBvaMtFbidEZkSR8EV2drnq4cz84WXC8rpggL2/CkMhxOPZ0zVEqAsJz6ia0vdKN9qrm0Gm0dl13NkASVhtve02lo6obvPFnx27dH+jFwOA0gJi4bQ8oSHwNP1xUfXTU8O2t5cy/5wcsDiUyjI5tGonPkwSfmlDkmyTQkapmprcIZyXtnFVIqjnNiipnffgj81psdT1vLprPEGPl829NYiRACZQ1TiLzcThitMbJg1pLMfgosneZyVeO953Uf+fYG9lOinyP1N6gvfdfk9o8Cz3LOv+fZW0KIM+A/Av4YhXj/r+Wc/7Oved+/Cfwb/CRR+g/nnH83v7t3DqMkTmuulg4lFTFGkhQ0RnMRHN4rYpZopchKc95YLpcV16uGnDMPg+fheOLmGDlvLKvW4bTCx8jsIx8/DBxn+ODcsa0l+zE/6goFfRowU8S6ivcXmU92Bcw+ax2NNfzCVc2YNYLMze5IHzQfnlccp0wWkZNPPFkWNOvNfiys/XHmMCamBLdD5HaA2hiuzybivgDdVQcfrBybruWsUSwrgas7fvGq4a++LvtV2zqerlukVKSU6GePFBmfMkokHvqZzhS88NXJ08+eKQqsgnVbs3SKcVHx0WXGyoytHBedobaa4xQYveTp2tK2Dc+XFetlw/WqQWtNJyBnRc4ZYzSXnaOxitoIbqeM04JlUzqgxzlRVYmz1jBlhcqJ+9NEypEQBbMXWC1Z1pr9EJlDoDaKDzaO+9FysWy5XC3oasP1cmQ/Br590TGj+eGbHacpQi4SKmMySZSkL4EsFHVlWFWakMpMjmVbsWocu15RP0yMQtA1NSInApBF5v2141sXHRcLx36ISCnYNI7OCD4ZPD5GMplGZQ5KMfYjwWmcEmgjcEZyP8z0Hh5EJiMZjOA0+cdEJZhlRKbAZtFw1Sg+3XvmaNC6KB8+uzvxcjfSuvJ93JwkIma+vx3ppxGBJIXE1arivbOWpdP0Ac4ah1GC2mYqlQh+IsWC2R6nyP448XrvuVpZ1ouGZ5XFGsV+DLzeT1RW01SGRaXZnTzBZl5sHD/cKU5jZB/gw2VFY79Zn/F3TW7/N4U+9LMMFvz3Kaeya+BvB/6iEOIv55z/yte897/MOf9zP8O1/rqxaR3fuVry6U3k9nAk+Jlj1FhXjoDHOZClYNM2vLe0SG0QQjIngVaSSidCKmzVw1ToBq1TKGFoK43IME8zt8mghOR8obAKtDZ8eG5ISeJTRFjDe+eR0WcuWonUmtpZHIq708QPX/WMCVqbuZYKcuZGKVLMCAnPNjUhBIY50ZqZ05xYGsFZaznrWl5sHD+6n7iqJcYY1rUmq4L1WF26WIcpcr3UfO/JghebmvNFjZaCH28HSJll7bhoHfe9wIfElARntWZfa850Rf+mZ5gzOUZuTokoNL/0pGMKgf0Ec4LXx8hdn9Ba0rUVH14teLoqVI/LRUVlNW/2BSroas23z2vWjWXwER8zy0rjXDlyBi8RU0ZJwf2QaW3ifojURuEjdE6zaB2XC8fgI2MYmVIm5UxTWT7aaJ5vOp6tHLsp0ftMnxTbGZ6vDa+MZvCe+9PIMBUys9EwhMzNccLZzHsrx3sXCxqr6ecaizI8AAAgAElEQVTIGBMpZbSQdM5wIw05B846x3pRoQUgNQnYnjwhZa5XNZLSvfzkzY6X24k5Z+YpkuaRymouW8260aycfrQUEVRGsHIS5xxGJH7zs3s+346kBFIYulpz1tYYK4jZM0wBHxKDT7w8RoYxsWgsagrcbGeOc2Q39KRczAWOPvBEG1bNo3JjiBwGz5gkFwtHWyk+en5Gzg/cnEZk8AgpyCLgpOOsknS14em64egTtZYoAXJR433gVw+3fLrNVEbzwaLwHa86xVmjqezviXb714x3/bT/BfifhRB/nq9ibv/x7/afhRAt8E8AfyjnfAT+khDivwP+eeBf/Ru75Z89hBC0VWH2H8bAYSrg633OBX+QikopQhbMWfC01cQM3s+MM0w+sKg0zho2tWGYPMex6CcXTrNuDLe7zCc3O1at5b11zX0fUQquF45zl3k9VrxYKe7GzHEMGFF0dj++6+mz4kknWTQa5owPmdMcWTaahZPcnga2R0/bFAzDGUXyGqECV8ua1ULyfKW5OzY07UgKnuMsOGSJioWZPvSerQ8okeiqiovWcPLgfeCIJIcEUtA5RVdZaiM5zpHzWkGOzFlwOkm6k2Q3zPzGyyPfedKwtIpjkIwhcJpj4ZU58EvDetHynfMGYwxjyEy9Z1VbmkpSacmqq/muMZwtavo50fuZVW1ZNparZcPr7UAPPK0lCvBh5phkAamt5tvLlspqaqM5TJ6FPXKxqHh/Ifn4EBAkpNAYbRiiwIeAEoL3V5qLRhfOWS4JPEuDz4kYZ1ZVzXmt2I2Bfk5IJVnVDqUkIBA+knNmDInWSJ4uDELARaNpG4eVkn0o1eTgI94nTlVAKc/kS+I4W1QoKRl9YJ9Bp8RhzuzGSO8T1xvDeeu47z1ZCNaNo9KC1mr6ObNw4DpLeEzkw5xoak305cSweVSvSFFBzvzwduCHN0diGJiNRCEQIuG0ZmkS09RzdxS0WnCHYmkzkw+cN5pvXS7o+55X+5kUE8Yq2sqwcJoxwhQzUkrWtQEyIYGVivNFjasqttueu+PM2VXHdgr8n5+c2LQ156tvVqr+rsntH6S4af+xn3o9U7Smv1t8BISc829+6bW/TOnAfl38CSHEPfAS+Pdyzv/BO97nO0U/R272IzEGnBbUMmNcxVkl+MHtgJoDq85ilWDynjkmJIk3x5mci44oZIHVCq01+9Hzaj/SGsm+H/GpMAamDMc58YPbgSglz9eOiObTMVMriReWD840v3XXsz9NtEbw8jCjBchuwbfOK25HOGsUc0poKYlZFPBWFNqCz5q2spATqyBoHeDh7pg4+ExMme1Y3G0rDcvasKgdU4i4KdEZiY8JKwRRwf0QWFUGayRzSAw+sm4FPksQmYchsh88pIDWhl+6SrzcC4zVKKEYo0KkQO00WimUkqydISERUuGcpq010+zpp0S/cKyBympeXCw4TYFGC/ZzxOmC4QgheLauudk3vHw4sagUo0/spsTClCr2urZsFg3LSjNFWNWaaV6zHjyNzhzjSE6BGUGMgclHEJJlVyrHKcLr3YljP/NiVXPuJJ/tNMepwcfMfk40VuEqixaCKSZqJdFG02mFjwmpAs5oFm3NEBI/3nvel5oPziw6wLq2IBUPp6n8nkZilOLverHkqtMc+4GbU+CzO8HDEOms4u4ws+kCf0fjqJ1FjpEsRDFN1Zpn5w0Xb06cVcV5Y5oCOUWk0nx7WSGF5L11TVcbTnPGGkVMmZWbWTWG0XfoODOFGasr2spy8oL/59XMMHuu1zXfvbRURiEF3J1mJh85BsWyMUg0VksaZ5GVw2jJPAfujyNSa9a1ZVkVlYltHc8WirudoFKR14eRH73asZ8l989qUkpI+c1x3X7X5CaEEMC/CPw45/w3YoD65ej4qkv1jkLe/+n4r4A/R6kQ/17gvxFCbHPO//nX3NufAv4UwIsXL975ZpTI+JSIlIdThkzKAqk1baU5zZkUS/WxD47LOXKYMqu6LNjWSl4dRvyj0LfSEiVLG7ufI3NMnDeG4BOD94SYOGtrni8Nu1nQpghaEHIixOJxZY1mP47Fc6sz9AHmkIlCIbRlYQvQGnPmclkIj4cpctlahNLkzlCbntfbE6chkMjUWtJaTS0S2Jr3F5YpgTOKJ8uWIUqMiHyyndk0is2yZV1p7sdEiJmHk8cYw1WC2khyzkw+shsCe59plMQ0DU/khDSO9zY1PmV2o+SsErw6BnIMzCFw6D3ozN1uYooCmRNCWSpdPjfnjJaC2pakGmKidYbWFRwmIVnWhofesqgVUkW0jCxag9MGay1GF9pKqwVawvOzDrkbGMcRJSVaKmQUhSYTE1edRSCIqVRePmWU0qw7yzpWjFli+57DUI6nTaXZLBxNZYFSNTnzeH8psXSazyTcHUfeHIr6IFJ0sB6IQnHRVsQMo48kIckIjr5Qbu4mwTAGNoua5+eS/RCIQnPVWvwjZebpqsAGlS1J5cm647vXI62MvDwEDBljHI3RPN1UnC0atBK8fOi5P3mul47OaZJQTD5Rm8Ryo/BzTR8DKUekzFwtJCHXvLc0NFYzzYGDTzxbGY5jsWi6WjieLjVv+qLYeLJwXCwdCMUUIsnPnLeOxmnGGFBKkaVhjpEf3sNZ5TkMM6aq8Rn6OdFVv4/JLeechRC/xtcnoneNI0Xd9OVY8jUYXs7517/0z18RQvw7wD8JfCW55Zz/HCUR8su//MvvbCkQElRKUmvJ2cIRZsXNwbOfIgunuJeemCNL7ViYjHWG989qamuQsmAIQ8j0PmJUkQ9dthVGJrw3PLSWYOC+TwQUq1ZzviiM+Dkk2saSENzuB+6F4qLT1FZxmyIXK8eLjSUgCXPmECTvrw1Vu8ApiFky+UzMJUllIYkJYhYc5sjLg8fHxPWyojGSIQzcz4q1jMy5/IkGn+kDRCStkTgdGYLkida0VQWyLBKlBE4LnIJcuAlctpbvPVmy3PaEGNkOMwHBk1qgjCLMgWkOfHwK3A6R2hS3h/0UWWrNfg68fnPivLVcbxRSlmR2d5q5P81IIbASAgKnSqWqynddqhVZqAPOGs66ikXl6L5EBoZijlASZCTnhBBQGYVTEoeiqxQJAVLRVnCcBEZJLjvHpjFUWnJ7mkgx8nBKiCyZcrFg/1ateb5pMI+J7S1ONPnSBX+yrPjRG82zlSKJil+4rEhS0VI2wcpqLhaO7RB5urDsp8QueKZpZncc2Q6B88XjVCKR+O55xUdPlyCKi0vrNHOI9HNEy9Icu+gc4zCiFWQ0CytZt4bGGWqjMEqxrC05C7pKg1DkHDnOESs0prIMYWTykrNKUzvHLz7pOOscr/eelBNjLBvcWet4s+15vQ8sXWY7ac5qSUSyaS3rtqG2iv0wcxgjSghSEmhReG3ntWbVNgxDz8NkqIwmac3CaRr781Eo/CrlaPkbv8fr/CaghRDfyzl///G1PwJ8XTPhp+PteIJvLLQUBASVNXShiJ+tVXRGcnccyQhmXx6gxlo+OO9YtzU+Jk5zZFVpLrqaRMEolCgdtZNP7MaE1ZoYApMPiJx5tnEkNJ/f9RyiYA4TAYHKAmMSUjt+YW1pjKG1gqtVcY14OPZ8dogs2pbzVUujYTskyIEpZIwsD0znFMMc0bks5utW862LFi0Ft8eZYejZDZrRTywrw2bhcApeHkcWtuLFWcOn24Fh8ohFzbo2+BDR48zuNPOxKHbY/RzxXcUH5wsWTcXuODDOOyTFJPPV/cj9I4B9HD0Pp8AHZ45vbRxWJVKEYY40leXp2rFq7BcJSUnxeESOBQvLYFRJZlAqo8MU8CGynwTr1nDe1WzawvcqKofEHBMiliR+mBMPp4lxCjROYbSkFpJF7Thf1I+JN2KVwKfEFKE2Gk/Ry44JBh8gB6TQtNpipCJRjpNv7/1txJSYk+DJpmYOCaMlp6AwKmOVAlEq385ZnE7s50hMCSkVSiukUtQmQsrEeWbIpRL1UdDWRdInhGA3lgZGiJmb3rM9eU4+EXNp4ExZ8vro+eFtz9mi5u/78JzrVYPSE83j8bK1mmXjIAVkTpy3hotOYGRG5jI3QynDohEEH1BSoLVGSMF2TuyOA9tjYoyS988qqkpzHD1d7ZGy+LhpbWidLskxJI5DaWA8WynkavGIeWuiNDS1+0aPpPDuye1/Bf4nIcR/Qpmb8EWV9C4NhZzzSQjx3wL/lhDiX6J0S/8k8Pf/9HuFEH8S+N8ossW/m0Ig/tff8T7fKVIqx0GjBctas+sTQlJkMalUCXMqALGVgk1XFtAUAuMcuWgNrZPcHRNSJ/o5EUKiNop1a/EhcjzM3BxnlrVhTAZypqkES1V8Y4bJI7Xi+WbJh5ct67ZiteiYQ0QpxZNlYeA3zcjlosIa9UiEFKWLl2E/emJM+KhZ1prbgyk2M1UB4EPKPF2XruHsZ2IWVFpxtXBIMsH736FeLCoqWwTUpynw6f2R19seJSXDVNw/lJKPC6xiXVtESiyc4uMoWImIVoaVU9StRiwVt31iU+kyNs9Ydt6TBFyuGr51uSSJcrSyWrJpLCEmPtv1vN6OtJWhqypWbcZJOE2BY+8xSlJbWY6wRn2R2KBUbCAxSpAzXDSGfrTchsBhKJtAItI6jRGJh5PnzX7Ax1Q4jY+Lq9WS2wQqZ6wxSFmOvEXWBOSE0+ontJBGCWLKhJhYVJbLled4Kmym2lomn/j45sS3LiVnXUUicjiMxX68tvhVyxwKaD/5wGd3EyEGtr1mjKUbrJTCKMHF4zG1NgIfLPedpp4ECMNpDOX5jZnBRz7djtydJl5crDjNhfXodMEa31vNTHPhT14vDNs+8KOHke1xxj4MXCxrnq5Kor45joQIKUueNJrNqqbvR6Y5cgoZGRKjL2T3sy7wfNOyrAxWK/ZTYJxmdv3EzckzeMkHa4PPgnX9aGFfO3LOX9kwfpZ41+T2D1AsxX+6AfCuDQWAP/343jcUo9Z/Oef8V4QQ/xDwP+ac37ZK/pnH9zngU+Dfzjn/p+94jXeK4xzZD4nOCJwu5MJxCrRK4ySIHBFkaiOxVhHfWnsLSe0UMQseTjM/uDly2VnayqB0KctbV46uP3i9Y0iRtXRc1uCT5knXcTNGTseRGCW2Mpw1lmXt0FKyrBRD8fwh58xxLhNmxgBdU5LAHMoOXT8uRqUki8fO79NlRUqJi0XhDL05elpn+d61RorIvn8E+qXgNHp8KmJ4KRWVNVwuKpxRDNPM/XHCp8SqNiwayzBHhCjkXqA45GpFjJnb3cDT5ZI//GLDzSkUYBhYLSP708TrkyenCCKz1KBFxiqJ0BopS9NASkltFbUsaoNnS8Om/R1Cp0DQNRYjIIsil3q1H3FGfUH8FEJgdVkck49F3pNLwgkxchwjuymxH0Pp1s6Bz7YDm8bgjMYq8dj1jHRa8GzTsGl0MSJV5QgqiOzHyPMzfmIhFiJ1UbQ0DrQy9GEmzBHyzBQTKcEUE05ldseZfvJcdZbGKq46i6ThcBr4/q1nDJHDxGOFXppXRpXmSmX1F8aYq9qglMbpzPnCkYWkn2Z2J09Knps+MU0Tc4jox4aQUxqRBVkqspEYa+kqy8v9TJxnWmuolOI4Zy5XhtYVjBIK5pdz4sVu4lRr2trSOcWmsXS14dAHQhJURjKnTEiF8/hyO3IcPEpklqYk36IZTizMY0ER0hcY5jcR72pW+Y/8rBfKOd8D//jXvP6/8yUbpZzzP/uzXut3i2Vl+OCiReXAp/cDvY+cpsTSReYEc5b44NkIQVfZkgzmWLplpmADh2HCx4RRxRwwpvjFg9c5zdolOqW4qBVKKvoE4+CZx0jO0NUS5zRNpennwMvdCSkk18saKSSf9gUIvxsSZ43BKMFxDLzZD8yhVB+V06yqQtAMIfAq5XJ8G2a0Kq4lYyhkVx8V96eIyIIxJA6D5zgFdr1kUVfUjxVQzpnTFDASzlvHe+cdlVY8DDNSZBZVefhiKsNbnBXMKHIWVNZyjuSzhxM5J2afAMHzZcVxgId+5BAlzZi47z1P1u6x2iqVz6KybJYNBw/OORaV/aI6WjWazWDxMZBT5hQTow8MPlF/jcehj5nt4Lk5egTFktfIkrjecsUOj5jjolJoEm/2M05mtkOiMlA7Q4yJh0mURsScyTKTc+IwJjZfYi4YJUpFqCSzn1FScNkZjlNi8onjFNG6VN0f35348d2R+1OpnE8+cXsYuT9O7KaIlpJFWyNVoHr8zLeJ7afjMEUmnxjnwPAAT5embIApEqMgIjmMkU+2A06WGQpCCE4+cJwiZ5XkxdrSz4H94EnK8OK85Wrd8Wxds6o1u6Fw2awq1WNnFQunOa8Nm8YwRkFbKSqjqTaWs9ailMIhQAjGOTGME/0ceG9d4yPc9TNOFX316/3Em+PMk7Nvdp3/jcwt3QB/gjJs/TPgL+Sc/ybM5f6bH6vW8T2tud8f+f6rPbOPiBw4zqXJYCgyHZESnSk7dE6JkAoYLYRgVRuebRouF46YBSEVbZyURQ+6nUp188ObPX3ILFqLzpkoFZXJbIfM9aosuskHPn0YiCGiVRlWknIi5sw8e2KMj13KmW0/I0QBkqXMj9WK5DgEfvh6x4/uDo+SI0djNVlIyIntceY4By67kkwF0Bj5RUWQUmLbF6rLfgpkUbqGXe04jJ7700zOYHSgc0UbKUSidZanq4Kt9HPkMEcOY0IS8RFqI1g0ttBDas1FLYkp0I8TU6hxRmFl+Rs7o3h/UzP6VHCwmKnsYyUWBQE4TgkpodbFyHJZff1O3zrFk86hRGKcJf2UyClwURvOFg6tDSulOIWM1ZLX+4HfvjlhVZknKoUh5cz9GLjdnhAI3j8vcxaElCx+qqv3tvpEJG6PnkM/IaXk7/xgyc3J83o3kGPi/uQhZ7wvCo/tHg79REgZYkTmyHsrx0UjebkPnNcGEF8MBvrpMCIRQ4QU2ftE3kaOPuFDwjjDcwddU6Rd1wuH1oVycuxnGiN5sqo5jJGb/UCKnvPKsK4U758V9UhIMIXI5DONEfQ+8tnDiU/ve1ZO0z6eZHygaEOtZnKGCy0AhZYCKTJJyEIXUoqci6pi6TSjzBx8otb552N5JIT4o8BfpDQUPgb+MeDPCiH+eM75//hG7+j3KXwsXlz7MdD7gFSSkAQLJ8myYu93fLafeLmfeXaZyFkUXWMsQm2tNeedQGuFTAmjyheTyWhAKwki8HpMxIcD17njvFGkKKgqgYsl6Rz6mVWjuagUnx8Cb7Y968rwZNUyOsmbU+Q4J3b9yGcPPVbBpi38JS1/Zzc/TpGHfuY0gVOJ3ZxpTWI7JpLPPIyRxpYqrx8zy6bMBJ1CYgoFCK8QBX8yiouFZVEZrCoEWy1LAsy5PITOKN7sR46TR+ZCYNYSOqs47wwxCYYp4lPmbjfQT4kPNjVWRH7wELhoPU9S5ivPs9Q8WdUMPn1R1UGROV02hmn2pBhIUnPWWNJXhsU9foyUVM6gp0idMrenkVoWWVRbGYQUNFJRKUkGrJbsh5ndaeDJ5YrvnDlu+4hIiZgFYxb0PrHIgnVlvva6WsJp8OyGkcPoEUpx8plFU9FYg/cz33914OFQpmud1YaUEq+PkQ/XlkXd4HpPpnTa+6lUpu1jEvly5FyexT7AGDPHOQOZpilYoEDR1gajDU4JUs4cx5kpTrzeHrkfPI1VjCFxcxh4vZ3IUtD3kbsh8ZFURARGQW1Lgl1UBqPko49dYvATwmiulw5rC2Z63wdSHhhD4tmyQumy6VkJMif2/cwhlPW0nyL708hukuSUvlG8Dd69cvuzwJ/OOf8Xb18QQvzTwL9LAf3/QEU/Jw7jzKEvu+d+zCz1jFcKp2UZEJKgFoJOFyJsbSVSyC8WnH0kmBolmHz+4nVBkWU1StIYRw4jrXNs2gLsH+eIEdBURWJ0mgIxJTqnYJ/45L5nUWlWbUVtNGeNoZKZH90e+Hw7sqwMTVWxbjWdM1/sduet5aOnK87qIzFlrjcNSkiOdwOezJNlxabVpFSS83lrOc6FOyUF1FqwrAul4jRLrFGPfm8TU8w839ScfP4CUxznwJvdwN1x4n4I7MfAHCJzEkWW5Is1e6MyhxToGsnZouZue+Q4jsTomXypSGv3k8B8Vxm6ip/YyaWUIAs3a3uccDaSVu6ryfFLYZSg1pKbw8Sn9z2/cG6pa4uWGZkzhymyO83UTvNsVXPZaW4OinGMPIyJyQd8ziwriH1g8voLOseXE+/bCAnmFOmnRKcTL/vMw27PJCre31SMQXEIgsEnFIL3Vort5BlOnp2TfO+6Ypgz0zxzfxx46CPPNjWN1V/pJPqYmWNiXany3fSRz3aehzFy3jqElCA0F50jJPjs/sD/9clIpQv0UJmiruiHmfs+4azgbjeSlWVVSTZNkXxZI7lcOPrZfCGM/95Vxw/f7BiGmUxiZQSNlWxqSxaKm+PI7XZAAc82LVkKlNbsp8jJB6yWPFs5vE/89k3iMCe2Q/i5NRQ+opBrvxz/NfAffmN38vsYtRGIDD56+mnGx0zWkmnOHOei+XRW4XPm6DM5l2ZC64qw+zgGjBJfdOqEKNhCyFCLzDgnTiFwfzxhjePDy2ITLeOM14qukvicaHRmjImbU2IcE9shEmPik92EMQfWlSbGzM3uxK+/PqKE4LxeUKvM7AOjKBWNlOXnonW8fBhwRrJuO2oNNwePlpll44g5sxsmrCk2QoNPSCERQhKyLK4iqnxW8TTzfHY/krPg/YuWi7aiq0pCfX2aOIz+sbKDIaRikJngNHpap7heWhCSVYyEmOkqwzwKlBQIoPeRYf4qZvZ20/jpB90p0FqSydydArenwGZRLL6/LnLO9D7w+XbiMBahOP0JISXfvRIcRs9+GDG6Ygylco/R42RNpTI3Y2A/JLSQ+CyImcdqRn7tIiz4q2bVWD45KraniR+phHWChROInFnYzLkrifDmWJxpj0GQKO7G/TjST6UrLJRASYqk6qfY+287w0evaGvH3X7gzW6PEJJ1pZBZctNPKJF4tm6RIjFPI61U1NYSZOlivhqKBM/7REyJKUaMFmShEKLcp9XyJ8m1ymJdxe3Bo8ZCj9pvJ5CK99eGu+NE6ySVKeT289ohLhOvLewHwbp1vL9puT1OvLrfkbJgYeUXp6JvKt41uX2f0sX8sovHPwX84Bu7k9/HiFlgjOQ4JA5D4DRE1tawrDXGSCrj0dZSuULUNI+73RwSc0hsh5kcM11tWD+C/Y1RaAm7oci1htFzP0CXJt4cO7QYeDj5QtBEc5wTv3U7laHEOSOc4WrhmGNi+Uj7SALmmDn0gf1UMI+QBZ/vBo5jpKst32HFurEcpsjr40w/R7rKcNkZdoMvmJYqtk05FiH6+UKzbiy1K4lBa0Vjy9FHCPGorvC8fuj5dDuwcIbRl07qojYIIeisZNU6Ot3y6SE+es5lnNWM80TvE0oVTCzLQqO5O3n2Y0KKohKwSnwFu3pbkYD8iQc9pcRu8Ejgu5cdB585bxRK/LW522PIDFNk0xq+jeDMZX7tdmLtTFEPxDIH1Z4m/Dxz33skBmMUzjmc9dRWsTSCFGcqo1jVX+W3vQ0hBIvact5FtocDlZVc1Aphy7DDo8/4AENUzDnTDyPaKP7QmcFazTT0/OpnJ85soq4sz9cZoxTD5L/C3n/bGV5Wiv1JQJo5BWhtkW7FFJliIqYJqzUZRe0sc06IOTxu0rFwMZVBStgNGaMLk0DkCFmiRHnuv7zZtEbQKMmykkxZklLGGSBHPt2eePnQY5XgelUTYpk/chw9L3cTnZHMQfDpdqQfZ05ZY11pSn1dNfyzxLsmt38F+O+FEH+Ggrl9C/geBXv7AxdGiaJQsGBNISpWzhZDwEowz55NvWKzbHlx1hITeJEIcwHhW6M5UbqNbwH5OUT6lBEkrFI8X1VcVIK20VhZ6Cf97LFzsbk5erAqEWPgelnz0XXHLgg6lRmT4KJzaJHZD4FLI9kNig+WGsi8eTjxMEU+kCAend8XTnHdWYbRFccJqZjCWBKcSDyMnpzhvXURfNdWsdSGnEu7/i0lQwhBzILtFNkOkUyhoCgpf6JiyY8Dfncp8HRRsJiz1rJuHFoKtocjH7/Z4rTirLNMUeC0pKsdV8vEGAUhJqYoMOYnv5u3XLUvx2Hw/PjuVBQemxprYDdl2jmxqL++qbCsCl9wqCRNNfHp3ZFWCa6Xjqfrht0w83I7svWZxkesUfxt7zU8P285awyn0RGS4KKVZOXIOXGa01/3KOxMcU9GKGojEbL8Luet4elKo2Tms5sdn90PrBvD9aLGasF2ShyOE/0wcdUWjmNAIJTGZ77C3n+LueUsSEJw2yf8PKOsYxyLx9/lwiI19OOIFJIXZzXbw8SPd0MZaCMEy0XNRaU4TTO7TmONxWjBwxA4WxgGn8kkJs8XnMSAKkaXKXFzKK4rZ5VmmBM5BnxKpCzZjpGmgikEfnRz5PPtxKZTLGIZwEOMGJG/MJf4uWBuOedfEUJ8B/jjwDOK7fj/8Ejv+AMZg4/cHT0yR647y/XSISUc50xEEqVhUxlOUVDHRG1MqYIewfR6loWGYEpXb//Iqap0EYc3dc2LqzMyHqE131k67tsKZQ1VXfGsEpxOPYdQpCk7D1cLR20N+ykwh8zeR6YQ+dE2s+0zSsEHZyXJaCNoa4PWhQhbJFkCKVVh2/v/r713D7Jsu+v7Pmut/T77PLpPd8/73pm5V7q6ulcSEhgC4ikjIsfYFthVlEOIiTGKVUEVTOwYQuwkBJyE2A5UgguwhV2OC1l+YRwk49gGB7CBoGAkLEtIug/d18z09PM892M98sfap+dMT/d0z0z3zL0z/a3q6u599j6/vdbe+7d/6/f4/jSDacW4KLk2GPCZ1ZJ+J6IT9clbsD6qQBiW2yHaCZw2iFLQiptE0TREruRsjac4FIut0AnxYvcAACAASURBVJfuNGjFiloHlJUkjSMWWyFZ4gk9cYLBuOJ3XtoiCQKePtshTyPv2+qlJHFIpZ33b+56aOdz1eZRaUNtDVEoEcYvl88tJAQy2/caWyRhIFmbeCvFWEjjgMf7Gf22DywMipqi1EgMMlCsdGIsiquD0nd4DyVChrz5VMzWtCYQfjnf2qcHnbU+EOCsrzFenxjMtCSLQ84vJjx5qstgUiG3aywSKySVgUgIzrYTJqUhFo7awZl2iFGxz4Hbx+cWSsFiFrGUhzwnJdvjCu0EWRJSGkGtDVo7sizhQjf29cJKoo1mMY043wvRIiIUFhGkLOaSdpbSjgMiJQmk91FXxgeHhBAsZgGnexkSjXGuuQcVBt+4drHlA26nOwlLecT1oSVPFHkEsYDa+kTiKFAsC5/UnMZH27MU7iAVpEn7+DtHfgYPAGVtWBtMWJ3UTI1ETw1CGs4EllA61gYF26WhHQc8cdo3KZmlXOyUCylFhLdyREN1JPCJnDhDOwu5vBTx4nXNtKhxrZh3PpaiwphnTrf44qDm82VNMakY1I688g0yTnUCQimZ1JpS14RK8dZTKa0QAtc0CWmFZE6y0NDelLVhVNRsFzXWWirjGBQ1W6Mpr66P+PcvXeezV+HyKcWlpTZvSb1DfHVU0k4Ui3ninfva7PgSszji2qhgfWyRUuCcvOkBE0IQKEFROwQOFQR0kpDNSc3mpOBzr6zzOy9tcrHf4isvt4ljyca48pRQrYRCO3rZ4UtuokDRy1LySHJt6Jtftw84PpA+SRRr6WQhDstwUrM2tix3LWkU8thizrVhSSwsIrK0Y8G1YU1ZVd6iBWptsA1NdhKGO5HxvTCYGgZFxbiCdhLQb4XIwNerltrSSSK+5k3LZHFEJA3aCU/31EroRYKNGq6uDymGNae7Me3Ud1rb7WyfWbiBBBcFXFzp8eJmwZWNCZmCc92YVqTQTrHYCgijCCscWSQ524mBmNWx5rWBQaoaYR1RaEniiDevtOi2bsxtKxY35SOOtSSKAuIwYiV3+HeepZ9IBpXk8VZK2MxTpS1JKOm2Mi44GNW+r0MUBmShYFqHdFvJkZdewQHKTQjxy8yVWu0B55z7/Ud7SseP2jgmxrEQS6pEsF0ZDJpWlHnGiNpQlN4voZSiFQUg2HF4zlgsPH2yAASd1NMtb01qtgvPFjs2AZWTuNqXc6VJzJmFDlmWcCmo2dgcUjs43Y5Y6ab084jS+ETLTIbIpq33uW7M0oLh81e2GJaallO0s4Q8iRiUBm00RlcUtSYJPL9/JAGhmNaOF9d9c+La+qoCgaSbREw05E0ELAokpvZL3B3FVdQYZzndTVlshTf5XmrjqI2vlmilkW+SHEjSAHRd8YWNMdsTGHc8+4dr8vm0cbSVopt4uYeluWnFiuU8RkkQGEaF5fGF5La5Udp6BaNNAljP0adHlHXJYFKQRCGTShMoz1zcVw5nDZ00oFSOtUHJqKqZ1D66GIbhDjvwbj/UDHksEEJyuhdTGcmlfkLtJIHwDDHEkiRNeMdjAZuTksG0YlRoSgPrU0NoSoRw5MqhtafX8nN9s7N9ZuH6/MeaJFBc7me0QslyK2Sx7V9YrcgvzbcLzctrI7Rx9PIUo2u2KsdiKhgbQSIlYRgRBwH1Hi+y+cqBJIBQCGQgKGvL5sighaeqktJ3Im8ruLoxZSW3frUT+PNt4Zt7Fwa2JhrrHGGob+s7vVscZLntZ6mdw9d87r8meB0jiySXFlrUVcVgXPDyoKYdObSuWR0WaONLULqx8mwSTVR09vaqjafHiRoflGvYNmrjmGrjo2JpzJNLMQrjraNOznI7JU1m9Zve+gvwNOMLWegpz60lUr4w20UBorJoA7FSXOhnFLWlm/lymTjwl6+WlrUSjBUYJ0E7JtpxeSnlC6sRbzsjGbmQd53LvWVpawYTn9jbTxQiCAnlLMPejzEOfZ5UPA050/UEk/OO/lD5kqB+K6I21hMklhXPrw753Ve2ubLueemWIsekqLjUjojCjKXcd/aKAslUW+QhaW6mtWNc++qEJAi4tJLTyZLb+mkklmlpaEcCiw/cICXD0qeBjCrLte0prVjRTSJiHMOpQamAswu+Gctwy6GEoJXGqEBRacvm1NBKJLuDHtCUyiUBSZgjcVwd175SpDYY61gfVax0fZ2ro6mpdVBVNa9tj7lWCPIsIUwinJCkjQ/vds52Yy1rk5pAKU732nRiwRc3SgqtSSJfnnV1Y8xzaxOW85BOK0aGvodFHgsSJxiODMpUjEqFcjenZcz8ezNlPq2boI+FKBCMS4NxglYYIiRMy5KlVJDHkjQSIGBcWbanlsI6osAAniJ9c1JxbVRxupPQSuP7lwrinPvw/P9CiD7wA8B3Ax8FfujIzuQ+ojaOCoEuSz718hZTXdPP+rw80Dy3WnB9qyRJBaVzOwXSey0J5pVdqX1NaDcJmUqfqrEpBEJ6R/vT53qc7WY44d+A2jpKbdmYaoLtgn67ZLkjUQ3bRG0dEktdG0rtS8LCIKLbCkgDiXHsLCG19e0KszBAorkyKH05jrNEYcQzT1zgiaUM6xyvDGo+f3VEFEjWCstyKyLPUkIlbkk1aMcRKx3feGZ2Y+/k8wlPn1PWIUU54OrWlMcWE15eH/DC6gARwEIiMSLmha0KFVYsdVKubNeowLLc8hHCw9LchEogEBRaM609hVGhHeltcqOGheX6uKSuffcl4Sx5ErCYS/p5RFUb1qRfvk5LjbWaYVGx0k7oZhFnjaMd+2uykkdNT07PxnLDar8ZgQQlFe1I8uL6lNHEt2BMQ4EKFNpqrm5NWGknpHFApAIu9AJWB1OmtSWPBE8spSzkKVPtGkot2SgXbhmrt4r82CrtWO4GONtYoKGk3/E0TtZEvDaYkgagfP64Z5epJTJQBEqiCTFOsFFYlucsxd0R7FD5HEakJFANw46EJAmx1rExMSSxpZslTUNzwWIeMplK6nGJNZI8ixGEXBmU1GXFla0JZxfbR0o1ftgKhQ7w54DvAX4BeJdz7g2ZBgIwrWpe2xzz2avbfH51SqjgwqJmKXVsRppB4EilwZobx8wvQ3Y7vX201Cfv5mGINo7V0Ta/9eImr27XpKHiS1QIMkAIXx0hgTzxKR8Sn6pxmmQnpcRo57uCW8uVzYJhDc+cyhAiZKq9f05bWFAzdoqIla5iY1yiZMVgqlGmoKwsT/ZT3nphyZfNbG9TGUM7VZxLErpZiMMxqSyt+MYya1o70jigZ30qgE+2vbUzkTGGq9tTxrXjTNsr2n47JY8Coijk/EJCpxWRBAIpBdi55Wy8f1rFbsSh4kw3YW0kqOoaA755zW1yo9qJpBsHDKxmYzRtkrED4iCk1BApSRyFSLwSHIymjGpPWJknxrdsDEKK2vDvX9tGCEEvT6mMIBd713oKIQikYFQZlIQgDMmVAqk4200QDZutNoZh4TnSAukVWDvxvToW8hZSSaqi9E2HtE/63ctSFMJ3K7P489EGAunb9vVbIb08o5OGJGFIaSRlpZmUhnFpEPjSqkD7JPWnlhOyJCCPJBKvzMAr7ErfoJ+KAkk7UmxLqGrfFMkq5Tvcp4rFTHE6D8mSEO0cVW0JpSJPfeK4EYpYKUgEF3sxV8eaQClfbneou+FwOMjnluLTQP4rPO3RV+/T0OUNhcG44IW1Ebo2JAm4Gq4NK95UJhAkQEkSJvTzeMe/tFfu1TxmvrcokCy2AlLpGI4LtNYEStBJFVkk0db3pNQIWmnChZ5fVkwbPi4fvPA30kLqe9I/f63gpfUpEsv5RUk7loRSkEc3Ww8+UldTVpqqNgxHlVdaaUS/nWKMYbNX+JvU+VVaGioEAuss4/KGwskiSa0jtPUlNe30ZuVmrWV7ohlWuim6t1j8UvuxpZy3nslpZSmRgOvjmihQnGnHbJfGR9728CMdBN1E2cpaoJvE4Nst1yySVhIyLCumZY21DiUhCX3AJogDslCyMap8lUYoKLUlxLA+rghwTIxlazzlyrDmdDvmdCfZyW3cC845prVGOUM7jXisF3NlWCGcfzmGStJJQl/NUdZUuml7J6CTp0RhxfXBmEFhSIKAbrP0jtSt6TEz1MZbr+3EvzwdPmHaCV9JEipJNw159twC47Lm2vYEKUoi5V+0o8KwXjpkEBLHIZuFoTPV9NvBzrwzS+iVs0oMmFS+C1eWhLRDQRDInWVwYRULYUAiBGNqSq2xQnC6EyKDAOsM17d9Y5s3n2pzfrF1S4nZveIgy+1FvPr+UeATwCkhxKn5HZxzv3SkZ3QfMK4tVW1Yaid82eN9Vjc22KhrPvvKBmPjI1ALmaeVziK1K3hwK+Z9cACDwjCoLK0kpCJANkSK/k3vazNPtWNaofe5vLY1IQkDssiH333umcUhWemkBFhK7ZXZsNQI4YuVW3FIaxftTmUcTkjyVOLqkHYGyx3PR6edxAlf2K8riwwMm1PNQivwDCcB1MYrcCkl3SxAmwCdeAtjHoNJxatbU/qp4tKpLuvj0icA5xHGhvTynNO9FluTEjvyfHDDUrM+rGinwYF+pN0oKs217Qm1sTuWhNjHepph5hcMpPcTSRzGCErtSCNPflBoy/qoREoIo5gF6QvPnai83NqzwTy1EtJpJSy04tsunbQF66CoHVI6hrVgWllGZc2osiilyALBpNYNtbqirmtKY8kjhXMhr2xO2RpXPN73tOtpKAgPKCqPpaAQAms0axPHuV6EQ7A18QSR1iZkccRi7pVl7QTjaclwYhjXNXkgyUJBGgaE0s/Z/DzOu2FCJVjMQsxixnIeUhufK+kcZJFCSl+T6pwjT3yqkk8arhkVlrKoGE4rVqeGdqRopQn9dnrfySqn+GjpB/f53AGXj/SM7gPO91K2TnWQJsbFGSGWreslhXGUxjOcFhqCJqHVzQUP9sJ8WH44rdkYFXTSgCfP9Hjh+pCt0vcW7em0Yff1HGRKKd9DQUhW2j6PLAgk1lpmz32oBKcWfCDg89eHRNRoDWEY3qJwfBQLemlAEgaE0jJxiiz29YWB8KSa/ZYPxQsVkIaSQakJhO+NOa9wKm0Zlxo9I7Sbw7T2jWLasWIpT5hUnriynUa8tDFhUGpOOV82NC01cUOCuTUuCQKBEo5xaXbKxw7CpDJsTCqSwNcwBoH3M94OMwtU4q2afu4DMZPKEgWe4rwdB6x0UoQzDEtDECsmlWZ7ojFas15aLvRSVnq5L1Pbh51j/hpEUqACx9qkJCAgiSTaCLT1RfBlXfPc6pgLvYgsjhhOSla3poSh4lw34kwnIg18hcX1QcFiK6Uf7t+sOA4VKMm0qNgalzjruK4cjy95TqYZRx2ioqx9nuRSFvq+qnXFtZFFa0OWxizlEd1WRjud49Lb5YYRwuexLbZTnE0wxjPWWOsIAh8UG1eOPLE7VuVSHjEsNFujCV9Ym5IoOJfHdPOElXZ05NUJcHBA4eKRS3wdII5jLi051oeKJ1RILhYwwZSuG/Dbr9U+oVP6pi0Sy6SwJK2AmQ9iP9QN+6l2sNjOuWQMz6+NKSqNayoJ5gPeSvgaydG05mqgWOpYOoF/+xufBbBT27dVOq4Na7JAcnYxYjmLbrIgnHNsTDRbhW9IY53AWWgnquHR9zxuI23JSsfm1PORJYEkcIo0kiRzfQicc0xKw7DS1NpR1I5sziHSTUP6bZ94WRnreeySkLIsWB+VLDdEk9vTimFRk0aCrJXQ73hCgM2pBmFxLqSdHqzc0lDSz2M6safarsqaUeVYjG5/3LR2IAVRFLHQ8n0w0tgz72qLv1atBGMNWtS0I0VY1GgzpbC+SXIaKXqpb1A8SwPa70U3Kh0TbakqX442rh1LeYySEmMsi3nK2sCX8ZXa0QoVWSdhWlWsDWuuWM3ECBLhWJto4sjz6N0OUSBZzCKubnmf50bpSMuaK9sFy+2IMIhoRYqtSd2kC0mGlUYIyXIn5ZWxoaprXh2UpElBKz24WkAJn6oSB7A21mxOalpRQNK8qCJ1g+WjqDXT0gdV4jCkl9TkccCFfguLZFT6pkMLrf0NiLvB0XZBfYMgahrFjmtLL4sxOqOzUTGaZIzL69QGLuPIAk8GOCw8z9pCS90UEp9hPlu8m/qmHEo4Vtc3mBSGxTxGyeAmJhHwD16sfOOTPLzxfYH0ycDeR+O3n++GDCYpnUTQSiJazUM+Q6Ut1loi6dgcTNncrtkqHAt5Qu1mQRBP8VNZX+S+Oa05081Y7uWoXZapL+3RYB3nuhHd7OZbJY1DznYFpTbU2pA0zVKubFZc2a642PfknaNpydXtMcPxmDOLORcWW6RxQCgdSA79xlZK0ctiFI5JpUkjcYvluhfSUJBHIVHPO+1LYwgb+iaAUHrSg3YSkUYRaeDpsttJiMChbd1EakFrRx3Y2/oKO6nCmBAd+VQIECgBwjmMc8SB4MJCxqCwLGUSKwSdJObcQo7WY6Z1xbgy1NLnTvrzuP0caQutJOSplTaZsrTGJUrC5qhAG8vFpYBSW6ZVzfZU+/SNacm0svTzgPN5hNaScW1YG0wZdFPyJLwtK+6ksoxr/+KbFr6ZTjcO0fiE9lBZKm0wRvqo9Gi6c5+cXUg9HX6guD4qGZXePVOb8IEUzj9UcM6xOSq4ujUm7WdMSs1rW1NcMaAVK7Q1XB9VvLpdcH6ph0n8g7RfYMFz9t/ID0uigOG05oWr27ywPuaJpYjlTnKLeZ9FEqVCennku803yaFa+2VRPw93FI4moJV6Zo8k2vvGi0LfenB1ohlNNTjHmQXvTAZYzEJakUQYDaamsN7fs5ezOlSCranm+rCim3lm1XkIIXYcwIGY5UJZQukrGvLIl6lV2vD86pi6rjk3dmgnObOgqIxguRMdmlY6kD65enVSYp2jlyWHOtY4QRQqauuV4ta0RgpBGCgipWhFCuSsUbdiOK0oakMYBixFAYUeszaqkQwZVvCmlRah2j+mp5RvRHNtZGiFvnXkVGuujyuscbTimuV2wqWVNuOixmjDpjbgHGmi6MQRWWTpJr6zWRAGO3mU+yFUglJInFJUTrJZQj/2aSRKCLabe2FSaZIQkkBQlILSOlaHNd0sohUrxpsTxmXN1qTizMLtZQYSsFBjuLY1pTCWWIEIQvJuipKKjUmJsYI4gGFRU5SVD3pVPkLhjGFrOCUIFJXOHljh/EOFUaG5OizYLjxThdWW0aRic7tmdQILWdMdKAk9d1fo/VFwc0h8hplje9Z5KVSgteaF9QnbhS+wD4Kbl5AzC3ClHXFtOKGoarYmNWkiGBee9yopvM8vi7zyaUUKBze1sZshCiRtETIJoZ4WtKVluZfzltOdnSjn1AjWt0f8vy9us5AI+osdnJB7ZvkLIWiFPqy6VyraLFqqrU8t2BqNuTKq6QaGM92YNPJBjDwOqMqCrdHUN5cxGd3YR9bS8PDLkGntGFU1o2lFFEqc8ykSyQF5cqHyqRlTbdC1ptSWWEnakU920FbjrE/O1ZWhqGqUtBgrON+LqbXl+vaQT708QijF6W7CqQPOuTaWUhvfG8BaEgWJhGFtEM4019K36Nsa1wya3gLG4K+HEgxKh9NThnXJ2XbMQnufYlaaCG1RsTYYUVYlnVDSacW005gsUkSBYns85dr2hG4SIrOEPI1x+PSc0NV88tUpUpeURFyuD25PLKUkixWjScX6cMLaWENdI0NPKPrW021cGtGKBNvTmrqu2Rp7hutRZdie+k5sV7YmlAQ8uVI/MLLKhw5LeYKSgl4WsY5lMQ957hpsjyFP4eJKi9O9lt+5CYPP/z3/TO0ux6oadtNAwql2xqXF9p7LWPB9OY1xjKeGsz1LV0mS3HcNksIxrjTg6YhWOr4rd20c0T5lSyMt2CwNG8OatGWJwxvWXycJ2JjUfGFtk/N5zDOPr7C8z0PjmoLoswsZQRDc4meaVJ77S2tvETy3OmJtanh6JeXScs5C21uqqYKt8ZTViSMfVQxrR2V9s+g7iY5lkaeAv2ostakZV9b7eA6R9FkbizW+2c1CK8YYS2XBWc321NDPIyBgVNasDQumRcmw9i+RPIt5dX3EqNSc6kYsZgc4+fC9RZfzhKKq2BgVnMpDVBCiasuotEwq389VSt9oWknYHE4oa3+OkyaoNS5hu9ZsFZqzt5E3qSyvDSZ8+sqITihZ7mac7YZsTH1gSkrfp3W7MDhr6aQBBugkEiMCnn91m9/4/CrLWcjTj6XE4c0uj90VCuB9btPKMKk1G1PN2qhkpRWgkLy2VZJGESudhK3CeD+09UbF1tSn5QxUgDMGpCSTwveRPWI8ksotTwIu9Nu+bZmFiwsJW6OC1c0ttLacymPO5THaeUWllE+s9RdWNqkIu+osd0VUh0VFEkU8ey7i7RcXb2kDNwutF0L4By51ZNGsEiCg1/I9LqV0OwyooRKsTQzG2aZCQM5R3/hzON9LeWwhY3u0xfpY73QtAu8ne6KfsZjlXF5p8c7HF+nley+xauOIQkUvjdDOUVR6p7XcLAoJIUkLAiW4tJyzVFnecirHqYgs9rfW6qjiyqbjlSlE4ZhMWDpJSKvpmH5YCCFQ0jMlb45KnPTBm4UDjitrw+a4YFDW9FsRSRxyfXvK5rRE4RhXlrgQdNMIozVrgynOVGhCIgl5EvHESgsLvOVMZ9/5mkcSBSy0BBvG53fFKuJcL2Ej8qUB1wZTukmAc4JuEnp67nGNdoLLKymPxSGTWmPrmmtjzUp+e8aMLJJkgaIXS1qRpJVItqaa9WFNpRVLbZ9bd34ho65qrg9rJpVGO8Fji0ET3azphp4N5mwvu+na7OWOGRSGYVExmZbUVU0WSc71M84utNmYVEinWRsWnv1DSs50E3RdY7BMqprRZIJ1Kc+eSnBBshOAOko8kspNSk8VvaUttbUQJLz94gpXBjWdzpA4lGzU7kYKxMxaa4p/Z81/Zxd7rwzuVhQQpgntMECFN9fMzfveWrHiVDulthYhxY6zum5an803HJ4UFevjgl4a7pQtzQczIiUJo4RvfOYsrSQij4NbCqCffmyJb6zgTcstzizk+1pPO4m+OKraMVWWaC5LXkq5o1x7WUQWLd7g+7I3AgWLeYI0UACvrsH6cMRSJ72lpO0g+JeMt7TLum740g72uXly0Zpp6ctNPPOwZTAxrLQERaUZScfqQHB9WDAtNWnorUQDhKGkk7c47wJ6+eFysWb+yFEU0Yk1E+3oBX4pP5iUWATWhE2bRMXGcMJmUfNEP2O500R0a4vC0eu6m6im9oKUDXFkbWlHjvVhTS+GsqqJlWVShiyknm6qqEMCKdgYFWyOK7JY8q6LfT7z2hCrJIu5p7i/Xbkh0FScSIalTwmy0tPeL3dbGOErZTrK+zYdDoQkCkPSoGIhjXFCEQjBlWGNCATr45KFbvvAub0TPJLKDfwF6yQBlfZJoecWMr7h6dO8aSVhfazptiJC5Z3iUt58YXdf7PkM7rApCeokAf12Qi9RtJL930qmIRusLVh7M7XMzEocl76p8vOrQ6ba0s/CnYdsfr/Z0rmTZ3zd02eZ1pZuevMlPtfv8E1xSjtRByajTmrN5qgkiQPfOEfcGniYKeFkzhKbX7I/eXqBt17K+dzvjRgBL22UzRLnzvnyA6V2mFBaUbBnOdhuRIGkl0Uo5YlFW7EiCUPyVBMEgkAZhlPNqBihtUFRMyigl0qK2vvBltsxSRjS2YcUcy8IIVhuxxS1pTaG1WHJF17bZmodZ7sx4xKcq5iUkmtbI9ZHmos9H5mPA++rDCSk9nAR5esTw2bhqIxhoWVQWYjA8tpAk6ch62PL2rCkkwYsthKs8WSkeazo522+4s1TXt6sSNNbAzV7cewJIUgjxWOLLZ5fbLE1tUy0vx+kMzjrx6Ek4CRSwKisUQLO9BKejiUvD2tWt0ZcnxjecqrgyUPP7uHwyCo38G+8OBTNkjJgqdtiYqDftUipWGjFO5bIPPaqLZ0pmFGhqYzvJnWul3G6m9K/zVJmpmST4IZjf97HURuHw3F9WPHKxoQwUHtagTdbk5I0Dvfs5xkEAStdn9JyO4RKIIxldTSlqyOW8oROdqvVsh9z7gx5lvA973mC1c1PUoeCp063dvyIh2EDmWFm6bVjSRwEpE009iDEoeJUJ6NdG99UWXjrr6gdibIMK8No4qmYpmXN569uc20KX3d5gZVOSjfz1u98j9LDQinFhcWUwdRQlAW10WyNKpZix9XSYY3DWMOr60PGWlJWCYNCk8chi8mtL4rb4Xwn4kyuUPjAUxD45ebWuGY8rTGm4PnVMZcWU5xzvHBtm4lTGONbXX7D02d5ebvkif7hGHH9MyFY7OR87VOCz62OOdNNUMLx0vqE17YnTMqUsws5vSxCYNkqDO0goJWmJGnAiigZjGvO9nwlzlHjkVVuO0wezj84oRJkkWKxFREI72tpp2FT0nT7utJ5BVMbi7aObhpxcaXLqfzWNIrdmFeyslE6M5leaSiW84jNXkYn9cmyu3GQktk99sOMyQBFaYmD/dPy92POnf/8icfO8RPf1eUz1ye87VSGCA/PBnKrHMliO5h7AdzKlLH7uHYa3tSxSilFEkmubk1Y354i8HxtXxwV/O6r1zEiQ8ke/fbtKZUOA6UUC7liGgq6rZjnVgf88me22B6PGU0NKvQW4tmlRZa76U4j5DuFlSGtLGYwqViMQ5bbKVvDCS9ulGwNhjy3NuGzrw1YXY/J4oDVUc3pxQ5x2Cxr84xn8sMzmM3XIEdBmzhO6LdCBpOS1zZHXNuakCtHmccUleDFqwOubY9ZXslYyn2f28Us5Gw3IQx9I+ijxiOr3AIJY+2pu2epHEkU0I4jxrXe6SgVCsdhlcas6/jO3+nBS4pbfGZq1oyGnSBGFAh6ecIzYbhDc7QbBymZ3ee5V2BkHr7uUbDcTTjdSQ70+9wOQggW7HlyrgAAEHRJREFUum2+6gh9KodR0PPy5/fxfT3hi6sDPn9txGMLIeD4redWubYNp/qWPA3vWbHNI4kCnjrT49NXx7z0ygYvXNcMCggwnF2GL19MOdfvsnhA8GA/ZJHiVDelnYQ8ttii20rIWylKDnl+S/PZVzb55Es1v+4KYqDXg69JUrS9u2L1mc/Vj02w0gSbXl0f8PLGmO1RiQpCFjsVo8mUX/2919go4cl+TJ4maGuJA8VyNydPgiOd6xkeWeWmLSgFxkDQ3E9CCJJQsD11O8ygswdj1v1qP0UwW0bOK57DGCfzFtfse2vjbko58YX0HNlNsPdS9lZfmlKKU90W/T04/PfCXikDx4U7sVR3w1scAcKBtoLNSnJ9ULJZGBbygLefX+Lx5d6Rnq8QgrOLOd/69tNkStNSV3h+XdNO4V2XTvG+Z8+wdA9LsyQKuLzcoTaOVuz9xG853WFSWba2BlzfapOub7A+8sGdlRCeOdfhsf7B1tpB13X+5eGEJEsiRpOK0hiccHxxbcwX1qa0kph2krCQhQxLTdBw1R3XvXLflJsQYhH4MPBNwBrwA865n91jPwH8z8Cfajb9DeD73UFp2ncIn48mEYG7KW/Np3XYW3xSt7MU7sSK2I29LK7d0dd7+f7b4XYKYr/myLfDcZ3nXrgTS3UvtNOQd11eJm/FtGPBcBLx5KJv4nLxdJ+zC0cbuYPGB3d6kf90ocVXPnmGaTGhdJKnTnfpd/aPXB8Gs5XHvHc3SRK+4ollrm3lnO63eNNSyKdf2SZPE979phXe/dbzRNHBeXt3cl0f77f4+qdOc217wLSCiws5uta8+UyPp850+JKLfQrtdhLk7yQd6E5xPy23nwAq4BTwJcDHhBCf3IMf7gPA+4F34GvH/znwAkfcAHoWrq+Nu2V5FuzBABIqgbU+byqQ3HQj7lZGd4K93oqTouKLGwWPLyaecvqQVorWmo2xZrEV3FQRcbs5uJ3P7bClUTMcdJ4HWQD30/KTUnJ+qcNCu+WrA5yPVGvnSSyDfS7mUZxjHMc8+/jygfvNSpUOy5yyF5RSnF7IyNOIy6f6fEtzXWcpRofBXtd1v3mIooinzy9ydqHFxqSm14758nbMUq/L5X5C7RTjom78zEfL37Yb90W5CSFawB8FnnXOjYBfE0L8E+A7gO/ftfufAP6Kc+6V5ti/gqc1P1LlNltmAtQGaut9a3nio2N7tZzz6RFmJ4F2ht1kfrvl1MYvc6f1jYTcmVKdVBbrLJWWO07a1VHFK5sTktCzWfjGuJ7Lfxa5nUVS4UYkcWOsuTacUumI5c6Nbl3zN6If7+0fztn+geQmGfPHzv6epaDcoCH3L4pZRcPsuFlDa5+IrvZUqr7Ziaab3lp5sN/DNLuOM8N+Xub8/vuNaZ7axzkf0NmtnOev4WBqUAqcu9FX46Bs/oOw3zGThgeu1spz61lume+9vmM237Mx1sYxqQ3Oup2C+INeLvPzN5vjQN546d+uefakssShYqHlKdrjMOLpszG1cWTCIUR0xwGlu8H9stzeDGjn3Ofmtn0S+Lo99n2m+Wx+v2f2+lIhxAfwlh7ASAjxe4c/JXGjaYC1i8Ca56Y98DC5w1+0+/v2PF7M7kLfUMEZg8MhxDK4teZpF4AvM8A5EEIEUexMVe18LqTEWcvspnTWeSJ7/B01k62CcOf8drY35+BsH8TaztO+73hn59xQA+98F9w4tvkb509/7tz9vDbzYc0iiLWduXbW7T1/zdzKIMBqfes+Qux93vPyAGcXce76zec6Nwe3jOkw7o7d19BaXFMm4r+/j3e13OY8D/H9ex0jpKJJp57dJn6+bR+4vvd3wNy97edRKk+57Jzdf9y7vmP2t0AglMKZ3s7czva/5XyFbPb19/nO53czLyyxM6834fHDHHy/lFsODHZt2wb2cmzkzWfz++VCCLHb7+ac+2ngp+/15IQQn3DOfdm9fs8bQ6Z9qGU+Wtfy4ZZ5r/KO3zb0GAGdXds6wPAQ+3aA0VEHFE5wghM83Lhfyu1zQCCEeNPctncAezWb+XTz2UH7neAEJzjBvrgvys05Nwb+EfBDQoiWEOLdwB8B/s89dv/bwPcJIc4JIc7iO2/9rWM+xXte2p7IfN3IfBTG+KjIvCd54n6t9po8t58B3gus43PXflYI8TXAP3XO5c1+AvhfuDnP7c+fLEtPcIIT3Anum3I7wQlOcIL7ifvlczvBCU5wgvuKE+V2ghOc4KHEiXI7wQlO8FDioVduQgg19/fxFizekJPO/X1f5ng2tvs1xkZWNPf3sY9TCJHP/X2/5vWyEKLT/H2/7p/fJ4R46n7ImpP59UKI99xHeV8nhPjB2dweBx5a5SaEeEwI8VHgJ4UQHwI47oirEOK8EOIXgI8IIX5cCJG6/UqNjk7mOSHEjwBfBcc/xkbmY0KInwV+Wgjxw43cYxtnI+/ngL8phPgZIURw3PPayP0vgH+HZ7K5H/fPBSHEvwA+Chwt59L+MpeEEP8U+IfA24QQR9+p5WZ5F4QQHwd+Gfgf2TuR/0jwUCo3IcQ7gX8FXAE+A3xICPERIcThqUbvXGYf+AXgZeCvAe8GflYI8Y7bHnhvMv84/ib5AeB9QoilZvuxWRhCiD8NfAI/t78EfJsQ4meaz478fhJC/CDw2/h5/SF8KtFPNJ8dtyX1DmAT+PJdCehHhjmL+0fxyeqfcc5dds795vznx4g/C6w75/rOuR93ztXHJUgI8VP4MX4OuIh/Rt93XPIeVrLK9wK/6pz7XgAhxM8Dnwd+UwjxU8656THIfCcwds59sJH5G8DfA75dCHHNOXf1GGSeAv5XfMnanwZ+A/jYcVkYQoge8Cbge5xzf6/Z9ingXwkhvtc5t7t++F7lCcAC73POfaLZ9mtAZ69a4yOUq5xzBn/PfBT4CuAzQoiXnHPlUcqaG8M3Ar/inPtQcw5fjlcCQ8Acpczm+wXQAt6OzytFCPHHmo8/4Zx78YjlXcZTnr3DOfeCEOIU0J8/n6O+ng+F5SaEOLtr7S6BTAgRNhfxNeB54D8BLhyRzLj5PTPjh8DTs+3Ng/5h4C3szX5yLzJnvq4PA//AOfcR4BXgDwshLh6FrD1kCqAEPgL8YrNN4pdPn4Gj6ao7Jy9obva/6pz7hBDiS4VnffnD+Gv5/nmf3xHJVACNYgP4SuBv4i3yPwJcOgp5u2TO+CW/A3iPEOKDzYvxrwMfB/72vN/4iGSqZm5bwLPAQAjxEeCHgT8J/CMhxHccoTzhnHveOfehRrGFzrlreFKMb5jtfq/yduMNrdyEEF0hxMeAfwn8ohDi25sJfQ7/xv+Pm4v4GH75dpHGN3W35r4QYqFZhv0kwJwZfw34LeCDc7v/Q7xV9aX38iDuIbNqbpihc26z2e1/wy+jvuYo/CZ7yHTOualz7hPOuUEj3wIxXrGPjliebn7PLKWzwP/hnGsBfxX474AfFELcNWXuHjJNs332XLyMfxl+GEiAPy6E+GEhxNuPUGbRKPJP463En8BX5Xw1vvTwPcB/2Rx7VPesaRTcNTyl2E8Drzrn3uKc+4+AfwD8wbsd5173ztxnAtDNv/8SeFwIER+HD/UNrdyAvwRM8cy+vwh8G/DfO+f+PvD/AX+5eSP9DvAxvC/sD8LdOYeFEG8Dfg74fcCbhRDfOvfxKvCvga8VQlxqZFjg54E/6pyr7maAt5Ep5vYRzbLt/wG+BXjr3cg6SOa8BTE3f+8HPjtn7RyXvP/LOfe/N2Ndx1sZ34l/iR2lTDn3oL0T+D3n3AZQAz8IvA1vOR6ZTG48h98N/H7n3N/AM+H8OvDfAv85HMs9C76W+1lgvoHDx4AngDt+Id9uXmdjmBuHAXLnXCmOwV/7hlRuQggpfHDgceDjzdv9R/BvvG8VQrzXOfejwDcD/wR4p3PuHwMreOf03Tq/I3yx/3fi3zrfPbPInHOTZlsB/Pm5Y14CXhJCdO9C3r4ynXN27k0++/1jeIqorxJC/DkhxI+Iuwui7CfTzGQ210ABX4q3OBBC/CkhxAf3+c57kjeHmZ94iHf2320qwe3mdfZQ/ybwPwghfreR82vAi/jl3FHKrBpLSuOd7HBjnBZ4UcylwRyRzNnL6DeBfwZ8/ewA59wnAYX3kR2VPDt/7zT7fhxvDJw6lui3c+4N8cMN39Vy838b+LfAH5vbJ8dbc7+6x/Fvx0f5/sO7kLnS/B8B3ebvdzcX5/vm9hf46M8XgZ/CW1GfwvuNjlwmIPc4/sfxD8Qa8P7jktmMdQHvj/o2fOT0GvDNxzVGQDW/n8a7AP6nY7yWEvg7zT32Xc22P4B/cE8d57XkRs33U3jl833HNc5m+yX8S/jj+CXwr+NZfNrHeb8CT+JfGO897Pju5Oe+Kqi7OkH/BvnreOfjL+Gd19/SfPaXgd/etf9/gPevva/5/xTwj5vjv/8eZP6hXfvkzY3wK8Djuz57N96K+jfAXzhOmXglI4EQ73erD/sw3IPMmYJ7LzcU6V885jG28flmP4+32P6b476W+Ic+O6J79rDjTPHR2dk9+wPHLHP2wngr8GcauQfKvMcxzpT3Ct5l9OydzvGh5uQ4vvRIT9BbXL+M51MP8Eu+L+IjWct4+vJvm9v/AvCrwDfNbft2oHOPMp8HvnbXfs8Cfxf4sblt4dzfwX2SGTS/v/U+jlPh/Sp/Ee83OW55Aq9sPsAhLIojntcda/U+jfMy8KH7OM75e/aW1cBxzetu2Uf9cyxfes8nBd25G+oDwPO7brK/iw/RLwPfg3fmPzl3/G8BX3/EMj+Cj5pdnjsmwqcI/Av8cvhfc2fL3qOS+Qfus8xfB95zn+UdeunyBr6Wr+txPoh5vZefYxdwRyfjE0T/Gd6P83P4gMFX452sXzK338x/9v7m/5/DLwF/DG8C/xsaH8BxyZzb/s34NIhXge88kfnojPFRkfkgxngUP6+baKkQ4rvwa/d/C/zXwCLwF/Am7zWa+j4A59yngN8F/rNm0wfweU8A/9w591XOudVjkvkdzbFKCPFefE7QX3POnXPO/a0TmY/GGB8VmQ9ijEeG+6VFD/F2+GHgu+f+P4/X9mfx6/mPMrcUAv4Qvk4tm9t2KJ/IUckEzgG9E5mP3hgfFZkPYoxH9fN6qi39SXx5z6xsY4KvNEiBv49PKvxeIcRzzrkv4p3Z/7fz+WXAXSU53pNM59yr93ucbxCZj8IYHxWZD2KMR4MHoVEPeFPMwsTvxJu4UfP/s/gw9b/D58ZcZy4ieiLz9SfzURjjoyLzQYzxns/5QZ/AbSbzz+CLwue3KeDLgD9xIvONI/NRGOOjIvNBjPFuf15Py1LgJrqZL+cG+8QH8dnaP+J8DeUnTmS+/mU+CmN8VGQ+iDHeK153ys35esIAH5VZEUL8Cp7N4086566fyHzjyHwUxvioyHwQY7xnPGjTcR/T9234sp4rwJ89kfnGlfkojPFRkfkgxnhP5/ugT2CfSYyA7wOSE5lvbJmPwhgfFZkPYoz38nPScf4EJzjBQ4nXTYXCCU5wghMcJU6U2wlOcIKHEifK7QQnOMFDiRPldoITnOChxIlyO8EJTvBQ4kS5neAEJ3gocaLcTnCCEzyUOFFuJzjBCR5K/P9Mcd1mAwQGEQAAAABJRU5ErkJggg==\n", 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\n", 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" ] @@ -285,7 +285,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -320,7 +320,7 @@ "outputs": [ { "data": { - "image/png": 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oyWJSeQ6BUPSYC6ZPpr/fUbI4O5QTKXqrR0VF5dii/FcfJI6BoLKykvz8fNxuN16vl8cff5ybb74Zm802IO35yU9+gsFgoKWlhQULFnDrrbeydevWft136qmnJs7D4TClpaV89tlnOBwOHn30UX74wx9SU1MDwOrVq1m3bh3Nzc1MmzaNJ554AgCHw8FTTz3Fo48+ul8dS5Ys4YILLjjgPoXD4QO+Z6BQhVo/SH7p9kc89SYaekrr7sV+uKwyqeVW2zys2ntkrD+HS3z2VxgdTnF2pOs5Vmerqqio9E5lZSUTJkxInJ955plEIhHsdvsRb4vH42HRokU88sgjWCwWpk2bxiWXXMJrr73W630LFy4kOzubc845J3EtPT2defPmUV5ejkajYebMmQwbNox169YBUF1dzbRp0zAajZxzzjlUVVUB8Otf/5qf//znZGZm7lfPkiVLmDFjBgBPPfUUs2fP7pJ+++23c8cddwDKEjhPPvkkJ554Iunp6ceMWFOFWj9Ifun2JZ463EE21Xdy0pDsbkVDT4Kiuxd7b+LjYKx23ZW71erA6vAzKMt0RKw/h0t8HqwwOpbFjupeVVE5PDS9ekfiGAg2bNjAxIkTAejs7OSee+5h4sSJjBw58oDKmTlzJtnZ2d0eM2fO7FcZu3btQqfTMXr06MS1k046qVeLmtPp5IEHHuDpp5/uteyWlhZ27dpFRUUFABUVFXzxxRf4fD4++eQTKioqWLt2LTt37uTqq6/e7/5QKMTnn3/O97//fQDmzJnDsmXL6OzsBBSr2cKFC7n22msT97zxxht88MEHdHZ2otMdG2H6x0YrjyL6msW4ZLOVD7e1cPGJGsyGwv3SDyS4vru88SD1QCjKyr3KchyzJ5Z2ESh9Bcknl1tRkkUgFAGOzLL2Az0LNJVDMaEgefZofMbtkZhAcLSNpYrKd4Vgy94Brb+yspJFixbx7LPP4nK5OP/881m2bFmXhXiTeeSRR5g8eXJCsMR5//33v3Vb3G73fpasrKwsXC5Xj/fcf//93HDDDb3GjoVCIa655hquu+46xo4dC8Dxxx/P7NmzmTx5MmPHjuXZZ59l1qxZvPLKK/zxj3/k7bffprS0lOeee47s7Gw+//xzTjrpJDIyMgAYNGgQZ5xxBm+99RY33ngjy5YtIz8/PyF6QbGwlZaWfpshOeL0y6ImhJglhPjOiLoOd5D5X9XQEVtv7EDoy3Iz44QSzj+uiJLstMNipdknLCQlWSaaHH7W13Z0sQodSHyU0g/B4spG1tceGrP6kbZSfZv6hudbKLAYGJ5vOehy4t/Jks3WI2rhOlJuXBUVlSNHIBBg+/btbNq0CafTydtvv83XX3+NXq/v8Z5t27Zx4oknHpL6FyxYgMViwWKxcOGFF2KxWHA6nV3yOJ3OhDhKpbKyko8//pi77rqrxzqi0Shz587FYDDw7LPPdkm766672LhxI2+++Sb//Oc/OeOMM4hGo7z00kt88sknjBs3LhG7luz2jHPdddcxf/58AObPn8/cuXO7pB9rIg367/p8GGgSQjwrhDjtcDboSLBks5X3NjWxZPOh3RrEF4xQZXMzpjiTjQ2dB/3C7k0wxEXYhLJcZk8sZfrYQgLhKG+uqWd9bcd+y0L0JT58wQhbrJ20Ov0EwpH90r6NcDmQGL1vQ19l9taPKpsbq8PPks1W1tfaD6pt8e9k+tiihOg7UhzLrlsVFZX92bJlCyaTieHDhwMwe/Zshg4dyqJFi7rke/7555k8eTLXXXcdra2tFBUV7VdWXGh1d1x44YXd1n/NNdfgdrtxu90sXbqU0aNHEw6H2b17dyLPxo0bE+7KVFasWEFNTQ1Dhw6luLiY3/3udyxatCgRcyel5IYbbqClpYVFixb1KEBbWlp46aWXeOCBB9iyZQsnnngier2eU089lU2bNgHdC7VLL72UTZs2sWXLFt5//32uueaaLuk9WSWPZvol1KSUJwHnAj5gkRBipxDiPiFE+WFs22FjxgklXHziIGacsG+z3f4ImrU1HTTafT1a45KtXd9mxt9Wq4PlO1pZtK6+1+UmzAYtFSVZ1LR7CIQj7Gxx7yc2+hIxX+1tY8mmZsJSYtR1fRwOVlT1ZtFLTTsUQiPZKtYdvfWjoiSLfIuB9XWdBMKRg5oBG/9Omhw+2txBtjc5jph4UuPUVFS+W2zYsIGKioougmLGjBm8++67ifPNmzfz2Wef8dVXX3HLLbeg0XT/Kl+6dGlCdKUeqcti9ER6ejqXXXYZDzzwAB6Ph5UrV/LOO+/sZ6mKc9NNN7F3714qKyuprKzklltu4aKLLuLDDz8E4NZbb2X79u289957mM3mHuu9++67mTdvHmlpaQwbNow1a9bgdrtZsWIFw4cPp7q6mkAgwLhx47rcZzKZuPzyy7n66quZNGkSQ4cO7Vc/j2b67c6UUm4ENgohfgGcA/weeEgIsRJ4EXhDShk9PM08tORaDMyZUt7lWnexSo12H6+urObKSUP5bFcrWxqdZJr1bGl0sLfVzaThudR1+Biam0amSU95fjpZJh1Of5jMbxHzVVGSxY4mJ3UdXhatq2fGCSVdYp863EGWbLYmrtvcQfLSDGxp7KQ8z9xFCPUUxxS3vO1u9eALhykxmSnPt7C2piNRz8HGQPUWh5ec5gtGWLSuniaHHzj4GLEqm5s2d5Aqm7vbxX5764fZoKU8L40vdttw+UN8UddJuycESKaOKjigdsTLD4Si3ca9HY5FcI90nNq36YO6CLCKSt9UVlbu58a84IIL+NOf/oTf78dkMrF48WJuuukmhBAIITjhhBMOa5v+/Oc/86Mf/YjCwkLy8vJ4/vnnu1jULrzwQk4//XTuvfde0tLSSEtLS6RZLBZMJhMFBQXU1tby4osvYjQaKS4uTuR58cUXu1i+li9fTmdnJz/4wQ8AmDRpEhdddBGlpaWMGTOGt99+m8WLF+9nTYtz3XXX8fLLL/PXv/71UA/FgHBAcWdCiBHAnNgRBR4A6oDbgNnAZYe6gYeT5BdHdy+8V1dW8/5mK9uanGSZ9TQ5/Fz/vTL0GkFdh5fffLADISDfYmRkoYWThmSx2ergvU1NDMtPx6jXHJT4MBu0zJ5YmhAxiysb2N7k4tLxUaaOyk+4bkGxDu7IcpJnMbJ8RytGna5LnT1NSFi0rp66Di+ZJh0jCjIYlGXi0x0ttLmDBEIRjHpFqJ1Snpuweh3KF6wvGOGN1bVU1ncyvjTnWwmN7r67VFHQ0/fgC0bY3eomGpWsre1gdXUn6bG4vQMlXo9iSZMJy1zqYrvJ4xu/fqyIl28z+SL1XlW4qajsT2rMFsBZZ52Fx+NJnLe3txMKhQD44x//yHnnnXdY25Sbm8vixYt7TO/NOjdv3rzE57KyMqSUfdZ39tlnc/bZZ3e59swzz/DMM88kzpcsWcJtt93W7f1Dhw7FbDbvt1RHfL22Y41+CTUhxE+AucAo4E1grpTy66T0RUDrYWnhYST1xZH64rn05MF8uacNXzBMYYaeuMHwrDEFvL+pkbCMMDgrjcvGD2F3m5uTh+aws8mJUadhTLHlW4mPuFjbanXg9IXY3uQClAd8xgklBMNR8ixG3lpXx85mNxOHZmPt9JGd1nPAaXK/rQ4/UkKVzYNOC1ohmD62iCaHD6cvzOLK+oQwjLtiu5th2hNxq1+8zNSX8Vargw31dho6/Fw6viSRdjAv7+6EWHeiqLvytlodbLE6cPrDnFKWy7A8C+X5FiaU5fSr7p7aY9RrWb6jlWqbOzFm3VncgH4Jn55mlh7Md3MwHOi+qMlW31yLocs9yQL1cG3hpaLyXWbu3LnMnTuX0tJSWlpa+NnPfjbQTTrinHXWWUyfPn2/69FolKeffporr7yy23XXjkX6a1G7EMXV+a6UMpCaKKX0CiGOKWsawKAsM95AmEFZ5m6D8BdvaMThDdHg9xEKR2l1B/i6qoOcdAPhiAQJHn+Yz/e00uEOEQlHqGxwEIpEWF/XycwTgww29OyD743kF53ZoCXTrGd4kmvyxNJs3lxTj7XTh9sfZmNDB7XtPn63bAc/OWdUF2GS2reKkizaXH5W7mnnzNGFtHuCNDt8fLiliTHFmcQFYfzf4fkWPghYWV1tZ1h+eq8uwXhdmxocfLi1mdp2L2lG5TFLfhkPz7eQbdJjN4YIhGWiXwfz8vYFI6yv7QAEE8pyuhVFPQm25HZkmAzMOvnQbEUSd183OfxstToScYWnlOfS4Q6ys9mJ0xdmfGl2In9vIjU+LjuanLTF4iMrSrJw+oJ4gxHqOnyJeg4Hyd9L/HvqTUwnW33jYQapglpdXkRF5eCYOHEi27ZtG+hmDCi/+MUv9rvm8XgoKiqirKyMZcuWDUCrDg/9EmpSyj5XxpNS/ufbN+fIkCwmNtR3wspqzhpTyOqaDkARCOtr7TS7fBRmmHAHXNTaPUSj4A+FSTOYWVPbgcMbxOENk27UMWFoDmkGLc0OL55QlBZngCeWbue3l5+038usP1ajt9bW8caaOjyBMDefNZJTynNZubuNxZVWLjw+SCAcxajTcNKQbFbutREISTRCEIxGee7TPcydXM7Z4wq7jQMzG7Ssr+3kkx0ttHuCXDFRESeVdXZW7Grj5KHZaAVsqOtk3KAsqmxuOv0hXIEQfbkE4y/0k4ZkcvGJg7pY1JKpsrmxeYM0Ofws395MRApmTxiSsGQdyMt7xc5Wfv/hTgoyjdw2fRRTR+Un0sYNysSo13QbN9Zo9/HE0u14AmGaHH62WTsZX5rN9iYHyaKvL7r7PpMtoqkirMrmZrPVwRd7bBh1wxLCd21NR48iNT4eyRa1rVYHS7e0EI5GmTg0p4uQPxSWtZ5CA/ojpqePLaK23cv0sfvPRItzIGsKqqioqPRFeno6brd7oJtxyOmv6/MfPSQFgAZgcWyywTHB+toOFldaOXtsASeXZsdm18guM/6c/iANHX5OHZaDtdODzRNGr9PQ7AxgiU0YiErFzBqORLl+6jB2Njv5YJMRrTZEXrqRggxjt1aOflmNhCAclayv76TR7lNckv4wNneA3a0ePt3Rwq4WN1NH5oGEC48vwuWP0OIM0NjpY3eLk0yzjkAoitXhpyRl54Hrpw6j2eknKiXvbbIyNMdMg92Hwx9kS2MnUQmZZj3ZaXpmTyzlvOOK+KbaTnl+eq9j2517K1U4+IIRnL4g/kAEm8vH57sC5GeY2VCvCOVxgzIPyP35TVU7rW5/TEPKbsfYF4xg1Gsw67XcOn8dF1QUs6G+kzU17Zh1WsJRWF1jR6/TsGxLC6W55n7FGMbFXkGGMdHv1Ni4ZLEcCEUIhCNYjDoiUUgWvn1Neoi3xWzISrghLx1fQlxUHmpXYmp5FSVZrK/tIBCOMil23hM1Ng+dvhA7m53dur5VVFRUVPpHf12fTpQYtXeBeqAUuBhYCIwDfimEuEVK2ZOgO8oQhKNRmhwBrp86jE93tFCcZWbh6rqEaPumugNPMMzuFhe+sCQKGHUwqTyXUCSCiL1gIxLqOzw8+sE2zh5TyPjSLIQQTBqWhysQ7nbJiP64fGaeWMKHW5pYX2vnmY934g9HCIQkGUY9Q3PNhMJRfKEIO5qdCKEhFBWMLs5kZ4uVMUUZDM1L58019Vx4fDFnjy3s4tKNv+RnnFDMyj3tFGea+M/WJna3uUFCICzJMmmZOiI/4XptcvhZXd3O0FwzP5o2vNs2p1qWurMQxUXLqr3t7GhxEYpIgqEw3rCHJZub2dbkRCs0DMoyd7mvt3puPGMEgWAYNBqy0wzM/6qG6WOLuuzPGu/zT99Yz7raDrY0OPjZ+aNpdfgIRSVFmSamjsxn1V4bnmCI3PSsfln1Xl1ZzZqadsrzLEwbWcD6WnvCMhsXbU5fmHV1dsYWZ7LF6mTVnjbSTTqKLCYC4X0TDuIu275EarKASnZD92dSxYHQneheXKmsPfj/ndpXPJwimLdZHayr60xYeFVUjgUKZt8/0E1QUUnQX6E2GpghpVwZvyCEmAI8LKX8vhDiAuAZoEehJoS4DbgeOAFlKY/re8l7F/BLIA14G7i1u9i4g2VCWQ7VNjdNDj+f7mjB6vDzzMe7qG/3UpqXhtMfpt1tqr4pAAAgAElEQVQTYESBBZsrgEEjKcwwcNKQbLLSDPxnWxORSJTB2WY6vQE0GsHq6g62xQL/c9MNtLr8FGaaOXFI1n5LRvTH5dPk8BGIRHH5w7Q4fFgdAXyhCNPHFNLkCFCQYSTXFSDTZCA7zcBWqwOPP8AFxxcnRF4kqrhHU0VSVZuynEWLw0+d3cucyWWcNjyX6nYPOiGIRiNkpOkpz09LvIwHZZnQazR4A+EuMxmTSQ1sT3bXxV1y62s7WFdnJxCOIAQMy0unqsNLIBilxeknP93AXpub4wdnMTx/RLdjs9WqxL99uKWZW88ayeAcMxVDsllcaeWxJdsJhpVJH3OmlHeZ4SollOWY6PCkk2nWk2HSc83ksoR11drpR0jJiIIMThuWR1Wbmxc+28ud545mRGH3a7RdOWko25qcZJh0LN3SxKXjSxKW2fW1dlbutdHh8lPd5mFQpomVe9vRaQTeUBS7J4TDH8aoE4n4ud6sYvFYvJ4sWqnPVarbuz8isLfyKkqyuHS8st1YX2JwQlkuRr2Wr6tsVNvc7G51MmVE3jEzy1MIYQT+jLJ+ZC6wF7hHSrk0tn5kNeBJuuVJKeUjSfc+D1wOeIHfSil73/RQ5agibeQxv667yneI/u5McBrwTcq1tcCk2OcPgb6isK3Ao0CvC5sIIc4HfoWyVlsZMBx4qJ/t7Bdmg5YpI/Kp6/AyPD+d+g4vZp3AZNASlZK9bW7c/giXnDSIc48rpDQvg5OH5lCel875FcWMKrSQYdYzsSyb00YUotdoCIYjWAw6AqEw7kCI8aU5XDp+cL9jrVIXfh2eb+HEkkxGF1kYU5xJIBIhEonQ7gnw7/UNDC+wMH1MIYOz0yjMMLC31c2qKjs2V4AamwebJ8jxJVmAoMMdZPn2Zh5bso1VVe00OQM02n1IAXqtoMXpo9MbJhCKIpHkWgykG/Ss3NPOV3ttLN/ezKq97VjMOqps3h4XVx2ebyEUjiYC2+Mv+iqbO7EoayAs6fSGKMtJQ0bBEwxDNEqaQYtBp8HlDxEKR2ns8LG4sqHbRWOH51todvhZV2dP7C4xfWwReWl6/KEIYwdZmHFCSReRFgpHaXH5GFmcyS1njiQQjLK2poMtVidnjy1km9XJ0i3NSCEw6zUs39HKY0u2s2JnK898vKvH783uDXJSaTYnl2YzblAm4wYpY/72+npW17Szs8nJyqoOrA4fu1qc+EJhPMEw1k4fTm9IcU+HJR9ubebp/+xkUJa5x8WC4xatpVuaFTduH2InPrt3UJaJ4fkWFq2r59Mdrd9qcVyjXpuII4w/r+trO3hzTT1f7W1LXOvwBPlgoxWHN0SmUU8oHO1x54ejdHcFHYr34EwgC7gP+GfKIt/ZUkpL7Hgk6fo8lBnyZcB04BexP2ZVVAYMn8/HxRdfTFZWFldccQULFizodVmPs846i5dffvkItrB3brnlFh555JG+Mx4FlJeX8/HHHx+y8vprUasEfiOEeFBK6RdCmFB+jOJxacOAjt4KkFL+C0AIcQq9i7rrgFeklFtj+R8BFqCIt0PCjl17mfPz39DqlXyxyEJQaCnKycRoMtKKAQbnYrWHWO6rZ9igfI4fnEtxpglfKEKNzc30MYWEI1Bv93JhxSBsrgDhaBSQ6HVaohIcvlC/g9FhX9zcpeMjTB1VQJXNTY7FxEUnWPi6qh2b008oCmtq7IQiUaptHoYVWBien47DH6Qk00RBppEWZ4BAOMzUEXnsbHGzaq+Nnc1O3tnYiNXuJSvNyP98r5yvqzu47OQSXvy8mmZHAE8gggbQabVkmHSEZQRvMMxH25rY1OCkzeXnzNH5jCvJ2s+dG7eoOH1hml0+8tJNiTzxeLQss55BWWbW1TYSjUqq293YvSH0GolRr2NotplGZ4BoFAZlmml2evnn2npCkSjXThnWZRy3NzkIyyhFmUamjy2iwx3k5c/3Utvhw+4NcF5FEWaDNmE9lBLyLEZa3AGq2jxstzppcvr4cGszRr3i4t3Z4qLe7mFYXhozT1R2rGh3B8g067nz3NFd+pnsRo73LZ5/e5Oy7MjG+k7W19qxe/wEQpLibBOjizPQaLS0Of34tWEGZZswaLUYdQIkVNZ38umOlv0WY47TnUWrN9fm8HwLO7KciYWRu4tVPBCSn9FAWPLa1zXMnVxOIBxmV7MLnQYyTHp2NDnZ0+bh/c1NpOs1+EJRtlidHFeSqSwI7etqlT0al+mQUnpQfuPivC+EqAYmAuv6uP064HoppR2wCyH+guJN+O5MQ1M55nj77bdpaWmhvb0dnU559adur3Q088ILL/Q77/XXX8+QIUN49NFHD2OLjhz9FWrXAa8DTiFEB4orYC0Q/5Zzgf89RG2qAN5JOt8IFAkh8qSU7Yeigk/Xbmbdu38DlD+ZAbYnp8f+/Q9gzBvM1Hte43vD8hhWmIHTH+bPr/yDZc8/iNAZWGw0E9Xq0egM6A0mzGlmzCYzr71rYNUruZwz9VR++ctfdql/w4YNfLnqazr8kpEleWRnWtjR6mfbnk5GaYeRHx1MptbAcTmSr+oc7Gxx4Q8r9xak6bGYDUwbWcCgbBO7W92srbWTm2Fk8og8tlgdLN/RRmluGi0OH1qNhkHZZixGPekGPaFohLfXN+AKhPnzZ36aHD4MWg1SSowGLToNtHtCBEIROvUhfKEInkA4Frsn+GJ3G+V5Zs4et29V6fiLNsukw+2PoNfs2yVgfa2d176uI8Oko6nTR6PDS6c3xNB8M4WZBnLMBgozTXS4AwiitLr9RCV0eMN4Qz5W7mlnYlluF7ed0x9mV7ObwgwjNTY31TYPq6o6CIUjFGeZGVWYkbAmaTUaWlw+tje76PQGqfSH0GsEZoOW0tw09trcZKfpmDQsl7K8NPQaDdZOH8PyLVS3e5k6Io+SbHOXfoIiKOKzLm3uANlpek4oyWJni5sv99jocAcw6jWYDHo0IsLw/Ay2NjoJS0k4KtFptBj0WobmmplQlkt5voVXV1b3OUty6qgCfMEIX+1tY3erB4c3xMq9Nm45cwQnDsnm1ZXVXD91GINzzIkdG7Y3OQiEI2SZ9ZRk71sxPFnkxfvX3cSPfXniEx8Eu1scikuzxQlC0OTw4vQHmTYqnyaHn9OG5SCkpKbdQ2W9nU5vkEBY8sUeG5UNnVg7vfutL3c0L9MhhChCCQHZmnS5VgghgY+An0spbUKIHGAQ+/6IJfb50h7KvQm4CfhObHXzXaT8Vx8kPtc8cdEAtuTbUVtby+jRoxMiTaVnwuHwUTVOfbZEKG9oDXAGyg9QCdAkpayL55FSrj2EbbIAyb6R+OcMoItQO9gfuaK0/np8QWr1GDQaHP4Imxs72d2ioaGtk3AwAMEAIa+rS/7OpM9VQNTr2E+oLVu2jHvvvbfb+paknB9/5kUMufTn6HUCly9MQaaJrxb9hf88/AlGkwmNzkhY6ElPT2NPfhY2n6QzJMjNSKcgJ5PCMROYUHYJ54wtZEO9nY+2ttCwcwsi6KbJZELojJxYVoA9qKHEYCCAFmHUI9KMaDVa0g06TijJYkhuGjubnWyotZOfbmDKCCWIPXkR1OH5FsYUZxC3+PiCEXY2OzEbNIQiUSJRSV6agUa7n2ZHAKNOR3G2GSnBHQwjkbj9YQoyjZgNJk4ty+XsccWJeK/VNR0EQhFW7WnD5Q8ldhCYPraInU1OMsx6EPDpzlauPHUo+ekG8ixG/LURtjc5qbN5STNqycoyo0WwpqYDTzDK8yuqOGNMAacMzSEUlayvs5NnMeD0BllfZ8cTDHPtlGFdBIUvGCEQinDh8fsE6+5WN2tqbHS4gxRkmtBrBJkmPVU2Fza3n4IMEzohKCw00ez0M6rQQjAi8QUjiVmSNTYPg3P2X9cP9q2tl2HS8+yne/CHIkSiEk8wzOqqdtbX2lmyRVm77Nczj6OiJItASNkDdktjJ3ZviB3NTqydXmacUMJb6+pYuaed6783jEyzrtuFc5PFqeLylATCEbzBCFlmA7npRjbV2zHqtNi9IXQaqOvwctmEIVx4QkmXWbF17R58wQieYIhdLa7E9mjx5VCO1p0KhBB6FKv+36WUO4QQFuBUFE9DHvBcLP18lN8v2P83LKO7sqWULwEvAZxyyil9L9mucsjoTYA1PHdt4vOQnxz5OXJbt27lzjvvZN26dej1eu644w7uvfdeAoEAv/zlL/nnP/8JwA9/+EOefPJJjEYjK1asYM6cOdx11108+eSTaLVaHnvsMf7nf/6HBx98kMcffxwpJYsXL+YPf/gDWq2Wl19+mS+//BKAjz76iJ/+9Kc0NTUxd+7c/XYQ+Otf/8pTTz1Fc3MzkyZN4qWXXqKsrAxQNjp//vnn+f3vf09bWxvXXHMNzz77bGK/0r/85S88/fTTNDQ0UFpayvz585kwYQJWq5Wf/vSnfP7551gsFu666y5uv/32bsck2UrWW19feuklFixYgBCCZ555hunTp/Pee+/1Wte8efPYsmULJpOJd999l5/97Gc8/vjjNDY2kpurWPk3bNjA97//fZqamqirq+PGG29k48aNCCE4//zzee6558jOzj70DwP9EGpSSimE2AxkSCnr2WeEOly4geTlhOOfXakZD/ZH7vjjxvKj23/J8m2NBPx+oqEAkWCATIPE7/PicnvRyRChYABj3mDmTC4nEI4QikpW7GjB7ur/Oi32APsF3/t8vn7fbzKZMWq1WEx6MgxhfOEoGREHe5pru+RrR9nLK04bsBMYdd61vDfmFHa1usm3GIhEJS1fLMSzK7GxRBcTQQIh0OiMTL76LvLPnY3NHaDK5sEfjvL2nx5i5Z9dGE0mnEFBaUE2pYXZCJ2RKnsQg9HE+GFF1HYGsQyfgENkUZZrRqsRnDqsgKo9OwmEJEZ0uO1+bAGJzRPBGYRQFDJCUe6fWcFpw/JYvKGBpQ1WKkqymBRzi3X6QxSkGynMNGJzB9jZ4sLhD7Op0Umb24/DG+TL3W0cV5KFyx8iElUWJg5EQRuMkJtmwB0Ik6YX6LU6Ms062lwBKhscjC5Mx9rp54UVVTQ7fYQjUVqdfrzBMGkGPaMKlfftVquDFbvaQCoTChaurqOmzc3qmg78wQhZ6Tqy04zsaHHi9EXo9LkIhiXt3gBaAfkWEzuanbQ5g9S3e8jLMNDq9GNz+5n/VQ0l2WlsbFBkf9wduGSzlcWVVgTg8gcZlGnilPJc3IEwk4bnMTQ3jYZOH6OLMli528aEshyMei02d4DjS7IYlG3im2o7VW0e/vjJLtbX2un0h6ixubnqtLL9FuiFrjM/4zsuLK600uL0k5tuYGODnbV19tiYRlhbbae63cPuVhfPXT0RuzfIQ5ccT5XNjdMXZtnWFjzBMHZvSNkebUMDK3a1IZCcOaYQhy/cpc8DjRBCA7wGBFG2ykNK6UbxKAC0xCZKNQkhMlB+v0D53fInfd7v90vl6CXi7jWS57Dicrk499xz+dnPfsZ7771HKBRKLG77m9/8hq+//prKykqEEMyaNYtHH300EbvV3NyMw+GgsbGRjz76iMsvv5xLL72Uhx56CCEEe/bsYf78+QC8+uqriTptNhuXXXYZf/vb35g1axbPPvssL7zwQmLj9XfeeYfHHnuM9957j1GjRvHEE09w1VVXsWrVqkQZ77//PmvWrMHpdDJx4kQuvvhiLrjgAt566y3mzZvH4sWLOeWUU9i7dy96vZ5oNMrFF1/MrFmzeOONN2hoaODcc89lzJgxnH/++X2OU099vemmm1i1alUX12d/6nrnnXd46623+Mc//kEgEGDFihUsWrSIG2+8EYDXX3+dyy+/HL1ej5SSe+65hzPOOAOn08ns2bOZN29ely2u4nz55ZfMnDmTzs7O/dL6S39textQzP47Drqm/rMVOAn4Z+z8JKDlULk9AUaPHs1Tv3mY17+pYV2tnU5vCK1WkG7Q0eTwY9QqC8emG3REJLiDIbzBKGOLLWSa9EyecSXPPXg3p5VlUN1k52+fbUcjQzjdXo4rNBPw+/h4cz06QgwvLd1vLbWJEydy/Y9uoLndgVFECAb8tNpdtHW60MsQgYCfgM9HJBRgytihFA3LpbHTR30wQjAcJcfY/30ofVLL19XtOP1hzDotGSYtjaF+TKCVkmjIT6sryK4WFwg4d2whBRYnH8zfxle1+wLs13dz+79j/x53/aMYyidicweYOjIfo07w7mO34u7c/+sUGh3oDDQajFz1/8ygMzDs/7sPY34pzY4Aeq2GWScNZtsbT7KnPcAmrYGP9UaMRhPZmRZC6HCHwRPV4TEYCddlM3nqNGrsIYJhZV88fyjC2l31GIxGMizp/OLcMWyzOtjY4GBLYydGLdjcfmptXkIS8tJ1uPxh3t/YRCgqyU83YtRpmFCWw4dbmllT3cHXVe3IqMQZCBGORAhLcPrCsTX5omiAbLMOg1aDxxciFIFAOEooEiXdqGN1bQcZJj0GrYZlW5uxuYJceHzxfpMKpozI598bGmlx+jHrdaSZ9Ng8QUwawYuf7eHccUVYjDqWbGki32LEqNck7s9JM/DbpdtpdQXQ6zXkphnIMOuZUJ7DpScP2W+B3mQCoQhf7bVh1Gkpz09nZEE6BRkGXP4wY4sy2NLgJN2kRdspaXUHCYQke1vd/OzNSjLT9Fw5qZSCDBPjS7P56dkjqGn3ceboAj7b2Yo3GCEiJVohKM9TZuMeLS7QmDfhFaAIZdZ7qIes8T8SNVJKuxCiCeV366PY9ZPo4e8hFZVU3n//fYqLi/m///s/AEwmE6edpsxCXbBgAX/6058oLFSWunnwwQe5+eabE0JNr9fzwAMPoNPpmDFjBhaLhZ07dzJ58uRe61yyZAkVFRVcfvnlANx55538/ve/T6S/8MIL3HPPPYwbNw6Ae++9l8cee4za2tqEVe1Xv/oV2dnZZGdnM336dCorK7ngggt4+eWX+cUvfsGpp54KwMiRIwH45ptvaGtr44EHHgBg+PDh3HjjjSxcuLBfQu1A+rpmzZo+65oyZQqXXqpEKJjNZq6++mpef/11brzxRqSULFy4kAULFiT6EO9HQUEBd999Nw891P2cx2nTpn0rkQb9F2orgGVCiFdRLGoJ65WUsl/b0wshdLH6tIA2NiEhLKUMp2T9B/CqEGIBykzR+4BX+9nOflNlc1Pb4SMiIRyROPxBrJ0+fMEwBp0WbyDCmEEZlOemM6owg0yznnW1HdTavUwenseUMYOVFeYdOmoi2YQikpAuglZjYXJFLrlyGGkGLVOPK97vxTNr1iwGn3Q6X+y2cfqo/MS2Qm+traOh04fDG0arhYlDc5g+togPtzQxoSyHHU1K/Nlxs25l/Mxrae90sWpXE8XpGiYOTkcrw3ywoRazJkJpppb2TjfFYycgCi3UtrkJR6NotBrSB40kXa/BpImQY4RQIIDT7cHn8+HxegmHAkTDytfii2rQaiDLpEWv09Li8uF0ebob0m6x+wUmX4So9OENhPl8dzuhQPdCUUbDEAwTDnpxuO0AtDoDmIwhvEGnErQfDrH8vbf6VXctYC56h/ScHIJRDXpNBL+jneoXfqRkEIL1D5swmkwE0SG1etYbzehNJgJSR0RrYMgNj5GXbmLqqFz2tHrxd7bwyh+e4Ish+YSljqZtNvxRLWGNjohGT0To0ev0pFkspJktRHTZZKfryTQbcAdD6HVaQjKCLxDBGvaRbtIhpWR4fhqN9gAOb5DibBPnHz+IwTn7th/zBSMsXF1HVZsLuy9CbpqGs0YX4A6E+GhnG53eIOkGHacMy8UfCmG1+3hzdR23nDWSQCjC7/6zk1VV7YSjkjyLgYriTOZOLu4y4aW7ZWPW19p5+ctqolFlNnB+upF2T4DdLS7a3EHCkQjpZi31HV58oTBeLxg0iivE6vRh8wb494ZGLEYdsycMYcqIAjLNDpodfrY3u/CHw4wusHD66EKmjMg7qlyeKEtsjAPOlVImzOBCiNNQohx2AznAH4EVUsq4u/MfwH1CiLUoIu9G4H+OZMNVjl3q6+sZMaL7pYmsVmtCGIGyybnVak2c5+XldYmtSktL69dK/VarldLS0sS5EKLLeW1tLXfccUdCPAJIKWlsbEy0p7h4XxhIcr099ae2thar1drFXRiJRDj99NP7bC8cWF/7U1dyfwFmz56dcAXv2rULjUaTyN/S0sIdd9zBF198gcvlIhqNkpNz8PtD90V/hdpUlHWDzky5LuljuY0k7gMeTDqfAzwkhPgrsA04TkpZJ6VcJoT4LUpMvxlYlHLfISE+g87mDvD3r2rxuMMUWkzoMs04vAE8gTClOSZmTxjCuEGZVNncWAx6PP4IFbFtleJbJV0+YQhGnZbPdrdx0QmDyDDpydrbTjQqSdK0XRieb2FHkzMR31Vlc/P5bht7Wl18b0Qu/hDsanHxTXUHzQ4/s8aXkGU24AqEaDOaOWFwMWdMyiKa38DUkXlcO2UYAMetrqWyvpNAOEq71YE1Kgm2ufEGo3S0utEKGHHRjUwfU0SGScfQ3LRETFJyjFCb08ddC76hxu6lvsOHQFBn99HuDpB/0Z3k6kJcOaGYsmw9G6qa+XBjPaGgH7Mmgsvtxe/34fV6MWXnU5Cpx6jV0uL0Y/eEMOUPQRdwYySCiATx+Xz4fL79YiIAsixmojpBKBKlzeXn7dW2/fL0RpUjRIFGcdMNLjGzw99KQzxRSgJ+HwH/Pld0soQUehOnjyigMNvEVqsTnUYwSDj57XO/pz+k55dw+q9fpzjTSK3dR5bJgKlxLctfehitwUhE6BE6AwaTiV06I0F06PRGcrIsbFuYzYzTJ3HPr36RWGYkEo0Sba/DvWcbHp2BV7enUZCTQZsrTFhjZLPbzNrNOgIYkDoDaWlm/OEoOq3A7gkysSyXDJMWk07LpOF5XURad5uox2MMM0xaRhdl0Gj3sdnq4LRhOTh8YdpcAXY0u8g2GwlGogQjytMuJaQbtRSmGwkjsbkCsdnI0UTM29hiCyatQKfRo9dpyTTrjiqRJoQoA25GeSSa47E2sWtR4DGgEGUx8I+Aq5JufxBF5NUCPpQ11tQZnyr9orS0lIULF3abVlJSQm1tLRUVFQDU1dVRUlLyrescNGgQ9fX7opqklF3OS0tL+fWvf31Qs0RLS0vZu3dvt9eHDRvG7t27D67RvZD0/7XfdaXek5OTw3nnncebb77J9u3bufLKKxN57r33XoQQbN68mdzcXBYvXsxtt912yPsRp797fe6/Rf0BIqWcR9fp7sl0We8htjjkYV8gMhCO8MHmZqwOL75QFKvTT5ZZj0mnbILe7FQ2v46Lsi0NdmxuH2+uqeMPV01IuKbOHqflxRV72NXiZOLQbM6rKCYQDvPuxiYa7Ps2y04WQtubFHdbfJPz4fkW0o06xZoXjNLqCuL0hRiRn05xpokZJ5Rg9wZZU2tnWF4azU4/GSYttydtwO4LRhhTlIE3EGbp5mb0GoFOr8HlD6MRErNBQ07M5VXX4WVUUQZNDj/razsSC67G29nqDvLw5afw47+vxuEKYnMHOHtcIS5vCM/QcWSkGymfOIry/HQyKgKsT9uFQSsoyTLhDkYJRyI0OfzkpBsxCsGOFifBqBKAPuvBV0kzarnvooqE1ejLXa08v3wnHZ1ODJooQzJ0DM/RUxOy0OyK4g4oC/R2uvycfM2vGFNgorGtk811NggHyTOBJhrC51VcxppoELvTQ0jocfvDDC/MYM5pQ3nVVstGYxrRcBAZSTXmdkWjM7DJ6oBGB3va3AzKNnOi7H98YVRrwKDTMrE8jw5PC85AiNbWDoI+D/j2WSVT7YsulHjDjpYmrr35p7zw6W52tLgZWZiGpW0L7Uv/BIANqEm6z5pSTvHJ53DZnPn8eUUVGg1MGZHL31/4A5s/W8pr6WaG5GdTmJOB2Wym2R2hyRPlH4NyOXl4EWazmaLR43HljmVSeR4l2Wks3dTM3p1bCTdo6PAL3N4oW5t0lORmkWEw4tdLvEENGq2GiJSYTVo6vWE6vSFlogf7/kCp6/Cxrr6TfIuR847LPGrcnXGklLX0vrHtG73cGwB+FDtUVA6ImTNncvfdd/PMM89w6623EgwG2bZtG6eddhpXXXUVjz76KKeeeipCCB5++GHmzJnzreu86KKLuO222/jXv/7FJZdcwnPPPUdzc3Mi/ZZbbuH+++9n/PjxVFRU4HA4+M9//sMVV1zRZ9k//vGPufvuu5k2bRoTJkxIxKhNmjSJjIwMnnzySW6//XYMBgPbt2/H5/Ml3KQHS1FREVVVVYnzg63r6quv5sknn6S2tpbly5cnrrtcLrKyssjKyqKxsZGnnnrqW7W3L/o9/1QIkQfMAIqllE8JIUpQYjIa+rj1qGR9rZ0/Ld9Lq8uPFg2Dsw14gmHC0Sj52SY0GoFGo2wnlXiJSMnqGjvNTn+X9a58wQgNnV6iEhDK0g/t7iBtrgBDss2JlfkDoWhie6HkpQ4Atjc5MeoF54wr4oqJQ3jhs73kpOn/f/buPDzK8lz8+PfOzGRmksmekAVCwg6yKrgALmC17la0nKrFpba12mpra4+1aiva1lrPr7V282jriq21HtC676JAFUUFBEEQSFgSIBtJJsusz++Pd2aYhCQMkI1wf65rrpl5l3meeWfmfe95Vkbnp8V6xr2+bjfVjT5yUhzUNVsTpEcDqxVltTS0BHl5TSXBcJAde5oZX5SOO9mB12cNJFqSk8rsMXmA8PnOBk4elYPTbuPzXV5qvFa4EB12YsnGapp9QbJTnITDhsFZKWzY2cDuJh9BhN2NPv60eCNjC9IpSHfS1BqgPmyo9vpxOWzWZOh2O5kpDqoafYQMVDcGaPGFCYVg0pBMKutbYj0cRYRvnjKajbu9vLtxNzUhqKmH8love5oCBMNhAmFw2pzkHHMG50wvJc1lZ/7zayW3dycAACAASURBVAmFDFOKM6hu9FPTbAXXja1+7AGru7LH5WBolhun3c6kyZPIfGAxlQ2tFGUkMy7PBcEAmU7Dog83E/L7GZPrZMWmXTT5/GSlJLO5ppFku5CV4qCuNZvpX72akdlOtuysZc3WKmzhAEG/DxP04yBIwNcKoQApuYM5/ahBHFWYTiAY5o3PdpFmT7xjX9jm4H/f2chzqyvwBcNUe1vx+xOfoCMzLZUH3t3Mpiov2anJgNBatxtv5Sa8wK4v9t1nC3sbVt1w401MvWgKZ08sYuW2OloCIXa9+3c+/2xZm33a/0cVmwObw8mYa27iogsuJRAMs7m6Cafdxnev/wEffrqOdE8q4SQHSXmZvLcyk9cXJOF0ubj2iks5evKEhN+jUgNNWloar7/+Oj/4wQ+44447cDqd3HDDDRx//PHcdtttNDQ0MGnSJADmzp3Lbbfddshp5ubm8vTTT/P973+fb3zjG1x22WXMnDkztn7OnDl4vV4uvvhiysvLycjI4PTTT08oUJs7dy41NTVceuml7Nixg9LSUhYsWEBJSQkvvPACN954I8OGDcPn8zFmzJhuGfvsm9/8JnPnziUzM5NZs2bx7LPPHlRa559/Pt/61rcYOnQokydPji2//fbbufzyy8nIyGDkyJFcdtll3HvvvR2+xpIlSzjrrLMOabJ46ai6aZ+NRE7BqoJcAcw0xqRFlv3YGHPeQafejaZNm2ZWrEh8lJC31u3ioaVbGJrt4uTR+YBh4cc7WL19D4M8TrI9TmaNyeOS40raVA89vWIriDB3anGsimhFWS2vrt0JBq6dNZJsTzK1Xj//WF7GrkYfM0bksn5nI8eVZsVKroA2Dbcf/88W/rOpmitmlJLuTm7zepurvTz14TZag0EK0twcU5LFW+t3c9aEAtLdjlgAmOGy82lFPWW7vXy2s5HsVAeTirNIEuG4kmw+KK/lutkj2dPsJ34i77fW76Yow9WmCvTj8loaWgMs31JH5Z4WNlc3kZnioM7rJ0SYGq+fk0bk4ky2U5zt5rlPdtAUCOF22CjMdDMyL5Uvqry0+MPMO34oC/5TxvqdjaSn2DlpVC5jCzNjxzA6J+hJo3IZnuvh3tfWs+SLapr9AVqDYfxBAyFDq4FBqTZOGVPAxccN5cF3NlHd5CcrxYHXH6JyT0tkkFprUFV/KIwA9iShIMPNj88YQ16aNRhvdEiINRX1/HvlDqYOzaS62Q9GGJLp4vnVFUwfnsN7m2rY3ejHZQOX0845EwoJhA3ZqclUNrSyrqKenFQXqS4b5TXNTB6SwdiCdAozXVTW+yjNSWVFeS1f7Gpk/a5GTihJp9HbREpSCF9rCxsq6ggHfOSnCjX1XjbvrKWpqYWxeU7OPn48SUOn8Ld3vyAQgqwUB4Mb1rLtk3fYWFFD0O8jmRAOgjQ1NePztSIhPyboh1CAjMmncdSF15PhdJCUJBRmuvn4ibv48LVn9v1BdODK639C5syvMSLPmgliZ30r/77neqrXtZ+kpGNfuW4+//396PCKwrjCdKYccwzbNnberv6Xf3yYW69LvDmXiHxkjJmW8A792IGew9ShiR+eo73y35wbe1zykxdijw/ncdRU/5Po+SvRErXfA18zxrwpInWRZcvZO4XUYSU6blV+upPTjyqIlSo5bUJRupvTxudzdHHWPjMLZHuS+c6skfu8XvshDKLb1rcEeWPdLnY1+DhheA7jCq318WOPgTXi+7tfVLHHG+DlTyvJS3extbaZwZnWoKXR9nS+YDjW884qAROWbKzmuNKsWJCTbE/C2xLAU9dCmsuBPxDEH4Zlm6pYub2eP729kdH56Zw0KnefwUbjG5U7HTY+3VRDYbqTUDiMzSZMHpJJQbqTx94rxxcIk+JMYlxRBoUZLt5y7cbrCzA8L50ThudSkO5i1bZ6RMDjslOY7WbD7kb8YdjZ4Mdu88YGxY3Pw9qKeryBEKlOO7XNfpp9YeyAIzmJgD9MTXOIdTsbeOCdTSz5oop0l52s1EyyU5JJTbYRCIdx2ZLwSpAxg9Lwh8NUNVrtoyrrWzlrotWeIzqZuS8YJj/dxYzIhOort+0hELRG/wfrToDWMDQ3B/nnim24HDaMMdiSBIfdRpM/TDhsaPQFGJ6XyiXHl/BxeS1vrbcGBy7KcFFW4yUn1cnso4piweL9i7/gs6YUa37YPA9DhtrZ4qwiOQT+LCfe3ALSgWE5HqqafLT4Q+zMmshNd32VVdvqWLWjnuLsFAZnuPl8VwOrtu3huJJsPtvVSFVjK/4QVO5ppdEZoKElxNbaJkq/dCXBcV+mqtaLgwAjc1xcNDmfTzbv5IvK2kjwF8Tva6U6dRi7dzaycmsdzYEgLruNzKIRtLY0QzBA0N9KMODDBPwQ8kPQTyiuR3FBVhq+oOH51TuYODiThtYANfVdj1LhdLoS+QkrpdQRI9FArdQY82bkcbQIzn8A+/crayvqY3NhltW0sGbHHgwwtSSbi6amxoKh6ICc8Y2rOxqQs7NJ1q+cOYztkVKet9btBAxj8tNZvGE3O+tbSUu28VDrFoblpNLQHKQlGOLtDVU0tYZIdSZhSnJoiIwrNXNUXqzkaUtkxPlhuamxdnLR/Fw0tRh/MIzXF2RXYytlNVaV7HGlmRRnpXDm+AIGZ6XEgqPO8j6+KIP1lQ18vLUOA8wYnsPZE4u4f/EX1Hl9eFsDLC+ro6LBz39NHUJ+mhOvL0CTL8SyL6oZnOlEgFSnneVb6sj3OBma66HW6yPXk0yq005hhnufPIwvyuC8SYW8ZksiGArTEgwRDsPO+lZsAmEDgZChNCeVD8tqSRJha20zp4waxJUzh/Hosi0s/aKKkBHGF6UzujCdFeV1DEpzccGUfWcumz4ih3S3nfFFGRw/LCc2oGzIwIg8D62hMGVVTdQ0t1DdECIQhoAvhA3wuGwUZ7kZkZvC7ki16/mTiyKfhRXoOe12LppazLDc1FigHf28rp01ki1VjSzfUsOmKi8zRuTgcdmtwFiERZ9spyDDxbGl2YgRnlqxFX8owKptddx67nje21RFWU0LZ4wv4K9LNrG70U9uuovSYJjiTDebqxvJ87jY2egjTIiWQJjNYQf1rmJsRVYWc0qzcYzI50vj7TStqsTrCzAqz8PWumbKa5sJe1sx4TCNvjC14QDOmfMYcVIS4wrSyUyx8+6G3RRkuhmckcKEwZlsq2tieLYTuwly9pQS3thQw6ZdXqoafQzLTWXoedfT6m1g/CAX2e4kWltaqKipJzMZQgEfg4YM22fcQaWUOpIlGmh9JiJnGGNejVt2GvBpD+Spx0WDFF8gzLJN1UwoymBMQTrjCtN56dMKKutbWfz5blbvsHrbR9uidTUnYUdB3OAsN/OOL+GPb29gS00zH5XXUZqTws76Vsqrm/D6gtR4W1m2AbI8yRxXksnrn+0CY/AHhfoWP8+s3MZ7m6q5dtbI2EjzvmCYYbmeDucSdSfbuOT4EgLhMM+trMAYw9TSbK45ZSSV9S1dThHUPvg8e2IR/mCY0lwP00fkWJNpC+RnuKlr9rGjthUQVpTXUV5nTVc1Is9DxZ4WttW2kuK0hp4Ih8MMzkqhuN4qFfIHw6yrbOhwXkt3so10dzK+UJj8DDezxgwizWnnL+98wdiCNHY3+qhvCeBOTuLciYW4km20BsOxaZN+9OUxTBiczitrd/HtU0ZSlOlm0pDMTke7jwaJLf4Q6yrrGZbrYVxhOoOzrLaFK7fVsqK8jhc/rcRtbyEUBoc9iUZ/mCZfiEx3Mm6nA291CzOG5zJrTH5kcnHDBVMGxz6j+EDb6UhiWmk22Z5kppRksXRTDUF/CJdNOH/SYFqDYV5buxNva4gq8bGpqom6pgBhAymOJGaOyrNKPe021lU2MCbfw/dPHc3IvApyPE5eWlNBhsvBiaPyeG9LDWEgzWXn6OJM9jQHWL2thma/4aghGUwYnM6ij7axo76F+pYQAjT7g7gddlr91p+EYMjgDxrsSZCSbGOQx8XMUbk4bII72UG628G6ygYy3HYCITdbaq3ps55bs4unV+wg3W3HJjBjRA5D5l0AIpw2Lp8F75WxtrIBZ6OPJJedTJeDt3cmMaK8NlbiqZRSR7pEA7UbsSYlfhFwi8gDwHnAV3osZz0o/uIcPyjowo+2sbW2maHZKcwem8/b63dx9sS9XZ+j20U7B8Rf/NsHcdHhDmaPzWdYdgqbd3tJd9mtaZMyXIRCYVqCYRp8Qeqa/CS1BPmgfA/1PoPTJqS5HYwa5MFus7Fy2x5e+rSCedNLcTpsfFBWx0mjcgH2yUf0/Y0a5CEJIWgNmIDb0XHJWVfB5+ZqL/WtQZx2iVXXnjG+gCtnDOOqRz6godWLzx+kxRdgSJab1kCIk0db+Xrn8yqqvVZvUZsIlQ0+qupbGZqdwtUnj+CVNTs7nddyfFEGXz1mCNF2dGD10K2sb2VKcSbvb64lxemgot7H9qomcj3OWMcEd7KNXI8Tj9POzvoWRgzyJDTK/dqKep5dafWbjAZSABV7Wnnp00oCoTBjCjMxGLZUNWIDnA4bNU0+PG4bU0uyuHbWSNzJNlaU1cY+o/jPpaM5LY8qzGBKcRYZKXZOHJ3P4g27yXTbcNitErvcNCct/iBDsl1kpji45LihzBozKLL33g4p7mQbYwvTGZ7r4T9fVLF4QxVjCtLIcNspznQxLC+NcycV8fnOet7N9bBm+x427fYSDht2N/nxB8PYBGxJ1lRO9c0BfMEwNgx2RxL2IOR4khlbmEFRphuHLYkar49jhmbGfitFmSnUt9Yypdj64/PIss1Ue1spzMzg6pNHxoLWHXUt3PR/q6jY04w/ZEh32TEGCjOd7Gqw5gRVqi8VXLHvCPNK9ZVEh+d4X0QmY03C/jDWoLfHHa49PjsSncS7IN3FsFwP2anJHZb2TCvNjpWMAB1OtQPWdD/Pr7bmXRyU7iYQMrQGQjS0+sn1OElJtvHO57vJcNuo81oN3s+dWMSzqyr48rh8inNSOWN8Aau3W00Co0FNrFQtEOa9TTW8vKaSC6aEmRkJ3KKcdjtZHgcVe1r5sGxvoNdeVxNix5c8tn+/3zppOPe+sYGReams3tFIMBQmze3AabezcXcDizdUMTQ7hWNLs5k+Ipf3NlczJNuN3W5j1fZ6Upz2WHDVXrQEKt5FU4tjHRwcNhtnjC+grNrbpjpxL2l3v3/RdoDReUqjzp5YRJMvCJHxc57+aCuuZAfTR2YQCMEZRxVQlOluU7rZ0THtrORy+ojc2Gj8H0dmyVi+qYbdDda8malOOyePymNsYTpOexJO+959rSmikmJt+6Kf0ZDsVAKhXTT5QhRnprC52os/ZHAkCet2NnLWhHwq9jTz2U6D1xekwOPCeJxMK82mNRhiwy4v2+uarDZ/IUOTL0QwDP6QIdVpp9kfZP3OBqYOzYp1QJk3vZQWf4h0tz3WWWN0voeymmYuP2FY7PvZ4g9xx/Nr+KS8Bo/bwbgCa5ovuy0JTPQT00BN9S1nwb5tkZXqKwm3MTPG7ADu6cG89LqPy2t5dmUFF0wJcUyJFYBEe1DGl6q019GFuH1br2i1YVFmCnua/ThswvIttez2+rGJNQBpMBQmSZKw24hMmN3IfRcfHbuYryir5bXPdrGn2ZqPMVpi5HTYWLKxmgxX9OPb98J2TEkW3zl5BA2tASrrfW1KBuN11kYtfl37kkeAokw3k4dm4A8YJg/JYNueFpy2JJx2odkXxBcIUZJtVUUCkZ6YAV5es5PSHDfp7oz9jp3VPrhxOmy89OE2dtS1UJjhIi/NyTEl2ftUacYHMIlyJ9s4psQamiRefAeSWq+f7bVNbKlpxpPs4MPyOo4t9TP32OJ9Xqv9Me2s5DLaoWNtRT3jCtP51onDWLapioUf7cAXCLG5yksgGKa+NUBDSwBbUlLsu9m+bV/0fniuB0eSkONx8v7mGvwhw5iCdHI8Tr7YXUljay5zjh7MoDQXvkCI19btotUfIjfdyQnDcwmGDOW1TdiThKSkJELhMKnOJGaPGcQNp4+hrNpLtLSzo7aayzZW87elW0hz2blyRilfHl/Q5jg0tAYwkoQ9Kcnq5NHQQsAaQYZUpx2nPSnhz02pI4Exhptvvpm//e1vgDU22d13373PIK0Aixcv5tRTTyUlJSW27M9//jNXXHEFALW1tXzzm9/ktddeIzc3l1//+tdceumlHaY7f/78NvODdoc333yT733ve2zdupXjjz+eRx99tM1sC/Fmz57NmjVr8Pl8DBs2jDvvvJOvfGXfiryrrrqKRx55hI0bN8amdooXDAaZN28er7zyCieccAL/+te/SE+3phG/6667cLlc/OhHP9pnvzFjxvD8888zevToQ3zXhyahQE1EsoEfA1PYd3Dak3sgX72kbdVRZ0FJe10FN/Hb1Lf6ufOFNYwrTCc/3UVZtZc9Xh+ZKck0tEbmngwGSXXa8AVhTEEaw3M9PLm8nNJcD1OKMxlbkMayL2raVAfFV8FOivQK7Sj97mrn09H7PaYkiyeWl7NyWx1nj8/n+tkjiV6811TUk5HiYGT+3gnMo3lMdzsYnuthc/X+x5RpH9yML8ogNTmJ7XVNLPxoO2MK0vAFQrEhT7qaCikRXVUDgxW0zRiZy+rtm0mi1Zp5IoHhbaDrksv4dGeOymNcYQYNzUHe2VhFdWMrlZGhMY4uzsRht7XpMRwV//3dHJlkfeFH2/hkWx1uh52h2W6eX1lBky/IJ9vqSEm2M7YgjRxPMsu31OAPhNlU1cSmqiZKstzYRAgbQ0aKneLsFHI9TsYVZeB22PY53vsyZKY4GFuQxrB2eR1flMElxw7FZa8gK8VOrsfF1pom7EmGzJRkLj52aOxPk1LK8uCDD/Lss8+yatUqRITTTz+dYcOGcc0113S4fVFREdu3d1zh9b3vfY/k5GR27drFypUrOeecc5g8eXJstoOeFJ38/W9/+xvnnXceP/vZz/ja177G+++/3+H29913H0cddRR2u53ly5dz2mmnsWHDBgoLC2PbLF26tMOZD+ItWrQIEaG6upqvf/3rPPjgg/z4xz9my5YtPPfccyxdunSffTZt2kQoFDrgIC0YDLaZ2qo7JPrX9R/AdOB5rEmK42+HrWNKsvjascWxdlCw94LX0UUoOrCs1Vi8ax+X1/KvD7ZRVtPC4vVVVDX6aAkYPt/l5YOyWvY0+xmSlUIwZAChMMPFtNIsnv5oGw+8+wW/f+Nz1lXWM6Eog/x0F067xNIHYo3RO8trT3Mn2zh/chEl2SnMGJXHzFF5zIy0yZo7dSjfOnE4c6cOjQUhayvqY8c2OtND+9Kr9sYXZbSZmNydbGNYnoekpCSa/EEKM1xEhyjZ32slon167bX4QyzfUkt1k4+tdc2cMiaXudOGJvTaXX2vhud6yPMkxwKwdZX1bK1rweO0k+J04LALAozKT6e+JdBlkBt/vGePzWf6sByuPnk4lfU+duxpJS/NyWUnlFKU4WJzlZd31++mNCeFkpwUitJdBENhdjZavXqb/FaP26JMN8VZKdR4fbz0acV+j/cxJdl89ZghOGw2/rOpmvc2VfHEe2XUev24k23WPJ+Ve1i5dQ/vfVFFdoqDycWZDMl0U7GnOaHjqdSR5LHHHuPGG29kyJAhDB48mBtvvJFHH330gF+nqamJhQsX8otf/AKPx8OJJ57I+eefz4IFC/bZ9pVXXuGuu+7iqaeewuPxxAZ8raio4Pzzzyc7O5uRI0fy17/+NeH0Fy1axPjx45k7dy4ul4v58+ezatUq1q9f3+H2kyZNigU9IkIgEGgztVUwGOT666/nj3/8Y5fpbtmyhVmzZmG325k9e3Zs1oLvf//7/Pa3v+0wsHrxxRc5++yz+fDDD8nPzycU2nvdX7RoUex4zJ8/n69+9avMmzeP9PT0g/pc9ifRsG8GkBeZGuWwF1+ldiAlL/srcWlLyExxUOP143IIp48bxPtldZRXNxEKg9thw5Zk9ahLdzuYPiKbKcXZbNxtVStFX2NcYTpbqpsYV5hxgOn3vFljBpGX5twnsIk2bG8/TltUV6VL7V+n/fucO3UojqSkWE9U4ICrOQ8kvXhrK+px2JIozkqhtslvtWWMDN1yMKLfQ18gTJXXHxtXzhcMAzChKI3yGjshTGSWjHCXgSS0PbZrK+pJT0kmL83J8cNyqNzTgohQ1+znoqnF/Obldbz2+W5afSHS3HZ8wRBJSUJBupvG1gCZ7mTOnVzE0cVZsfluo6Wh+ytxdjpsVHt9kTHkWqwBnLHaGm7f00wYIWjC1LaEKclJ5YIpg/lgcy0fbKmLTaumVF/pbMDbvrJ27do2I+NPnjyZtWs7Hzh69+7d5Ofnk5KSwgUXXMAvf/lLUlNT2bBhA3a7vU0p0eTJk3nnnXf2eY0zzzyTW265ZZ+qz4svvpgJEyZQUVHB+vXrOf300xkxYgSnnnrqAb+P1NRURowYwdq1axk7dmyH+5x77rm88cYb+Hw+zjjjDKZN2zs+7L333svJJ58cm6mhMxMmTODxxx/nyiuv5O233+bkk0/mmWeeITc3t80MDPFeeuklfvjDH3LssceSk5PDa6+9xllnnQXAggULuPzyy2Pb/vvf/+bpp5/m8ccfx+fr/jAp0UBtNTAE6Lp88TDRPuDprKF3e+0DjK72O6Yki/8+cyz//HA7ZdVNGBEGpbmwYXA77ZTmeFi/swGnPYmjCtNJdyWzudrLaeMKWLmtnjPHF8RmDohexOOrPJdtrKKjdkK9JTp7QUcN9uPb/s0clbdP8HOwVZPRfScVtx1uo7eC1ujxv/jYofzzg62cMb5wP3t0Lfo9jA5YHH19p91GfrqLkhw3X1S1kJQkbNzlxRc0CVW5R7eJzqs5PBJQ/ujLY9p8X48fns0rayppjaXppiA9mbWVXgTh2GHZfPPE4XGDOGe3ue9K/G+lxR8i2SbMHpvPwo+24UhK4twJhXh9QZZtribVaWfT7ibW7myg1uunobVgP6+u1JHF6/WSkbH3z1FGRgZerxdjzD7t1MaOHcvKlSsZO3Ys5eXlXHHFFfzoRz/igQcewOv1xtpmxb9WY2PXA1FHbdu2jWXLlvHiiy/icrmYMmUK3/rWt3j88ccTCtS8Xi95eW3/hO0v/RdeeIFAIMAbb7zBunXrSEpKiuXlgQce4KOPPtpvumeffTZLlizh2GOP5YQTTuDiiy/mS1/6Eq+//jq33norS5YsYcKECfz+978nOTmZ5uZmPvzwQ2bNmgXAFVdcwRNPPMFZZ51FbW0tr776Kn/5y19irz99+nQuuOACANzufTvIHapEqz7fAl4RkVtE5Kr4W7fnqBe0r+KKry7qqnqzffVV/H4dbXvquAJuP288p4zOY/IQq3p1SHYKSUlJvLe5Gn8oRGleKt//0mhmjx3E+KIM3tmwm/KaJnY2tMSGxIgf1DZadfjsygqeXbmjW6r8DkZ0OIsnPijjpv9bxY66+MnKD7zX5YGk211VnQcqevzrmv2xXquHIvo9PKYku833KlolPyIvjTSXnSy3g6QkDji9zZGBkTdXe2N/KobnemLf83RXMiMGeRie52HutCFcffJwdtT72FLlJRA2zB6Td9B/AuJ/K9keqwd1ZX0L5bXN2JKSuP5LozlrYgH5aW5aAiE+KKulxuvHHwpTuefQjqtSh7O77roLj8eDx+OJtUHzeDw0NDTEtmloaMDj8XTYmaCgoICjjjqKpKQkhg0bxj333MPChQs7fJ3oa6WlpSWUt4qKCrKzs9tsX1JSwo4dO/bZduvWrbH34fF4Dil9h8PBWWedxWuvvcZzzz0HwA033MDPf/7zNgFsZ0SEu+++m9WrV/Pggw9y9913c8011/Dhhx+yYsUK3nnnHfx+Pw8//DBgdXiYMWMGTqcTgHnz5vH888/T1NTEv/71L0466aQ27eSKi4s7TLe7JFqidhKwHTi93XKDNVzHYSW+1KHFH8IXCHFcpLH6gVQvJlKFV1btZWdjCxt3NbCzvoUMt4PNVV5ag2GCYXDYgnyytY6LphaztqKewgw3+enWNDqd5aOzoSR6UzQPj71XzgflNfzt3U3c/hVrMu2D6XV5IOnG3/eF7spDZyWLe3tPVpGf7uLUsXnUeP2d9txtLxqUFWa4yfMkU5jhZuFH26isb2V9RgNVXmvi+mNKsvjmicMoq2nhgimD2VztJcNlJyvFwdypxUwf0b3Vj9HZLirrW9lc7WX6iDycdhsNrVaP55xUOy6HgzMmHFpJpVKHs1tuuYVbbrmlzbLx48ezatUqjjvOmrVx1apVCTf+FxHCYas5xejRowkGg2zcuJFRo0bt97XaB4JFRUXU1tbS2NgYC662bt3K4MGD99l36NCh+0xEPn78eB577LHY86amJjZt2pTwewkGg7GOA2+++SZLly7lpptuiq2fPn069913X6e9WAE+/fRT/vOf//Cb3/yG//mf/2Hq1KmICMceeyyrVq0CrGrPs88+O7bP4MGDmT59OosWLWLBggVce+21bV6zo4C5OyVUomaMmd3Jbf9lnf1UtOTs4/I6Piirw+lIirWp2l87oKiuGohH+YJh1ld6+bSigdomP5IE2R4nEwdn8JMzxjLn6CEUZabwcXkdSzZWk+6y873ZI5k7dWin+Yj26JzZbkDV3uZ02Dh9XD45qclMGZpYh4xD1ZOvDYl1GOnpPESNK8xg8pAMJg3JirX5S0T0z8bb63dR5fXz9vpdVNS3Upjh4uyJRW2+VxV7Wqnx+mJV6zNG5HLS6Dxmjszp9vfnTrZx0dTiWOlx9Hucl+bik611/GdTLZ9VNkSG/+hbIuIUkYdEpFxEGkVkpYicFbf+SyKyXkSaReRtESlpt+/DItIgIjtFZN9+/0odgMsvv5zf/e537Nixg4qKCn77299y5ZVXdrjthtRA3gAAIABJREFU22+/TXl5OcYYtm3bxs033xwb0iI1NZULL7yQn//85zQ1NbFs2TL+/e9/c9lll3X4Wvn5+ZSVlcUCveLiYmbMmMFPf/pTWltbWb16NQ899BDz5s1L6H3MmTOHNWvWsHDhQlpbW7nzzjuZNGlSh+3T1q9fz8svv0xLSwuBQIAnnniCd999l1NOOQWADRs2sGrVKlauXMnKlSsBeP7555kzZ06n6RtjuO666/jDH/4QK3FcunQpfr+fd955h+HDhwPw8ssvc84557TZ9/LLL+eee+7h008/5cILL0zo/XaXLgM1ETm+3XN3u+edH5F+bm/JmdmnZ2F3XoSddhtjCz1MKc7iqMEZXH5CKfOOL+HaWaM4d3IRU0uyWLV9Tywf0WqwaI9OIOGepj2pfQCztqKet9bv5rOKeiYMTif3EBrV9yd9WbXaXrTq8u31uw4oT9E/G9Gg7OyJRZw6dhAXTS1u01P44/I6PtpaR47HGQucLjh6CMcMzaI0MvtGd3/vOvp9jS/K4Lhh2XiS7aTEzZPax+xYA3ufAmQAtwH/EpFSEckFFgE/A7KBFcBTcfvOB0YBJcBs4CYRObP3sq4Gmu985zucd955TJw4kQkTJnDOOefwne98J7be4/GwZMkSAD755BNmzJhBamoqM2bMYOLEifzhD3+IbfuXv/yFlpYWBg0axCWXXML999/faYnW3LlzAcjJyeGYY44B4Mknn6SsrIyioiLmzJnDHXfcwWmnnZbQ+8jLy2PhwoXceuutZGVlsXz5cv75z3/G1l9zzTWx6l5jDPPnz2fQoEHk5eVx33338dRTT8XyMWjQIAoKCmI3gNzc3C7biD3yyCNMmDCBqVOnAnDhhRdSVFREXl4eNTU1XH311axZswaPx8PQoW179M+ZM4fy8nLmzJnTZoy63iCmi3GgRKTBGJMe97zWGJPd2fq+NG3aNLNixYqEt++sI0CiHQsONJ3oaO3Ri9AHZbWxALGr9KKzIJw0Kne/VbHdnfeu8lHr9XP/4i8IhQ3D81JjI9Qf7nryGB5sXuJ7WnZnnpZtrIp0+iiK9bKMfs55nmSqvP6EvneHqsUf4snl5azcXseU4iwuOa4k4fcpIh8ZY6btf8tDJyKrgTuAHOBKY8yMyPJUoBo42hizXkQqIutfi6z/BTDKGHNxV69/oOcwdWhKb36x03Wd9fosu/ucjjZXA8g999xDdXU199yz7/j+I0aM4IEHHkg4MN2fRM9f+2uj1v6v7f6eHzY6ax/UXUNgdDQESHRGgfhefp3lI/4iDYm1h+ru4Tvi30P7dlmbq7047EkUpibvM6jp4exQeqR2t/i8JNLT8kDtHVjWGqMvfjiVRIbhOFTxw5NUN/k5rjSn3wb8IpIPjAbWAtcCq6LrjDFNIrIJGC8iu4DC+PWRxxf0YnaVUgeptLSU8847b5/lCxcuREQS6t3a3fYXqLUvbtvf88NedzUU7yhoig6XMK4wY7/jbx1M0NXdDe3b5yE+H/HzgO5vyi3VP8VPRwYGp2PvrAc9EbC2L62MH57k1Lh2a/2NiDiAvwOPRUrMPEBVu83qgTT2ztxS38G6jl77auBqYJ+qFtX9uipFUwrgv/7rv/ZZNmvWLD777DMWLFgQGx6kN3XvPAcDQHddoOJLJlaU1TK+KKPNcAn7KyE5mKCruy+uXeXhQKbcUv1XfMC9ZGM16yv39grt7kCtoynB4vPQX6qc44lIErAA8APXRRZ7gfZNPtKBxsi66PPWduv2YYx5EHgQrKrPbsu4UqrbLF68uE/T31+glioiW+OeZ8Q9F6B3W9QdRqKBTLTND0BhhptmX5DCjP0PiNcfquASndO0r/OpDl77gLsnqzzbB2bx353430l/+T6J1ef+ISAfONsYE4isWgtcEbddKjACWGuMqRORSmAy8Hpkk8mRfZRS6oDtL1A7bIff6C/iL04LP9rG6h31vL1+F/Oml3ZbGv2pAbw6PPV0e7j2abTXH8bH68D9wDjgNGNM/Ci8zwD/IyIXAS8CPwdWG2OiExY+DtwmIiuwgrxvA9/ovWyrQzX4u4/tfyOlekmXgZoxZt8JwFRCOupMEB2wtLOBSw824OrLOUC7I0jUQFP1t5LZyLho3wF8wM64AS2/Y4z5eyRI+xPwBLAciO/ReTtWkFcOtAC/Mca80lt5V4fOnpbT11lQKkbbqPWQaPDkC4RwOqzedNGpdPa3DxxYwNWXpRHdEST2t8nmlTLGlNNFr3ZjzBtAh7NIG2N8wFWRm1JKHRIN1HpI+0ba0D1TUnWkN0ojOiv1OpB2d53pp9VeqodpSapSSu2fBmo95GB6Rfa36p948aVe8YP0vrqmkmWbqinMcHHVScMP6rX78/tWPUdLUlV/FWysiT3WalDV1zRQ62EDJQiJL/WKv8CW5nrIT3dROoAGvVW9Q0tSVX+14y+xTr1tZiZQqi90GqiJyAISGNDWGHN5t+ZogBko1TvxAWf7C2y6264XW3XABsqfGKWU6kldlah9Efc4F2vcoOexejINBc4DtA9zRGcB2UCs3ml/gR0o70sppboSP7OBzvupekungZox5o7oYxF5FTjHGLMkbtmJwM96NnuHj84CMq3eUUoppdTBSrSN2gnA++2WLQemd292Dl+dBWRavaOUUkqpg5Xo7KKfAHeJiBsgcv8rYGVPZexwEw3IDud2aEoppZTqXxIN1K4EZgL1IrILqAdOJG6+O6WUUkop1b0Sqvo0xpQBM0SkGCgCKo0xW7ve6/A0UHpp9hY9XkoppVTPSbREDRHJAWYBpxhjtopIkYgM6bGc9ZFop4C1FfV9nZXDgh4vpZRSquckVKImIqcAC4EVWFWg9wCjgB9jDdMxYGgvzQMzkI6Xlg4qpZTqbxLt9fl74GvGmDdFpC6ybDlwXM9kq+9oL80DM5CO10Ac804ppdThLdFArdQY82bkcXS2Av8B7K9UvzeQSgeVUgdPp41S/UmibdQ+E5Ez2i07Dfi0m/OjVJ/RIVaUUkr1N4kGajcCfxeRxwC3iDwAPAr8d6IJiUi2iDwjIk0iUi4il3aynVNE/ldEdolIrYg8LyKDE01HKaUOlYhcJyIrRMQnIo/GLS8VESMi3rjbz+LWO0XkYRFpEJGdIvKjPnkDSqkBI9HhOd4XkcnA14GHgW3AccaY7QeQ1p+xqkvzgSnAiyKyyhiztt12P8Ca8WAS1nhtDwJ/BC48gLSUUupQVAC/BM4A3B2szzTGBDtYPh+ro1UJUAC8LSKfGWNe6amMKqUGtkR7fZ4MfGyMuafd8pnGmGUJ7J8KXARMMMZ4gaUi8hxwGXBzu82HAa8aY3ZF9n0K+F0i+VRKqe5gjFkEICLTgAMZhugK4EpjTB1QJyJ/xRowXAO1w4hv5xexx86CkX2YE6USr/pcDHwgIiPaLX85wf1HA0FjzIa4ZauA8R1s+xAwMzJOWwpWKV6i6SilVG8oF5HtIvKIiOQCiEgWUIh1bovq7DxHZJ+rI1WsK6qqqno2xyphOx+7IXZTqq8lGqg1AfcCy0Tky3HLJcH9PUBDu2X1QFoH227EqlrdEdlnHHBnRy+qJzmlVC+rBo7FqtqcinUO+3tknSdyHz/6c2fnOQCMMQ8aY6YZY6bl5eX1QHaVUoe7RAM1Y4z5K/BV4BERufEA0/EC6e2WpQONHWz7Z8AJ5ACpwCI6KVHTk5xSqjcZY7zGmBXGmGCkecZ1wJdFJA3rPAdtz3WdneeUUiohCU8hBWCMWQqcAFwiIgtIvERtA2AXkVFxyyYD7TsSgNXR4FFjTK0xxofVkeC4aPWCUkr1I9FxJZMi7dIqsc5tUZ2d55RSKiGJBmqbow+MMduAE7E6IqQksrMxpgmrZOxOEUkVkZnAV4AFHWz+IXC5iGSIiAP4LlBhjKlOMK89rsUfYkVZLS3+UF9nRSnVA0TELiIuwAbYRMQVWXa8iIwRkaTI/Md/ABYbY6LVnY8Dt4lIloiMBb6NNZSRUkodlESH55jS7nkrcEnklqjvYg3tsRuoAa41xqwVkZOAl40x0fYdP8Y6+W0EkoE1wJwDSKfH6VRDSg14twG3xz2fB9wBfA7cBQzCakP7Om3Pg7cD9wPlQAvwGx2ao2+V3vxiX2dBqUPSaaAmIpcZYxZEHl/V2XbGmIcTScgYUwtc0MHyJexthIsxpgarp2e/pVMNKTWwGWPmY42J1pEnu9jPB1wVuakBrH0AWHb3OX2UEzXQdVWidgl7qyYv62Qbg1VKdkQZSBORK6WUOnTxgZsGbao7dRqoGWPOjns8u3eyo5RSSimlorqq+kyoo4ExJtx92VFKKaWUUlFdVX0G2dv1vCMSWW/r1hwppZRSfcjm0aYtqv/oKlAb1mu5UEoppfqJId97vK+zoFRMV23UynszI0oppZRSqq2ExlEDEJHzgVOAXOJmJDDGXN4D+VJKKaWUOuIl1GFARG4HHohsPxdrwNozgD09lzWllFJKqSNbolNIXQWcboz5IeCP3J8HlPZUxpRSSqm+0PzF8thNqb6WaNVnpjFmTeSxX0QcxpgPROSUnsqYUkop1ReqFv4i9rjkJy/0YU6USjxQ2yQi440xa7Hm3rxWROqAup7LmlJKKaXUkS3RQO02ICfy+KfA37Hm5/xuT2RKKaWUUkolGKgZY16Ke7wcGNljOVJKKaWUUsCBDc+RghWgeeKXG2P+092ZUkoppQ5G/OToSg0EiQ7PcTmwE3gLeCru9s+ey5rqTIs/xIqyWlr8ob7OilIDkohcJyIrRMQnIo+2W/clEVkvIs0i8raIlMStc4rIwyLSICI7ReRHvZ55pdSAkujwHPcAFxljco0xxXG3oT2ZOdWxtRX1LNlYzdqK+r7OilIDVQXwS+Dh+IUikgssAn4GZAMrsP60Rs0HRgElwGzgJhE5sxfyq5QaoBKt+vQDi3swH+oAjC/KaHOvlOpexphFACIyDRgSt+pCYK0x5unI+vlAtYiMNcasB64ArjTG1AF1IvJX4ErglV7MvlJqAEm0RO1nwO8i/yZVH3Mn25hWmo072dbXWVHqSDMeWBV9YoxpAjYB40UkCyiMXx95PL5Xc6iUGlASDdQ2AOcDu0QkFLmFRUQbSSmljiQeoH2bg3ogjb0dreo7WNchEbk60hZuRVVVVbdmVCk1MCRa9bkAeByrLUZLz2VHKaX6NS+Q3m5ZOtAYWRd93tpuXYeMMQ8CDwJMmzbNdGtO1UFLzh/R11lQKibRQC0H+LkxRk8kSqkj2VqsdmgAiEgqMAKr3VqdiFQCk4HXI5tMjuyjDiOFV97X11lQKibRqs9HgMt6MiNKKdVfiIhdRFyADbCJiEtE7MAzwAQRuSiy/ufA6khHArBqHm4TkSwRGQt8G3i0D96CUmqASLRE7TjgOhG5FdgVv8IYc3K350oppfrWbcDtcc/nAXcYY+aLyEXAn4AngOXAxXHb3Q7cD5RjNRP5jTFGe3weYeIH3S27+5w+zIkaCBIN1P4auSml1IBnjJmPNSZaR+veAMZ2ss4HXBW5KaXUIdtvoCYiNqw2GL+KnISUUkqpAatx5d5C0LQpOl6x6lv7DdSMMSER+S6d/LtUSimlBpLaV/8Ue6yBmupriXYmeBy4piczopRSSiml2jqQzgTXi8hNwDYgNkyHdiZQSimllOoZ2plAKaWUUqqfSihQM8Y81tMZUUoppZRSbSXaRg0R+YaIvCUin0fuv9GTGVNKKaWUOtIlVKIWGej2cuC3WAM5lgA3iUiRMeZXPZg/pZRSSqkjVqJt1L4FzDLGlEcXiMirwLuABmpKKaWUUj0g0arPVKCq3bIawN292VFKKaWUUlGJBmqvAH8XkTEi4o5MNvwY8GrPZU0ppZRS6siWaNXndViTEK+O7BMAngau76F8KaWUUn3CPeLYbnstnaBdHapEh+doAC4XkSuBXKDaGBPuyYwppZRSfWHQV2/v6ywoFZNoiRoikgGMATyR5wAYY97qkZwppZRSSh3hEh2e40rgz4AXaI5bZYDh3Z8tpZRSKjHx1YtKDTSJdib4FfBVY0y+MWZY3C3hIE1EskXkGRFpEpFyEbm0i22PEZF3RcQrIrtE5AeJpqOUUj1NRBaLSGvkHOUVkc/j1l0aOcc1icizIpLdl3lVSh3eEg3U7MBrh5jWnwE/kA98HbhfRMa330hEcrF6mT4A5AAjuyFtpZTqbtcZYzyR2xiAyDntAeAyrHNdM/CXPsyjOgh7lv49dlOqryXaRu03wG0i8ouD6UQgIqnARcAEY4wXWCoiz2GdzG5ut/mPgFeNMdFfiA9Yd6BpKqVUH/g68Lwx5l0AEfkZsE5E0owxjX2bNZWo+mVPxh5nnvj1PsyJUomXqP0QuA1oFJGt8bcE9x8NBI0xG+KWrQL2KVEDTgBqReQ/IrJbRJ4XkaEJpqOUUr3l1yJSLSLLRGRWZNl4rHMbAMaYTVg1CaP7IH9KqQEg0RK1eYeYjgdoaLesHkjrYNshwDHA6cCnwD3Ak8DM9huKyNXA1QBDh2osp5TqNT8BPsMKwi4GnheRKVjnuvp223Z2rtNz2CE4HDsQtM+zjqumEpHoOGrvHGI6XiC93bJ0oKOqgBbgGWPMhwAicgdQLSIZxpg2J0BjzIPAgwDTpk0zh5hHpZRKiDFmedzTx0TkEuBsDuxcp+cwpdR+JVT1KSJOEfmViGwWkfrIsi+LyHUJprMBsIvIqLhlk4G1HWy7GmvYjyg9eSml+jsDCNY5bXJ0oYgMB5xY50CllDpgibZRuxeYgNVQNho4rQWuTWRnY0wTsAi4U0RSRWQm8BVgQQebPwLMEZEpIuIAfgYsbV+appRSfUFEMkXkDBFxiYhdRL4OnExkTmTgPBE5KdKJ6k5gkXYkUEodrETbqM0BRhpjmkQkDGCM2SEigw8gre8CDwO7gRrgWmPMWhE5CXjZGOOJvO5bInIL8CKQAiwFOh1zTSmlepkD+CUwFggB64ELop2lROQarIAtB3gD+EYf5VMpNQAkGqj5228rInlYAVdCjDG1wAUdLF9CZFqquGX3A/cn+tpKKdVbjDFVQKezdhtj/gH8o/dypJQayBKt+nwaq8HsMAARKQT+BPyzpzKmlFJKKXWkSzRQuwXYgjVcRiawEajAan+hlFJKKaV6QKLDc/ixBr39YaTKs9oYo70xlVJKDTieyWf0dRaUikm0jVpMpH0GIjIR+LkxZm6350oppZTqIzlnXt/XWVAqpsuqTxFJEZFfRKZx+p2IpIvIcBF5BngPqwenUkoppZTqAfsrUfszcDTwKnAWMBGrS/pjwLeNMdU9mz2llFLKcjhOG6XUodpfoHYGMMUYs1tE/ghsBU6JDKmhlFJKqYMUH3jqvJ+qM/sL1DzGmN0AxpjtIuLVIE0ppdRAVvPKH2OPe6u9mgZtqjP7C9TsIjIbaw47ANo/N8a81UN5U0opdQTrq6pO76pXY4+1Y4Hqa/sL1HZjTfsUVdPuuQGGd3emlFJKKaXUfgI1Y0xpL+VDKaWU0g4DSrVzwOOoKaWUUt1Jg7O2tL2aiqeBmlJKKdVPdRXEahB3ZEh0rk+llFJKKdXLNFBTSimllOqntOpTKaW6mYhkAw8BXwaqgZ8aY/7Rt7nqX7Rd2qHr7BhqlejAooGaUkp1vz8DfiAfmAK8KCKrjDFr+zZbPaOzxu8ajPUPGtAd3jRQU0qpbiQiqcBFwARjjBdYKiLPAZcBN/dWPtpfnA/monwwvQ81ODt8aO/Sw4MYY/o6D91CRKqA8kN4iVysKorepGlqmprmoaVZYozJ6+W8dElEjgaWGWNS4pb9GGue5PPabXs1cHXk6Rjg817LaMf64rPtz/R4tKXHY6/uOBYJnb8GTInaoZ6sRWSFMWZad+VH09Q0Nc3DO81D4AEa2i2rB9Lab2iMeRB4sDcylYjD7Dj3OD0ebenx2Ks3j4X2+lRKqe7lBdLbLUsHGvsgL0qpw5wGakop1b02AHYRGRW3bDIwIDsSKKV6lgZqe/VF9YOmqWlqmv03zYNijGkCFgF3ikiqiMwEvgIs6NucJeSwOc69RI9HW3o89uq1YzFgOhMopVR/ERlH7WHgdKAGuFnHUVNKHQwN1JRSSiml+imt+lRKKaWU6qc0UFNKKaWU6qeOiEBNRGxxj6WX0nTHPT4ijvNAJiLDRSQ98ri3vkPHisiY3khLDXy99b09nIhIrog4+jofSnVlQAcQIjJURJ4C/ldErgcwPdwoT0SGiMgLwJMicp+IuI0x4Z5MMy5tib/vpTST4x73yvdJRDy9maaIfA9YgzXBdm98h4pF5A3gKSCzJ9PqIO1ZInJqL6d5iojcGg2EVc+I/94e6X8eRaRURJYBzwLPi8jk+D/0RxoRGRv57edGnh+xQb2IjBSRqSLiijzv82MxYH+skWlcFgOVwDrgehF5UkRSutzx0NLMAV4AtgF/AWYC/xCRyT2VZiTdwSLyK2AG9HwgEUlzqIj8A3hQRH4ZSbdHA9JIms8Aj4jIwyJi76UgeDJQBxzXbmysbhMXZN+DNd7WOmPMcGPM8vj1PSVSsvAysBCY2BulDJGA9CXgbeAX6ICwPUJEThSRN0TkDyLyXej532p/Fqnt+BvwEdacrA3AfOCKPsxWnxARm4j8FVgO/BxYIiLn9cY1pL8REbuIPAZ8CPwBeEFEpveHYzFgAzWsbvFLjDE3GGN+B5wFfA24Or5aspsdDTQZY641xrwGnAq4ga+LSEFPJCgil2Bd6H4KnNkb/4hE5BpgBVYQ/BbwNRF5OLKuR75TInIr8DFWEHwn1uf758i6Hnmvcf+wN2KVbh0PnCgizu5OK+5kcBrwrjHm+kgejhORTHr+t/pjoMYYk2OMuc8YE+jJxETkAayAdANQivWn6syeTPNIFBnDbSHW77QMa2y323ryD+thYAjgAv5ijNkFfAvr3DJPREb2ac5633hgJDACq8bgEeAPInJyn+aqb8wCirG+H5cCnwD/JyLFfZkpGECBmogUtas6SQJSRMQRuZBXAJuBeVgfRnek6YzcR0sfGoFx0eXGmAbgIWAscEp3pNmBfOB/gK8DJ2MFEz1WqhYJGkYB1xljbjTGPA7MBS4UkfSe+Kce+fzCwJnGmO8bYz4FlgLpIiLd9V7jPk8bgDEmFFk1HesE9gLWwKXDuiO9dmm6IosuA04VkWtF5H3gr8BLwOM9UTUjFg8wKZIWIvLVyK20u9OLvP5wwA9MNsbcAPiAnPg89US6R6hzgUXGmLsif1gvBS4BzjmCqz8FmIA1/2r0PL0I6xpxbR/mq1eISEbcZ38C1sTg1UDYGHMP8D5wReR3OqBFqjhLIk+PB9IjA1ZvM8b8N1bBwE/6+o/NYf9DjXzpXgTeBF4Rka9HLn6bsC7ul0Yu5EOxSp5KiVQRHuwFQUSyIiVI/wsQV/qwC6vYNP7HvhBr7r+pEtee62DFXdijr/UQ8H/GmCeB7cD53X2BjUtTsC6qTwKvRJYlYbWjWod1AuzuNO2Rz+93xpgVkR/W58D5WIH3BYd6XDv4PEOR5dHfxzas4P4hrH/il4jIL0VkUjem2Rp5r2uxSu/+jFU9cyJwI1bp7A8i+x7ScY4PSCPHNhXrwtUgIk8CvwSuAhaJyGWHklYHaYoxZrMx5npjzBYRcURKNeqB2dHNuyPNI5GIpLf7fviI+2MRKel/E7iQbvzDcTgxxmwAPsWq6otaDywDSkVkQB4XERklIq8CfwcWRgKUz4CtIjIl7k/2r7Gaexz0+e1wICL/hXW9/kFk0SagTERK447FDVgFEaP7IIsxh32gBtwFtABTsIKHrwHzjTFPY7VB+H+Ri89K4EWstmPnwMGVOonIROAZ4FhgtIhcGLd6N9aP/eTojz3ygf8buMgY4z+od0iHF3Z/5KLXaIypi2x2L9YP7CTphjZGHaRpjDEtxpgVxpiGSPphwIlVmujtgTSDkXtfZJMi4E/GmFTgd8DtwK0iknaQ6XX4eYpIUtyP9Wjgc2NMLRAAbgUmYgWK3ZYme3+P3wa+ZIz5G+A1xrwH3AZ8Bw6+tLSjgDQSrO0CVmFNibLDGDPWGHM28H9YJS/dGZDGN2gXIBh5+iZQIiLOI7n91MESqzH8YuBx4CkRKYys2gAEROT4uM3vBaZhlYwfqSWYdwNzRGQ0xP6crcM6Jod8HutvROSbWNXfnwA3AdnAzwA7VgHDl6PbGmNWY3WemhfZdyDECR0pAN4DBovIiViffxbWeRkAY8z7WLHD96DvfiuH7QcgIkmR4sgS4KXIhfxXWKUQF4rI6ZFi3HOB54CjjTHPAoOw2iMc7BcwGWvOviuxLi7fjpboGGOaI8tagZ/E7bMV619LxkGk19WFXeK2EWPMCuAdYA5w1MGktb8046vf4i66FwDr46oKezLN540xf4y83xqs0p8rsUpPD0aHn6cxJhxXUrccuENEPgXSsapdy7BKorozTX8kcApitdkC60QK1vsr+//tnXnUFcWZh58fKBEOq7KMLKIYk0FxiTFqYiIkBgxRRyRm8CQqbmNkxj0hUSfjIBExHhzRqEcnxxiNcUWNRpgRPQguLCo6KmqcURAVgzuIShDxnT/eamguH9/G992+373vc06d293V1VVdXbf7V1VvVSk34rUpNFDBAP/AD8FtKjOm47YrzWqxrE8Ew3rhn5WhdUBnM1tTxR+GFkfOGfizmoV/fAfigzMAnsUrssOzypuZLcHL9DFpv3Bj6QJ4MLkbc8cWpd/WsmEukp2AiWZ2jpm9gJvKHIUL+afwHp+DcudPw814yjZrQbnIiS3Du7uX4ANJFuH2yIdIGpIL8iegf6pEFvJfaVMvRPkQ4qGSeqXC0x7oh4/ayWpFs/DuxvPTsQVmdouZ/SW1DOxDEmqNKYC5OHunQ8/hXY0Lgfvxh31qLshc/M8/UtK1ko4ArgWeNrOVzbz1+sREVuiy36nSLmtZAAAOZUlEQVS4mPiGpPGSJql5/eubi3NdFmcSy+2Br+LddUg6SVJz7TwajDNHJmBW4SMyGzW1Q1OeZxJO7YDtcaPbqWY2FPg1XiNtFE0sQ5bitiRG18rnUjsFuN/Mmlvb32zeJv8FKS3DsgBm9gz+H2tuS3CD5TYnymbgLdF9qu3D0JqkD8eOwE/NbGKy3zwROErSdma2CLc52hs4Mhd0KW4qUZOkiv3JwHaSpks6B6/kPg0sLzRxrcM1uODIzBA+wbv6OgJ34KYHZ2iDvda+wEwzW11AWluV7N0KdMO7gWfjpi0H4YOqegAn5t7XQ4B5uV6d8mNmFe/wj8Vv8cI0C2+iPCL5TQGeKjl/f9we7Xtpvw9eSFfiiyM3N87DSs7pjPdvP4wbZOb9DsBF01zg35p4v9ngg95pvwPQLXfdGcDZab9dHeEvx1tg3gVGtVacuDjsgRvZj0n59BZwaGveJ9A+/Q7GbQwmt+bzxGujnVqo3DYYZ8rXjrhxa1Zuz22tMlRyn68lvzPwboG7gC6tXW7xkWePAsObms+16mD9Ws07AT1yeb4DXhn9+3SsJ97StgS3PTwyPefRRd9D0S6V2eOB24Gzik5PGcvMV/AKY4e0PyS9axal/+E7wIii09vKeTA5/S/aAefg37E/pOP34KZTs/HZDb5VaJqLzrRGZuweuPDqibek/AKvEX4d6IW3qI3JnT8AeCRf0PCm3q5bGOdi4MCS84YAt+KtLdmxrXPbWzUhzi35sLcDtsbtT9ZS8hFuhTgzsTacDaLw/DLcZxfcnuIevCXtvDI8z61K7llliFPAIOA0GimUtjBvM/G7K3AW/tJulDjcwueZvTR747YgQxp7r+E2eQ5Z+TwIeCJfVlNenw3chE+LckzR6a0k19j/dLW49B+fVnKsPd7jNLbo9JUpDy4BDkjbN+MmAvPx72g33JZ9XNHpNKtgoZYyKnvxnAwsTtvZsVvxKRN64d1GbwNfzIV/AhjWwnHego/8G5QL0wGfsuFBfGDDY8DBzbznlhAToymfIG2P2x+dj9sXlSNO4S0IJ9OAgCniebZQnPNoZsvSFuZtvoKxSUtta5bb0vjDNTrv29dx7FfAdbl91Xd+uNpxbKiQ3QKclLbH4b0/vYpOX5nz4kK80vIsbpoxFZgJ7Ft02jZJa9EJqCPzdsFtZe7DDZEH4lMUzAb2yp23Bz7p6qi0fzfezTgVr7XPJXXBtFacueOH4iOFlgHHNfF+W0pMjCxznPOA7xQQZ4MCpojnWSVlqNyCtNmVmlp3eCUpL8C2T79KZfDwtD8+5XX3otMcrjIcXpm6HzgP/1a+Bny36HQVkA9j0/v56LQ/GLgA2LnotG2S1qITUJJxJ+JzVl2Md8HMwUdxDsON1X9ecv71wD1puxfeDTeVJtiENTPOO9N2+xTn34BLmnivNSEmyh1nEc8zylB5BGm49UKsfW5/BN56eUXa74q3bv4s5f/LwP5Fpztc5Th8aqHPcdurnxWdngLzYRvaSCt+4QkoybgLgX/K7fdPL/W+eHfKbeRacYDD8KbLTrljTbI12NI48VGnTaqtFvFhr6E4i3ieUYZaUZCGW5+f+W7iAbg94MfA6bnj38Q/wkuAfy46zeEqz+Et22cD2xSdlnCNfGZFJ2CjxPgHrlfa/gI+BcIz+FxOg/AJOe9lgzHyROCyNhhnrYiJIuKMMlRFzzNcnc/hKnzeuf8sOd4OH2xzZtFpDBcuXMu5bC6qisDM3oD1k7eukbQr/vJ53XxOqyvwj8V0SSuAL+OjOdtUnPicNmtSvHXNabMzcKakV8xsKW6wP9N8Ql3MbFnEWTdRhqrreQYbkNQXeBy3KdrFzBan41sB68znn1uFm38EQVAlVJRQyzAzS5vD8KV7Pk3HF0n6AT4HzG5mdkNbjLNWxERBAiaLO8pQFT3PAHCbosPNJ0rOVuwwS8usBUFQnVSkUJMvo7MOnx05W/x7HP7in2S+VNKTbT3OahcTRcYZZai6nmewPt8XplnV29kWLtkWBEHboCKFmvmSQVvhtj69JT2ML5Nygpm9Uy1x1oqYKEjARBmqoucZbCAJthBpQVAjVKRQSwzGR4ntAVxqZlOqLc5aERNFxJmIMlQlcQZBENQq2fIiFYekDviKA1eb2d+qOM7d8RGCb1EmMVFDcUYZqqI4gyAIapGKFWq1Qg2JibLHWSvE8wyCIKheQqgFQRAEQRBUKO2KTkAQBEEQBEFQNyHUgiAIgiAIKpQQakEQBEEQBBVKCLUgCIKgZpE0TNIbTTh/tqSTWjNNjUXS7yVduAXhP5I0qCXTlLv2ZElnNjPs45J2a+k0tVVCqAVBEARlIwmdD9J6sUGZqEtgmlnnbM3YFo6rF3AscG3aHyBpvqT3JV1acu5/Sdqn5BJTgIktna62Sgi1IAiCoCxI2hH4FmDAPxSamAojTSJdLRwHzDCz1Wn/XOAGYCdgVCbMJI0BlqTVTPLcC3xb0t+VKb0VTQi1oKKQ9Kqk1ZJWSVohaa6kUyQ1WFYl7SjJquyFFwTVxLHAfOD3wNi8R+rGu0rS9PT/XyBp55y/pXfB/6V3w1Vp3VMkTZB0U+7cjd4Fko6X9GK67mJJP2lsgiUNl/QXSSslXQmoxP+EdO0PJN0vaWDOb4Skl1LYqyXNyVq1JB0n6TFJl0l6D5ggaWdJsyS9J+ldSX+U1D13va9Ieirdx23ANjm/HpLuk/ROSst9kvonv0m4QL4ydXdemcvTL6btbpJuTOGXSvpl9t5NaX1U0pR07SWSRtaTbSOBObn9nYBZZrYSeAIYJKkrcA5wXmngNDfjQuDgBh5PTRBCLahEDjOzLsBA4GLgF8B1xSYpCIIW4Fjgj8kdLKlPif9RwAVAD+BlYFKJ/6HA1/Al2v6Rxn/I305huwLHA5dJ2ruhQJJ6AncBvwR6Aq8AB+T8D8eFxmigF/AIcEsu7DS8NWk74CXgGyVR7AcsBvqkexUwGeiLL0c3AJiQrtcB+BPwB3z5tjuAH+Su1Q64Hn9v7gCsBq4EMLN/TWk7NXV3nlrH7f4G6AYMAobiz+r4krS+lPLhEuC6TCjXwe7p3IxFwPAkOr8KPA/8CphqZis2c40XgT0341dThFALKhYzW2lm9wJjgLGShkg6RNLTkj6U9LqkCbkgD6ffFanW+HWov8YbBEF5kPRNXETcbmYLcdHzo5LT7jazx83sM1zM7VXif7GZrTCz14CH6vCvEzObbmavmDMHmIm3MDXE94HnzWyama0FpgLLc/6nAJPN7MWU5ouAvdI7Jgt7V/K7oiQswJtm9hsz+8zMVpvZy2b2gJmtSevm/gcumgD2B7bGxc1aM5uGt05l9/iemd1pZp+Y2Spc+A2lEUhqj4vkc81slZm9ClwKHJM7bamZ/dbM1uHdmNvjArMuugOrcvuT8fyeA1wNdMDF9p8l3SzpYUml4nFVuk7NE0ItqHjM7HHgDfyP/jFe0+sOHAKMkzQqnXpg+u2eao3z6qvxBkFQVsYCM83s3bR/MyXdn2wsZD4BOjfRv04kjdQGY/YVuIjq2YigfYHXsx3zpXxez/kPBC5PXbErgPfxVrF+mwlbOro0fy0k9ZF0q6Rlkj4Ebsqlsy+wzDZeTmhpLmwnSdembssP8Ypr9yTCGqInLgKX5o4tTfeRsT7vzeyTtLm5/P8A6JI7/30zG2NmewKX4613p+Fdn4uA7wKnSBqcu0YXYHOtbTVFCLWgrfAmsK2ZzTaz58zsczN7Fhdd9dUa66vxBkFQBiR1xLsqh0paLmk5cBawp6SW6N76GOiU219vhC4fXXonPpKwj5l1B2ZQYmu2Gf6Kdz9m11J+HxdaPzGz7jnX0czmprD9S8L2Z2NK13C8KB3b3cy6Akfn0vlXoF9Jd+MOue2fAl8G9kths4prdn5960W+C6zFhWf+2svqCVMfzwJf2ozfycB8M1uEd5E+aWafAs+l/YzBwDPNjL+qCKEWtBX6Ae9L2k/SQ8ngdSUuxOqrGddX4w2CoDyMAtYBu+LdlXvhH+JH8BbyLeV/gAMl7SCpG24XltEB+ALwDvBZMoIf0cjrTgd2kzRaPjDhdHIiELgGOFdpzq9kkP/DXNjdJY1KYf+lJGxddAE+AlZK6geMz/nNAz4DTpe0taTRwL4lYVfjph/bAv9ecu23cPuzTUjdmbcDkyR1SRXZs/EWveYwgzoq0JJ64/kwIR1ago/u7Azsg9vrIWkb3JbtgWbGX1WEUAsqHklfw4XVo3h3yb3AADPrhr8o66sx1lfjDYKgPIwFrjez18xseeZwY/cfawtHapvZA8BteEvOQuC+nN8qXGDdjnfJ/Qh/hzTmuu8CP8QHNb0H7AI8lvO/G/g1cGvqblyEj3jMh70khd0VeBJYU0+UFwB7AytxoXdXLq5PcROO4/AK55i8P24/1xFvHZsP/HfJtS8Hjky2ulfUEfdpeMvkYja8a39XT1rr40bg+6klNc8UYKKZfZT2JwPfwd/Tf85N03EYMNvM3mxm/FWFNu7uDoJikfQqcJKZPZiGbx+Iv2AeM7NjJb0NjDezGyTti7+QZ5rZ0ZI64Qaog83sf9P1jsBHF40xs+dTbXuEmd1RwO0FQVCjpKku3gB+bGYPFZ2e1kbSRcDbZja1GWEXACem7tGaJ4RaUFEkodYHb+L/HHgBb36/xszWSToSH420LT6C6FV88MDRKfxEYBxuGPs9M5sv6Rjg53g36ErgATM7oZz3FQRB7SHpYGAB3iU5Hu/2G5SbCDYIGiSEWhAEQRC0Amn6oNNwO7kXgNPNbEGhiQraHCHUgiAIgiAIKpQYTBAEQRAEQVChhFALgiAIgiCoUEKoBUEQBEEQVCgh1IIgCIIgCCqUEGpBEARBEAQVSgi1IAiCIAiCCiWEWhAEQRAEQYUSQi0IgiAIgqBC+X/ISFoLWuiRmQAAAABJRU5ErkJggg==\n", 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\n", 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" ] @@ -381,7 +381,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "The P95 exceedance level is -0.54%/yr\n" + "The P95 exceedance level is -0.55%/yr\n" ] } ], @@ -529,7 +529,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] From 8cd00c5f8aeb55c472bb152c483d75c70b07672d Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Tue, 4 Dec 2018 15:34:11 -0700 Subject: [PATCH 021/146] Fix tests in python 2 enforce column order in expected df --- rdtools/test/interpolate_test.py | 7 +++++-- 1 file changed, 5 insertions(+), 2 deletions(-) diff --git a/rdtools/test/interpolate_test.py b/rdtools/test/interpolate_test.py index bef13cdd..c6ff9a30 100644 --- a/rdtools/test/interpolate_test.py +++ b/rdtools/test/interpolate_test.py @@ -42,11 +42,14 @@ def df_target_index(target_index): @pytest.fixture def df_expected_result(df_target_index, test_df): + col0 = test_df.columns[0] + col1 = test_df.columns[1] expected_df_result = pd.DataFrame({ - test_df.columns[0]: [6.0, 3.0, np.nan, 9.0], - test_df.columns[1]: [np.nan, 8.0, 4.0, 3.0] + col0: [6.0, 3.0, np.nan, 9.0], + col1: [np.nan, 8.0, 4.0, 3.0] }, index=df_target_index) + expected_df_result = expected_df_result[test_df.columns] return expected_df_result From de98e7511037aabba03b19d133f66acfa32620b2 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Mon, 7 Jan 2019 15:03:40 -0700 Subject: [PATCH 022/146] New version of energy_from_power and incorporation into normalization --- docs/degradation_example.ipynb | 81 +++++++--- rdtools/normalization.py | 180 +++++++++++++++------ rdtools/test/energy_from_power_test.py | 118 ++++++++++++-- rdtools/test/normalization_pvwatts_test.py | 7 +- rdtools/test/normalization_sapm_test.py | 10 +- 5 files changed, 301 insertions(+), 95 deletions(-) diff --git a/docs/degradation_example.ipynb b/docs/degradation_example.ipynb index 663f957a..46a7a415 100644 --- a/docs/degradation_example.ipynb +++ b/docs/degradation_example.ipynb @@ -90,18 +90,20 @@ "name": "stderr", "output_type": "stream", "text": [ - "/anaconda2/envs/rdtools/lib/python3.6/site-packages/pvlib/irradiance.py:282: RuntimeWarning: invalid value encountered in maximum\n", + "/anaconda2/envs/rdtools_dev/lib/python3.6/site-packages/pvlib/irradiance.py:282: RuntimeWarning: invalid value encountered in maximum\n", " beam = np.maximum(beam, 0)\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -149,7 +151,7 @@ "df = rdtools.interpolate(df, freq, pd.to_timedelta('15 minutes'))\n", "\n", "# Calculate energy yield in Wh\n", - "df['energy'] = rdtools.energy_from_power(df.power, pd.to_timedelta('15 minutes'))\n", + "df['energy'] = rdtools.energy_from_power(df.power, max_timedelta=pd.to_timedelta('15 minutes'))\n", "\n", "# Calculate POA irradiance from DHI, GHI inputs\n", "loc = pvlib.location.Location(meta['latitude'], meta['longitude'], tz = meta['timezone'])\n", @@ -187,14 +189,26 @@ "execution_count": 4, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/mdecegli/Documents/github_repos/rdtools/rdtools/normalization.py:561: UserWarning: No value for max_timedelta passed. Using 300.0 seconds\n", + " warnings.warn(warning_string)\n", + "/Users/mdecegli/Documents/github_repos/rdtools/rdtools/normalization.py:561: UserWarning: No value for max_timedelta passed. Using 300.0 seconds\n", + " warnings.warn(warning_string)\n" + ] + }, { "data": { - "image/png": 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nrMTd2o2tTTMumLeeB8u7G+KLQOF9FhTooiqKvIVmUlkLNbgRh/NWCNkiAtteCw6F/3a91ygzZWHd5Gl792ln6oIKHky6cm8ZyZ1LBws2CYWnp5htiVDX9THf8bYFfbrt29LHc+c9v/8yu8e32ox68y4Ov0Re3ZDoU0KicNG8+vn7nvOHsvumpf8B8GuBvy0if15E/mURWXzA4/rg9jrhQm+Fi9qyqiwZVeIdokoaeSNn6RfqxJTScIpHzFOKufTOaarhrfLRaic0zr6C2ZRFu2kD3XBIf50B8qu0kHkqUdLYlBI3u559qw3zUyXzZJt32ZvgLXl2HHN5820f2HSD8gkrfXmEeJyiGZOxYriYRaTzo7stxSnXcYgasbxNlbDYuXTwVOEjz35vRLG2OVRw2/V6kxT6tjO4zzbUwdujzom3tXIvndGe3ydrf5YC9T7O+V3sXpFb1glVf0ZEHgP/IvDbgP9SRP4s8Kdyzn/xAx7jB7F50++qPp4jAIcHYNNH+iHgrZuoFTmqEseDpZs6FC7HWQLbPkCGR6uDHPl54PeAuZz+bVkZXm4Fa5Vka2cBSkkh+xgn+gkwRZSnhN55saTQMLqY+M6mQzIkDA+XhhhhOyh2uG64Nb190/RmLg1VUmvFiCL7IeKNYXCZZoxQnc1Hjr4Tw6KyVO7QwnQu0j1Nk0tUXDCz0iZXjuHcud03ldV921ewwfk5nkYtt0Vk993nnLbzNlaux3CPCO91x1SeqZQSmANN59w+v0xC7xthbjnn5yLyJ9A5B78b+E3ArxWRBPy2nPP//gGO8YPYfO7AEPNRsztoStn1kRAT69qxbiqNLFImxCIBpDd40wVtHfJWIaST+3n6oJ+jLcxDd42wEjkDJ+OoTxdtjHFsXZKz3QXlAbvZDzzddHhreLLyfH1dk3KidrooF5XBiBs7AhJDNEcpCBwcf6l4lsqZNr4nlpV5BUCfP+DF6aaU2HWRxhkuFtWsR1WOFnD597bLeJtf2R68Hneaoq3CjxPQlIhXFvB9saDTY5inayW+mqdedzmLt93n3Iqu37nrf99tvM0x5ZzHSPv2fX4sBZBzdl/MzQD/NPCvAL8R+EvAfwz8zznnvYj8JuBPAd83s0XnUtde8pmWHoOtLCFXLJzB2NJ6pVOaqmRZeGHbwXLkiHmrTPtCCSh2ijHcRluAmTqtEWp3vuG60CL6kHix7dj2ka+say7q2yMpbwXvdPaBMYamNvQhEjJc7yNudI6MnL1yPKWyaY1MFA1v1alf7QMPFlrseBP57pDAe0PjX99QDhDyIbU+XWxlwRZJ+Pnm5hw7nftwe2RVrtHbYEFlAceoVdKFt1wsDqnauYJEsXfFn3LOvNwNbLtAztURBemuY73L2bzumCZKUTw/LWS+j49VPDhn943cvgU8Recb/O6c87fmf8w5/xkRuW2a1fecnUsF5w3cxTllK1hrp0VReHCVNzRGKQ1ihHXjJ2fTDYFdD5+N34W7lD/U5v+ecJs5nnMLT85bHfaSeX3bS+UMDxfVdM6ZhB+H4BT8yFkI6VU8xBo5or9kMjetdg8M0Y76b04lcO7RPK0pb42VzMtxVNijpc6oKA6ztLuJFNmjux3AnJawqucR4DHfrZpVNE8nY71tGlVw0F2nU8VSypMu3ulxnNq7pqsF17tvynofZ/O663BUHR4l9mufX4mA85jCvG4C2Yey+zq335hzvnMoaM75n3wPx/NRrBv0DXtRW6y1R+TdfcgTnnSaUnWDKvL6KNTmGHsp232260kpU1l7JDL5JnhOHwyJgaebyGejgOS5NLaU3+szEdCpQ9z1o7KGKVQXYVmrE+sGLSpkGduwZtuqnJkiNl1A0Aeh9oIEO6VCq1rGCmICzpNt57QQK5mr/UDKCSP6Ytm2gU3X48xBNdhbYVW7s9s5pUV0w6EDoty/Q/rJ0eIrA27eR6pUcNDKQm0NjRP6cHwcb+o0b3NCp+furb5c1w33ioLfNTp1Rnl8JSI25tASdxoB5/x+r/Ob2n2d23MR+RVnft8B3845v/9ZaR/QCnHWCtSVMAyJLkYkgx8fkDmOISKHN+RsO/PFk7M2n19UDntGZPLcw3pukZaCwraFmHSw8cPlcdN3+fecZnFuAc8d4ry614eE9nLqotu0A9++bnmyrPjscnH0IJ5bmPrmFppKlYMtr58RMKdP9AhX+4HrXc9F43l84XWfBgyGzMEZl+Pf9VrFNeawaObXsgD7w0hqPZUWfx/p521W7tnTTrBWyGKmnta3xZzOHeMpBaUUKt6Et/Yu0WlpURxiIqRMYzVyW1THx/nGFJUPZPd1bn+LQyVaZv8GSCLyv6IFhe8LDpy3Oqdg4Q3OGhZOuN6jtAOjkdjVLtCGQD9YdXii7PnVSa9iSUnIUFvojVJIToHdcwBzAcHn5NsCzjeVQcTjrEzzD4rNnaNOjwIx+Wg7ZX+FkFxmFJQFlnKm7QPbDrb9wBAT5h7pwxDzVJk1chg44wzkkubO3vJz2kHptrhcGCRbusHgTR4pNkCCR0t3NAO2iBmkcZuSDxja6bFWztCHg4M7FCrOL753sVOnNde6u1zYaWDP22JO547xthfIxwDt589T2fe2C2yHSOUsy+Z8yn0ucv5Ydl+e278O/DTwq4AG+HvRAsJvA/5B1En+Fx/iAD+EieicgqJkYK3lwdJNi3WI2rRtxRBz5OWuJ4Y4LeL5TSp8qpQTX2wGnm87vnPVsZnNWSj7fDWa4GhgMTDRJAThcuGOxBvhVV6XSGHxlyrnoaroDFztAl2I01s/pXEOaMxs+4EX256ld/zokzVfuahf+wAqznfg+s35ayKaoux65c293A683PXctINWXPOhjaxTxgybXofAPN30XLUDbdDorNAL9kNiSHkarlKc9BysV2XeeKjejr8vWNRtrU5vYq9rk/JWaLzj4cpjrZ0cm5V8ln/4NuatnB0yc1fL1vu2EinW3nLZWFZeCeEFxzw3XPtjHdup3Tdy+wng78k5t+PPf0tE/k3g/805/9ci8luB/+9DHOCHMJFjddQSLQ0xMSRhVVka71hVmac3PZlEFzM5BkLMPFz5ozRyVVue3Qzsu57KGZpK2HaBaqSHnNo8mvA2s2kD+24gJTulXM4IIUNlbm9dEVFVhphHTlzIJHvgfO36RBsCNhrwsA8JcEribQcWXmeDlmn16qDu5oLJyEeLObEbkkpoH/VgQm0zL3YRET0WIzLF+5MsEZnKaAtYzBCTFjiW1cGZa/XZHjmU872V0AfFgZZej6eQVedR7mlKd19LKXG1C5PQwLk2qXmkNd+X6HCNtx71eHrtz0VC7zvNPmfnItDSi33dRqw9CIJ+SAjgTey+zs0APwr8zdnvvoEODAflvX3f9KkWOsO8+phRh1IinpgPstoyCA8Xhhe7SEyRPhzksecN7xHDV5Y1lbPsTpj+59qmyr7bEQNcVcpXG4bE2gv5zBv/OL3VVHnhZaSpHE+NX1aGITiVDrIaDS0rw80+EsksK8+yqUgp8XI/YEWjVee0UHKXAkehzpw6GwQ2XSbmhMnCw6WfigMpaVtZytp18JVLf5R+zrsX5qbdFQlEjha4XpuDJFIfNcpb1wfydIneXocJ3mW7XjHZGotvXnVmp9b2gRebnsuF42LhJ7Xj+8pw32a3OeiPQZa9zUllmJqjb+P2fUwB17nd1yH9Z8BfFJH/Fvh54JcA/+r4e4B/FuW+fV+YsuwDzjiayhw07w2I0YhnSJmlN1hjWdSZLqpyRR8y61kkUci/q9rxww8MjR8xspMK0V19dpeNoxlTLa1aZjZ9mtRN52/8+YNc+FNuJO86c9ynaozh4cpPD1kjh8b/hTtUWds+wegEjMmEoLMVis0xtLJQy35OU3RQDDPvVaNN963XbeH1XLddIEueosDaQNtndn3Q46wOXSJlHmvjhJTH+QTxuG835/H8rBBzHl9Or8qKpzQrDL2Bg1HCt5+KS7dZuU67PrIdNHK/XB4mh70r3+tdHPT8+N7GwZ5zoJUzPBqHd5eX3F1iAx/b7tt+9YdF5K8B/wLwjwDfBv61nPNfGP/+54A/98GO8j3bEDND0IXXoBJHuxBxIqytxUjiqg8snGdVuymyMKKSQQW/yVl7TQuuY4xOcUo5s64PJM7S+pNTxvlXj8cYw8WiUAYSMWlx466HeIoaC9BuOBpsPH+QvRXaXtVKGifsB23DmqfWzprp3Iw7pFGnVU6EWwfJzB/uVQ1X+0HTxl3kqg08WSoelXLiZqfXuyyKbohc7XsaJxPHzYreJ2choXjefsis6uPqcSEab7uAs4bau1c+U0D/bf8qtPA6mxO+77J59frxsqZysGnDRPC+Kz27P7nWvnX09z4IteeoKLs+4e39R/t9rK6F1zo3EbHAHwN+vDiz73crqU9pSl9Whpz9xEvatAoCDzFjSynbWh5wwIz6kCYOT4keuiHSDRE/q0wW59CHsb2rl4lkOoH8MzHKEm2pM4os/IEMPLf5W7xxsOkSi9kDO1eREBGebXte7geeLD0hgzXlXAa6ITKEhPUGo6NYpnR4vp9lZabI7VSC6dW02/BgoZ687QOC4mIpJGJMDHl0BHWeaANDPAaj94OKWVqxXC4suz5NxzVPdcr9qJ3QeDulqafHtvDCECzWHvC4uxbafRdhEWEo99iK5aKx7AfV9tNU+dUZEfP93AcPPBc9vYmjuDW1fINtzB2kt2PBKkbAH70A7jrWc1SeD2GvfR3lnCPw64F34rKJyG8XkZ8RkU5EfuqOz/1WEYkispn990+8y75PTd/EbqJraOTkpyEky8rwcKls/iIkKSPesxsiL/fDxHAvEdwQlefmxyJCwR2K8/LWvDKjoDiOuRhlWShX+4EXu57rvUZZp5UobwUy7Pqen3+xZz8MirvNrPzkrXBROx4sPAtvWVY6f3VIiW9ftfz8y/24OHXa1JDyJFZZKnSnjq1USsvxnIpulqpaqWw+WHi8NfQx462hsSpjYiVP92BZuSMKzcILtVXHZq2m0SEf9juviK5qx+WiZt2o8y4V27lAaMzCw5Wn8Qc6z13VvPtW+rZd5NvXLc833UhwjVx36ugqq8oyzsyKKWcqr2+bbr7uGE+v0zk1jjepaHp7oOEoRSfpgJh7VEvmLIH52vlQdl/M7T8FfkJEfn/OeXjLfX0LlU76DcDr5JL+Us75H3vL/bzW5oWA+c2eK16sG0c3RIR49F0Bcj4IPxZcZw6yF26auiyVwFmNIPd8RkFJM5b+0CFxtYts+gFiJKUD9nWaUpRj/u5NR4yRrz1YYkWjx7l+WXFCFwvPovYYEtf7OGKDolhW0nmrl43h+TbQeHMQ0pRjzKikpGdT0/yqXlgftFgRYubx0rGuHJVVTLGPWqWunC6az9b1dJ1KBTtRXhzxqGXq+HooJ3BKQUd8cNMGblqtYK8bP4sq75c+3UakPdcdcVlbdn0GEmRLM6v4lqJJOV49t4M2233SzVPcc54Wlpms51RP5q1Q53DS112DUzu9fmIMq+pVXudt12lOQN90gSpooPEh0tP7Ord/C22K/7dF5AtmJN6c8zfus4Gc858FEJFvogWJL83mhYDTEv5c5aBUVctb10rGGy0aQFFeLSB9kexJEyWjcgbc8UO7rMxRelWOpw+RPmi6uPKOTiAMAy92ka/688NRSkQGjovacd1FnEmzGQSHh7sbRSE3I9g9JMuDhaN2DjF6ns+22qnw2bJm2VRnpZPmkds8NS0E2iJ7PafAxKRE55tOZ03ELCxs5tk+8Hhh2bQqff5g4Y8XZYhsuoFdJywqizGW9diKNXd05R6eW1DP9wONNTSVp+bNKpbnUqtzopGVMzTeYw1se626t1Eb6a92A6vGadV4iniOG87vU+0sL15vBDF6L+YvuXN/g+PB1vo3e/S8n6tovkmrYDVbH6dO9VQd+vQ8Y8r0nBdEeB92X+f2W977nu+2f1hEngLPgT8J/KGcczj9kIj8OPDjAN/4xr18LKA33JmDBHiJ5IoaBxzzsa72kTQ6viFlEEclxynFYRuKscQ24YySgwu+NqVxUqbA69uLGbfNi6VpDHWAmzZipPTtvYpPiAjrRTU2lgv7/QAzInLp/xNkm20MAAAgAElEQVRU/23bj/MdUqYuA2BEh8X0oafrAyQF8O+q3uu5HEe9JeUJ6TjNqJzhs3XNro8TyXhZWZ4G5RCuvMFZRxcCu95MvZjaX2oJ+55tN+Btw6PmQI4teGe5V85oKlpwK2/1ONde+x8bdx5Qvwtkv01K6DSRCgmcEzKOy4V+og8RS2YXAvuNsvjX47g/b99uKpegDmUubTUvLHlrjv5Wjq0Mtq5P/nbbub+u8FCui5VMFzSa17ZFO9F0rCjv0tpMkc+amzPgZCSEfyAO3H2rpf/nB9n7efu/gH8A+FngVwP/IxCAP3TmuH4S+EmAb37zm/dO3vuQ2A2RB9ZNlboXu56UEo3XS6LDghn7TsOoCgKSZaIlpJTogjqQ3UgvIWta2oVEMBnfa6WtPDBOmBjrQ9S3lxFYzYYSDymTsnC59LO05VUTOcgiDTGPZFmZ8aoOaZEzkLtMN2jUKmLGNidL4yP7PlJ5ywNnEaPbq42eY8EIxQj9qG57GvXCeUHFgr2J6OjDNuiDX1vhYqFqH8YKa+NZeKNQgBEYnUFKyht8MGKiBac5TU+7QQsShb84xEzI2glhbamyvjrEeq5wcWpzQdNJHutMtFLSylVlCQl2bc+uCzxaOJ4sK9pRtfa+EunnbH5tTylGiL4IynWe2+FFbl75+zylndNjSrSXRCelzVPdnPNURPAi7AZVQXm0qo/hgqwO/7ZWsbaP7ELEn8EA35fdV8+tBv494F8CnuScH4jIrwd+Vc75P3+fB5Rz/tuzH/+6iPxB4N/hjHN7WytUkD4kjEmjFphSNXKhaoytQn2MDCFPi6vciDQqIcRx9qazwso7FqP4ZR/iRJqFY6UEJE8PzGJ0XmXbOWuzcRIlEp97YIspt21UERamqe3lITtIAOlCUu6eOoi2H9i0OgMCKmqnVV5gSi0rpyn0VTvgRtDemkwkT9HV3I4JtocCSYEAyJnrLtINenyPljWfrSt2g9B4oQ2ZlI4jjNpbHhozObaCWdauRHjqsFNSh3twAgrmXy4Ow3WmaDYKlbwaSXs5TseKoGmRcppHh/sBEK34zekmlRNaYwAVFVjXHjtKIAHTJK951HuaBp5LC0+vbTmn1+F1ISl385xabkkVyxSykj6WaG8qLM2w1SGq9LuJes+uOr1nZVtlxoYq7fAKN/C4qPBhOxfepKDwI8BvBv78+Lu/Mf7+vTq3M6aA1nu0OWhdmt5XlcOZmcKClBsrVN7SVO5INrw4oDBiWVqJ0wd4Pwyjxpr+3I28Mo3MZCpAlLduSK8I7t46E6FYSokXm55N30MWHiwOPY3lIZsPbC4O3Xmt2j7f9oDQVH66HiXKK7NSt12kthkvwkVjMUa4bgMxJYwYaq/R3dwK1rINmUTi5bZn2wceNCPvL2ecMexFSClz0yUiQoMdOXhK2RBRh1Ka9Lshcr0PGMk01TGmuB8iMmrgKRVHpop4uc6FIF0w1XnaXip3fTimKBR+27yYckqLebW4oSlwZYWL2rCs7RE26Xp4uetIKXG5rBB59fvn0sJzfMPiWFNKbAat8peG/XJtShfHbU5EMcDjwd7OaJYCWrGeb9NblX63RhVrJKWpSwYODr4bIkV5Zv6MTNitNzTV63UI38Xu69z+ObS3dCsqKU7O+RdF5EfuuyMRceP+LGBFpAHCKZYmIv8M8H/nnD8XkR8Dfh/wp++7n3sei74hxwd1UQm7/rC4QStuxiY69QFHTmZyHln7UAFCVArHrtdG9cY7EKae1UMad5DvzlkHE/cpTdFbV6gmKTEkMKK4RcF9ylu9GyIv257vvtxhRlpFXSkgv25UKbcftCqqZGNhZ41ib13AGu0rXXglYerv86TnNkS9PptOuWZdgEUFRpQTZE0+ctol4khJBzv3UZv/jSivTdUklGB72VhEBjbtwKbt6WMmRU/l7ETUXdvj3tKr/cDzXUdtLbV3U/QDKqaZU+a6GzD9wSnJ2AEh+dDYXyakzwskJRrz4zSucq8LtrTwryr5ishEcj4laD/fBZ5uOhaVZbUYcYjR2rF6DMKi9hM2OBd0PFc8KkN8KmumzpXiWK/boDBIdHiv5GU47uK4ay2czlYYYmYf0pQVtEOe6DjlGd4NOhnuRRtYest+yFyM3qTggGmkeZyr9I6ffP1ifQe7r3PrTz8rIl8Bnr3Bvn4v8PtnP/8WlF7yx4D/B/j7c84/B/w64KdEZA18jqqP/EdvsJ/XWjdEbvZKEXi0UpB3N0RclEkppHLC9S7wnU07MuktTXXAPMrbtbzFhyhsh4FnNy0ZuKzdTL12/tCqFVBcRHVBymLtQ+J6P1AZcF5nGrTxgPsU3KZxwmXteOFULrwfEheLQxp8vY8833VYEeXwOYuzwmanaXjtLJeNY9MGXu57LJk+Q0oRax0PFso5W/rM1U6jMDA03pGcSheFlAn9gYe37QLDKFG065Spb43lcqlOzVjL0qtc+xATbUyEIdInLdYsK5U7snLgPxWnaUTVehfeasrUBeqo/Lt17bjZ93TdgFhDbQ+Lau54RkRgah8rFJfykhORKWKvjNJ2Xu4H8sJzMRKSi0MreJtGjvryGmJGUsKbDEY/O4/CABpv+Oq6mWbDlufAG3kl5ZynrX1ICPMijp6jM9A4Q+OUbjSPsorzfl2F+Fy11o843a6PPN30ZGoerw/V4YcLT2v1ZSAnUlkTDjgr+AwpT5FvH0a89AMTee/r3P408MdF5HcCiMgPoX2l/8N9d5Rz/gPAH7jlz+vZ534X8Lvuu923sW6IPNt2XNSOdeN1IeX8CgaQcybHjPUyVUHXtZtA/rbPY4+q9h3uW4gkYkg83w3KKzN2wnfKNks1iayYxH6QKQ30VrhceBqrnQmlKX7Oui9RoDGGi8aT8TxcVazqAwn2cmHZdpZd13O9h69fmmmxJxRkvm4DL3c9193ARTVKPtVC5fUY114QMawapRroW94wRIOt8th2o9frug3ctAOV0TF85EwcAf5V5Vh4QxrRhS4ErnaDppi1Y0lm02kaUwP7kDFGZYx2vYqKRoSHy4rKmanAkclTRCYiRGMwGW7axFrUiV+3GqXWydINiU0fFB+tZYrK5rJSc3FFZzRSPQ185g5rnsLFGLnpIl03KH47K36UCnbjHRdN4UEeT5La9VHFG2Z0jnk6Ws2KR3OHaUaCuLWGeZmipIdvOoxZMxh9cTgD68aN6sKH+y0iLLxwYwyPlseQTTnncpxVOT7JXO8TIpF+EJb17cWy92H3dW6/B/jDwF8Hlqi80X8D/MEPdFwf1Obpybxtqh7JhYcmYMPDVaXDg4WJ5jC1X8U0RSp9SLzYtVzvBla1JSWtSpauhzmBc85JilkdxrYb8RwZQWjJtCET0hgpjgOUDYl9F6iNHSuYlkeNxY4/l0EpOWcuGkcmY0XGbWUiwsI7jBGuti1fXO/IwJPGIM7SOENKMr5h03S+Za5o+V3IB6Da2+Pm/yFmZNABIl3Kkxaed+roUkxsup6Ft/zwRUMXMzEP2gnhFduLMfLFpmXXBS5qh/NulB5KCmiLmVLFQi/5+srzsg0IkS4YUkzsu4HKGewYKdVjwWXbaYV8XTseraopqjntlS3PSbkOpzjWEPMk2XS1C9x0A9fbPU93ka+sPFVdqewRTPSVIeYjh6NOKI847THVoxSGChF8DtofaEy3Y7P694iTY+rOXVaKCCFBUzk+G+eFxBApQkB9TDy/6fiFF3usWbFa1JMjjinSDZnaC1a0O2M/KHUkoRSRTKZKluYDVUrh/lSQHvgdwO8Y09Gn+UP2TXxgWzeOHxFl9O/6yL7vebrt6YbARcw8HMmk/XiXnTXU7sBL0ibvgRC0wphzZjcEPr/u2LUDl5XqnZHjDMs4EDgFJlklKwpk68M5LpYUebHXiMPgJqfqBJ5uOp5uOow0VNayrjUiSiSuWq2GhlSG5goPFhUhZazRaupybErf9YEvgla0UoZnu8jjlaOLmXU9toTZQ8q1HgUEXux6AB4uDqRUOBbjXHjoeoPlwAUcciL1iRAzJI0Y+8ryeN2wrB3eGITEdTtw0Tj6pOnMwlvWjUeMoQ1arIgxs6gtRUppSJkUM8/aSNtHKut4NBYl2pDYF7XYyrKY5k0kjMC+04abh0t/diyhnzm3U7Z/iVIW3rDtErt+oAsRK5kY9ZoXMdKcmfC8th9FAmwFMyLwOaqHOjAzvVDnwgh9KJH88WCc03Mw48uxtBGeYl+nldk5FYQRZ9MahozHHzTLECUG25M+ZKXlBIZo+PoDx37QDMeLcg4vG0fMY090G147kvBt7d4abCLyAFXgXY8/A5C/Dwcyl4W47cK4WNRx9CHS9YEbxkWds1ZKvZsImF3QJvOUMxGIQeeLOiN89aLmuYWX7YB0mXVT8XB1/PDMwfc4guel4FBZQybzfNPzxc2Oyjt+mV+yD2BQkFfILL1WdrNkukEVOGLU4c2lKNIkOWA3STGl8uZPSaOvX/54yVdXnm03EDmQip0RKl9EBQ7cspzzUftZ5TSdernTRS0jNumNsB0C1/uBr182rOpR3y4lPYeUJiy5D4llpVHg823P51c933iy5PHS03jLw0ZTnjZkLmoDGToCQ8jkauyzNRqZklQ88/HKYQ1kEZ6sKvYh0oXIfnSWddKI6cGi4mrfaxuQs6xqObpXhdN2CvTnfBDJRA74lDXqSJaVY1El/EgFKv2tYvSe7IfErgvsa8eyefX5PAXgQdVMtvvAqnEsKzt2oygZmAx9jJpGm5NpX077eqce0zFyKiMqi8MucAvoPoeY2A2Zh9N9lqmQ9flNx007cOENj5cVq/GFWRyxa+BqrxzQAxXJvVJ5fbkdzjbdvy+7L8/tt6Iy4htgN/tTBn7Fez+qD2yKufV4A41zXFQKnFqjaeE+JDbdgJHxLRMjz24Cy8pqqjUEvDUsvVf5oML5EsuTVc1NOyhG1CgN4Nzk8UIn0bTq8MZ8uUsMUauuMesbdFE5yGPaYizLWquobZ+onLLELxqHs27ixXUDDEEf+FL0KI7txbafKm++qmgQbtSDjlGlJlJDzKwbeyTl83Cm3wUHomtOGsGkcUj01a5j12uk0FSOiJDDwMs28Kg2/JLP1tRGndoQlWoxDImLheWiVm7aEDTl2/S6UCpnWTWO1I6EZZiKOpUzrJqK2hkShpv9AFkjsguppsllc2dVOcOTVUVITMO554oXpYpaCgzl3pW5DsWZACOAbgkeJEHt8hR97vpAyplV5chZBUmXteKQxZHpzNM4FXJOnadkYR8j/TYRos7WmEtclQlUko8pJIVE3YcEKRIDZMmEeJgC56zArK0tZ+2WKZw8b4X9KNjpBEKMqv83dtSkmf6GRm9MhR99kWq0bIxg5ZD9vEnT/dvYfSO3/xD453POf/61n/w+sEK+XYya95s24L0hJ8VuGicMIRJT0l7MPnC9G/jsouGycVy3kctGuBjna6aU+O71nut9x1cuan74Uc2QMlmKGkRJP9NRKlAqWYVAWd6YfYCvXixoKs/lwpHFTm+9EPRYVJgx8WIXWHlDHxSo1sijvP0TFiEiE3H1ahd4ttnzdNPzeOHw3tM4nSlBzmME40iYCXfrQxqFJ4V1Y6fj97bIRenM0f2gKhxkVdq9WFgWJQL0hu/uEzdt4LKqeNh4YopElCISkjqsR4uKi4XeE6XgqHNUXE0ddOPd1MoVo0IEC29Yj1zEnDPDKD8EfuJyzaOTAtKrhp0+F3P4YK7UcVpxLCTXdlBxg3VtCBEqBzcdPK6F7xpwpJHuMrAY97vrIwZYenVixaH2veK3pZAzH+6Ts06Y+prU+tJLkUVVsW7chBk74Yjndhr9OQM4y6o6DO3phgjC0fDviQUwdr9k9JkRSRhESdxJ4Y7LET4oHLch6hyPEDQld9ZMCi1n9f/GpvsCAd235/e+dl/n5oD/7b3t9Uu2MhS4LJZVbXkUavqkUdhuGG9MBMmZxgqpttRW04+HS0/jzPSWu24D7RDGBxFqK8QMjTuAs7tex6EVfbUuRDZDYtsP9DHzVRp1FCmzbhTje7isVKeeTMz6lt60mX0XMZVqtKUUsc2CysHTmx7nhNXoDNxYBCnPizqpSNcPvNy2mOy4WAgLX/HZqqaPkRAZ5b6F/cBUldRMcjbIZsahuljotahGSkLOmaG2mrZnIYZI2yec6DveGbjuA5Iyl4tqcjhX1pDzSGr2GsHFPDamVwesqTgrBLqQebEfuOmEz9Y67MeMx1kKRLte09La2tEJq+qyNRrRXO0HukGxvXmHQ0nF2j5w1QYqqx0dhX/3Yqt8tm3vuFx4tl2iDQO/2CdiytwMmSgKfZT0PmWtwM4das6C8QJip2dyirzGKmpM2golRqvnF2OFeNtFrruAG6vnq3EW7amKS8EJNZI7dM2ULpo53rYNOiCpdnbkqylncVEb4jiPtSjgXO0HGmd4MGLS3SAMKepzl4Wl1yj4pj3WG5yn/K/rZX1bu69z+0+A3ysi/37+PptRes4KybPgEM7AsrbQRl7sOpZOqKxludIFKlFoRGVzLhaeJur3tl3gqtXCghHh4dIxxMS3Xu646RKVgQerBm+ENIK+pVG4MPhjTISgDe27XocKP9sGHi/gBYZ1Y3WW51gJra0eq5PE9b5jP1YTd0bY9kFHExqNuvZ9pLLgnIMU+NZVjzcK7j7d9qwciA0svKpaLL3wIgx0g6rVIuAqq5VJl2j7xNKrLtq5KeJlgeyGkrZo+f/5dmDX97SDXqc+JLr9QDLw1bXjqg2svfCwqSZwuh6xzi5Gdn2aMJkDqJ/HzhLhq+sKK2OqPgwMo+iBtZY+RnZtpPKGLJlnu4GUMitvMX4s5IiOqUOEC/ETfBDSeC4pc9MGrAi1dywrQ9sHQgjUVuGHlDNDCOy7yIMaYm3192JGQrcO/KmdRvORg0agiNBFQA5zYIsVR7LtMm3o6YbE5cJPLWELL+Tsp5dQ6TIoUWgZOF5wwm6AIolVhmkPMePldNbEbMJY1PGRBScNuTTkK3xzUdtpVoS3WoAbQmQYJZhihj4l9oNhNbblhRB4uQtY8WPa/H4mhM3tvs7td6KSR79bRI6Iu/mekkffi1YWSturPPh3r3fctANPVg2XS9hleNQ4tlkL4NPIuaRhdmGp72JmXRmGCPshsmk7dl3iel+xaCoqa8b0MxKjcNUnIDIMiZyVeb7rI49WlpTAoJOl6iqRkqOuZKKP7Ad99KxxrJqKm93A33m6ZVF3rGrHZ+vSMZHZD4FtD0/Wlm9fB75zvWPhHS5H9u1AuzA8WAsYXfhDTPRDopNMFwMLrynqqja82EZ2fc++7xExfLauGCZagla9tr2q0b7c9YSY+Gzd0FrDph94sR1wOXLTZxoT+bkXLYjBG8XIhkYZ8E4OLWSXC8v1XqdplaqaM3AzaJdFabpOYhDRKmQbEuuqdEI4btpIljzx7ZY+T8NqXu4HHjSOB41n2wdM1jTywcJhrZ16SxsHizFSKQWCX3i5p+0Dj1cN3ns2bc+LNmANGOtZGLjpEg+XjtWqmiLCUq2s0oHKkZI6j4Mc+cFK4SZny7YTdiFSBUcbAFEhhtIHW1LSuZrJEKEbAh2H9L+PiTrqiMDTZv7iBJ05zNuoxs6W0EdqC42FIUYeNpZ15XHj3BFEC3OVNZgRNnCGMVJ0R7jmZh+4anslels7UU/eJ/z2vSp59EGt4BRTVwA6mHizawnZ8HBh2PbaxbDvPQ9GsL4An85Aj/BgMWIeQdNNazNX23Hm6KriohkrWSGxGwK7LmLItGPKuA+JtotYc1BsqPRppTIKon/1Qggps+sG1pXlorajmq7qyjXOcL1rebHp6YbIqvasmqLymjEoIP1Dl55dX7OuhF9oLX0IfPsq80OPV3iT6XpNN6rKErOmy1AAYUPjhG/3ge2+I4/O5OFKh67s+0RIWsG8rB1O4OW+12JG1g6BJ0tPSJZd7Hm+7Ri6notlxboyPNsnnm11PNyTVT01se+HjHPCTTc232dNG/djcUAHZCv4nlPiKkQsUHtH7R0iqtDSiBsleQ4UiGwM9bj42mHsPY06y5UM64WMLWMKMVzMtOaciazHyGzdKIG7D5bL2mOM8HjpeT7OdFDZeMtiTIk3XSDFSBczViqstex6LcLcJpJQuhgW3pJRrKuQu/uoCjdDsNNciG0XJzUTbzWi3/dxrFy78dmPkyM91ZYrvMrSYxxCxgqEkdJy3YYRI1vw2UWtxbWx11axvsh2UAcZEjSirX6gOGQfYOnh2VYHmZ9rN3sf9r0oefTBrfTjtUNkXamSx4PG88wadl0kJMa3/sAwBAbvuKjg5W5gVWv4HlPk2Saz9FBX+hBFMuvGE1HAeFHrG7sbZwfkEXMKAdYLi7eWxwt988Wc2XfD2COY+PY+8nAp3CzqEVtKWBGcc2OXgE7kWlYj/mda+iGN6XKi9oqn9INifTEbll4YEnzjoeevWkcbE3/niz2bPnO5bPjRxwucdTiJbHpNmZ/e9DxcqQqKQVjV2qBfW1Eypsm0ISj3rCqpjieiJOXNoANvrFU6S2WBJGRrsc6xrDzGCjkFdkNk1w98lj3dIGzaHm8NC28Ykpk4ViEoAfbBQrHFkASxokKirkgyDcjIG1yOs1V3Y3GospaHS8+DheF61/HFTcu68Xz9sqaylsbLJKO0HyLWHNJVKLL0NXZ8UflxbsZXLmr2g6I2zgh4Q22179hKVon0EPn8ekc7JGorXC4NVmDgvOR2wXXJjAIOmpJe7+NE/ZEeYtaRk94qAdoJkwBBZQyDTUdFhpKqVs4cSX5XzvBgpD01Dp5tIl2MrCqHd5YQAv0wzmTNql/YuLlYg1Zaayv0I2dz28kkzlAc5nWXsVboo7A+0/71Pux7TvLoY5iVjAUWTuhioN1qmhJTJoxh86px/MijBV2Ax0vPZkh0gw5TMaLij11IdIPFO6u0jV4pHCrCdxBd3IbMPkZ2XWTtLctGtcrK4JdtF3i6aZEMlUboVCYhkqlsJonhQa0zD9phIEbDpo+QEzGDEZ2X2sXEZWPxVjGTx0vPi10g58zLXc/f/mLL0uv0q5VPXO0TKx/ph8Cu67naq0NOGB6vKnJKoyaaLpamsjxsampvVR0kR2pjIWWGMBCTYfA6anDpLIKmuevG8GIfeHa1Y9tnfvRJw5NsQAxdzCxqTwzwreuOEDqMMTxaeK72gctGW+QeLTVK3vWa/n3NabP2823L9T7w2dISYmYwmV0byFkx0D6BDdAOiZxVAWZdydTu9GLX8fn1nv0QebCoWDV+wqkM2gJ2UR9z/Up1MqXMrgvEAG2E2mSu2oFnw0Cf4WvrBuccXYi82Paq0NsPtN1AFr33XVAtvTRWpmufJx5kqQbfdHoMoPcuhMxNF1Xw0ghdCAydUk22QdWHF6PicQw602HhDENMXHedDtIeI9ltpy1upRNj+s9AG1STbYg6LNsYw02MXCwcGaGNiefXPbtlxY88slPEVznDts1s2h4rFeuFPbQfkumHSNf3pJgQok6W+xJJvF+m5NF7t12f2A6qgJszhJzZtINGbAvP0isQfVF7Hi6Eq/2AF1gvPbs+8K2rloeNxVtH7YUsyrb+hf3A85stRhyr2o0VVKNv1UGLCctaqR3WFrWLwNJlvACSEDFU3tIOCqS/2HaIdawqw3ZIXO8D61pxH2eUB5ZIPNsFDGCMZSWwrAVrDKt6VLQNgZwj2y6RYmQXDMtKCDicCLtOcawQAcl4q4Nk2rFhu9BC4ggmb7qAES28ROCLXWDhDA/FUtXai/ts25OTCmM+aRx959i0LTFlvnJR8XQz0PYD1lktrERNl4YQ6EORDzpgP6XhfT12GeSc6fqBpzcdIRqyWEwWpdKslWqxHoVFu6hOxBph0ydSDnz35Z52UJECO/Lt7Ci0qNEyY2FBVUkuG+XfXbXDWAlU6k4liZs24WpDTHnkKJqx4mv5+ec9m31HSKMIgFEJrWVl6aOC7SFkjGi7XmnZa4fA1bani4na1uz7yBfblovK4pzy5ELSvt9hhp0txm4Mb4VNm7hu4xj95rGK78ii12/T9uz6yGdrFd3qY1IRhT7hjb6clmPxImeFcrSKmjE5k0mQAu04c7YPGeNUxPK6DTxZ1VPvbs6jXBPw3U3Hi42qo3hffXkkXt6D5NH3khkSz246vMmsak0LHy8cnoZdyMScaUem/rNt4Oeebrlcen75Vy41HctJHVtlRr4c3HSRlJT3ZL22dVmn1ayUhco7amdZVNrmYyXz9KYwtC0Y4WoXqW2isQZpLNd94POryC4Kv/KzFY1zhKROGGv44mbHd1621DZjjWHZOAyKY1mj0UkaW7eMNTjn8EQ2GX7kwjOgvZSVExaVpzKZX3i5pZKE8zU/8rAhI6Oyap6UL5xRR2SAlDyPl556xEvWjapnvNypY+tCpO17hqBdFWFMFXe9VtFu2oixuoAa75R2k7VbYhj7YV/ueoakeJ4VBaiVVqF43mbfYpLl8YMVYi0SI9dtYlEHFmPHRDLCauV42UZiVCWTTd/z3Zd7jWS8w8hBeigkqCSx75kiuSGOWnMZag99AjLshkw3JKSxPF5WLB10MY8AvnYPbNqeB4uKJ+uKTR9JWWkyD5YON6aSbcxHjnzXBa52Hc5plJfQ4tfKGVJUFZaF1zRy18dxQIzl0ayAcdlYuqVyCkPKNE67PRCNPq/3HU+3PY8WjspVyNiFsAuRbTtw0/YjGVzGHmuhsoIYQ0pKS/JGWAyR0B0EF7o+sq7siIvKFIVu2gGSkssrqzSlwpN73/YxJY++Z2w/qH5Z4x3OWW5abbC86Qa+ezOwcBnvG3Zdx+fXHUYUzI1jKsPIGdr2kX0f2DmLNVolerCqqMa3lCchWB4tlJ6xqMzUD7nrEzErMbKWyHe7gaXTMvsuZMjaV1p76LNq1D9ZV9iNRlGfVRZi4GrvtKEAACAASURBVNsvtgxBoLIsK0+Wsdc0Ja62g6YVKVNZy1cvajbtwCWZn9vqm/f5duAxQuMz37pquW4DtQEbFB/76uWCdvz3w8bTeK24ZbRv86aLfKVSp/OLVy0/jOJ+n19tuWy0Ef/FtifETM6Ji8rzaFVTecuytlw2nrqypKgM+s+vWn6pdyQqvNOCxhebHiuwcIZ9UMK0iPDDD5dkyVzvB8Iw4GvPL31wQeM9u77j2y9bXVxOrz8jUXuImXVtyEmv07NNYDeo5NKv/FqlSi4Gnm+UNlM7z6OlnyqlCSWyrsdqagqJl3sd64hYukF7V/ugTtRbQ22FbqTXDOkwxq9UQ7ucqThIfZe2qzyOPCwDeB40Fshsh56bNuOcY+mFWAhacigKwMgzFNG0eZQi70IkZpXl6mLmehd4sR94dLE4SNKPz++mha7redplLhtDHivcq0VFY8d+V6OctYUbi2QjDaTovxXaVB9UQmq373hx04IID8c+0zcTXb+ffTTJo+8lc0YxsYXXilfbD3zres/Lmz1tUv017xLfumpJMbJe1vyShw1D1kJCSnGUEVegetSK1KLAoNXF7TDQxcSTtQBOB8BEQUSnGFk02qoc/OJNx9Uu8JWLmseNY9MN5ARNZXiyMMheFWO7IfJs32NyxtoFX79suN6vsQSycTxeOvqc2Hfa3L7re5rs+GxVAfq2bZzhu7v/n703i7U82++7Pmv95z2eoaYeb9/JkewkRsFYRPAUFCJQxAs8IQR5ihTBA3kigKPESsQQKWEQIBLhKMIKSKAERUhRIFKQYqxYjo19c33v7evu211Vp+rUmfb4H9fMw9qnpq6uPt19qq/7ur/Sqdp7n33+w/qv9Vtr/Ybv13PReZzRsTCaEFXuxa5qo5ScNzE95TLxGOKgHFyMnM3yhF5CJmMS7Fnd86OzmpN1Sp7AyVZzZ1bw5v6IW9MSKQLBWZZDYJIGTlvLvIwpGwlwsu1472SLcZ43b0y4MclpVMC6WNrlk+j38d5T95okSR7nXjkh6H1g0RgWM8eNSYmxlipzZCKuJJKdZmy/i+ItGoXzjluzgkZZWh2od7qrxY7yKROR+SWXz/LDmR1DRqNiaZsP7I4fy+Q7E6OT0bEeB7WQ0A6WbS5xLjIbCyEeyw9aFx5TOnkffX2TXMKkYLaTvrucTEKIwQEP7ElBq8VjssrLxNhLn533MV1kr8oY78gPjPPRpZBKbo4ytp0G7xi0fez7KrIE41MORwVlKqiU3TG2yJ2P7AnzzLTKybPdWEg8gwC9O1dsz6hulsnAvEhpu477q55RLlkPllt7r4aD4/NSHv3iK7mqV4xERP6wTAROXdxCWeu5MckwpByOEs57Ryah8xLvI2tGmYPbURBtB8soj52gyhI6Y6l7jTaegzKh1Y5chB0ld6AdDO0Q/TbKhV2WekzuyYOlyOLMWOUpgwtYY5FC0lnotWPdGRCOXmlCEIyL6K+6qBUyOIJ0dIPBBsG4zJgWOa3ytDpuh1wAoy2dDYxSQYFCBUcKWOuwzu4ox9NdRUDcgiU7NohEPoncWRfobeQJ8wgmhedmlbOdFnEFJQT7VcJelUaJwDyjVY6TeuC98wFrNF5kNEqSpjF94uGqY930jEYlr03zWLqWOgSS+SjD71gtrN+VFLk4yShjSfDcrgRaOJzRbHvBWllGqUS5mLowLqL/Lia/Wk7XLWeN5q29kr0kpcwjRRHEsqTOeJSOpAjrwSETjbY7Bo8sQRnLuo2Ep7en0a/UKxO3o1IickmeJtRKc7JW7FWCNI3GeVrl7FWxRrdVhu1gSHa+PYir+svkYe3i5CGC52zdMljHvEhYdJYiFQiRIYNnMBbrLlM0xE4c+jIPTlKmsGwNVRZrYEc7EgXtiYy6vWVPO6QMWBeZV6SIpJuxcivh1qwkSVI2vea8GbDaYEl2W0y54zj0O5KD6AIwzj9ZDSJI07iaTKWnM7DtNK1yzEbXv3b7fUl5tGg1Z5sWY1IOp9GpKoQgSVM6DeetRSYJ0yrnRiIJQgCOQcUHdWua0+tIpbMZDNMi22XH7yoEdksKKROkiLlg4yKlUTbWFu7Yfm2AZWc4Wg5UWcKm9/hgsMYyaAMyYZyIGIVNHMpFPrIqS+mNZ9NrFp0iCR6PYJsI9kYl8zJSeRMkm97wcN2QyxgYKVJBYxy1jWkvMwEqRL9guqMBTxJwnl3pF6wHzXRXqbBVhrbXDDbSCE13PsXpKOftMOZo3ZMFR9BgkUxyibKRLbbrEhCeaS5onEcrgzIFNyYlB6OMo6JgViRslGdc7Zg/iDWInbIkg40R2F1B/XmtOFv3NMqzFIK1VuRSMKos3kM+yrDWcd5qDqclt2YVvQ30g2bbaZSKaSUyTSnzjDTd0UvtgiiZCNjgqRLJ4AIyC7uVlUS6wLmzzMqcIksZnOF4OyBCYH+cczjOGRfRj3mxVaRSgoxR42jQd+VkQHlJNLlLdVHaRd0BKagHx8UQo/Tn6x6HIJnDstWRwqoMO7+mp9Geyjq0cXQmRkBlElNqTtYa4+BwWnI4SXdkAdGPluz8jFUWU3nOB82q04zSBEvgtB5ilUgumY8TRpkgRdBqzXnvORwljMoSkHQ6JueOhON0axhJx2AKBJGN1/nArMp4+3DGulX0xj1mqbluXJny6BIhhPNXcSFfJCSBRjtGCagysD8uY5i87al7x83RCEHCoC1rG7clvY2JnPOqACRVDq6PaRQbH5NHlXZkmWA7GNat5c602DHlBspUkiU5koDyMN6xMDStR+KZl1FZ6rxWNINm2ynGZYG1kZpJIDBeUqWOzrgYMQsOrKE1BilTJpOccZmSZwm1dqx7F7c9vUMKH7dKiWRQFqcV01zwxl6xq4/VHIwTlLWM0pTZKGdapNTK0ihDKgqqLFYB9Ds6o1mV0ugEKRz3uujHnOYJwYO2CmMt62FXwO6jO2CcSbJUstpoFp2Jhft5wWxUMC8kynraQXHRRNnBKpMUEloZ/WTKCqoixYe4am511JHQBdi0ZN0ZfJAUu/y/03XPolGMyigdOCtSvHPRhxUEtbJUAawXKGOiQdoFfS6UpleObQrdjp+sSBOWvaHuFOvORE690sYVZHAsGs3Q97xrBf/8W3ukaUqZJzudWEGUc4yr/P1xzqTInvRLsaP17jR7ZcaojFF37TwHpcS77HHgoEhjad68lNRD5Jib5BIBDNawbg2Hk5zOBR6sOmTwlEURV6dCPi7VimVrkVTgMoIftW3jCnAYHMJHvYR1F/uZsZZOGwYdk79XneE1Y8nTnCyROOv53WXNaWtx1nJ7HxIZg2+RqaWgSiX3Esn+KH8laSDwGYzbTwKyVDLLJUJCJmNmeHCG002HDpeROKgHw1mtd1Tikj/4xiwyrvYaCagdpctWhcdF8kmIEb4yj6kUQggGbVnpuM08GKVYC8YYHm01Z5uOTnn6MpBmkfmi6T21dpS5xfsMCdwc53iZsmkHFltFnQpWjeK0icSBN8aScRFV4h+te2ZlTPb1jh3rq6S3SUwexiJESpoltCb6d5QTpEKR5TC5nfD6fIQPnmXdcdEYRglomzEqEhKRcb7pOR4MSjuU8/SDxQnBG/sjShlJJ2eFZNu0bJRjWqYcr3pOWsN8LfHO0isLzuK93/GhyV2wh902xmNcVIs6Xmv2yrh6rPKE/VHOfpXx3SBYNwMXy57xdM5P7yfsTwsOxgVlljIuFdvB7BiGIz3UzUlGKqeIpIurbO85bwxFKhmVJQe7ustRnu5qJh1nm4FxkTGvMupWoa1hWgiUNZyua7aDY1N3HG8VwXtqDftlwts3JqxbRZUWFFmG84Flo9gMMTWoKrJYrWI8aQUiiW6CbOfPfezG8BZlozEpkqjslSaSzRApn5QJLDtDnib0yqG9eyz5OMlTxrnYrUxhksO291hjOW0ULkCWRHdE3RtqHfPOeivYKsu2j5HVw3FGlUs+2Cqa3lIUCa/lGXtVhtsRcUYRIEmZgAguRkSJgQNlY/3tptcMxpImCXme/dgpj36ioI1j1RskKa0JNErx/mnN+8dbRlXOO/s5VRXZG25PEjZdYDrK2RsVNEpzdNFyY5IikxTvQ1Q5KhISKVi3iqZzjMoCsQu1d8pwtukISJKbE5I05f5a8WjV4awjEZ5NO0Qm4CpHCE8SAuMiZT7K6CwgEw7GBRmBXluGQdNqxTgNvLFXUUrJ2aZl3SnmVRlXUELQ9IbF4KjSmEs0ziTrleLhauC1safuK5JgsCLlsIRxntApg6CPqRo6EnieNZJb84wyi8m0RSZp64EzG7nKLkV6L2oI1rHcDmQiRBdAo3ltVpIFw7ZWdKVDB0lvLUpbeuNI8cxHOXPg5i4AcbQcuD1JuaiHuAUdCQYn6bWlzDIIFmejIn2rNS2KjZnwRpbQKMeNcc6d+ZgiT7k5KVn1hgfLlr1Rzu1pRq1yShlLxRIRJ6XiMg1ERlYXCcxLSVPl7I9T5mVONwwcLxVVCjpIhLc8ahxKDSzawM3KIWVFlQp67ai1Y08bOhNIiLmGSRJolUF5qDvNYP1j5pDWOOrBM65ARVYiGu3oVIzALpvIIlzkGdPDFOcDzaDIJKz6hEE70h2PW5lFgs/e2F05mMH6aAglIbLe5An7o/QxQec4iQm6B6VA25QmFdTGoz3MEkGRSEKVUMjA4GIqUSyEFzuKcYdMJEWSYHzkAByVOdIYTuqBQZmoyWAsyzpwa1qwP7l+U/T70rg1g+Z0O4DPuD0vabSh7XvO6xo5jPjWpkC0Hilhf5yzPy3JshSBZ7Ed0D6QpjHDXggPQnAwyjl2gWXf0XSKorJMC4FICpw1rFtNkIJcjpFCUCaBeZWQCEmtLOtacdJY9goTo4BSxiCAjZoJSgkufOBsXXN3pShwbDpHLgNOGY5U4Hw7MB6X/PzXSrTV/PBRi7EKFTK60jNYz+my5TsfXvBwaylFQmM9zhpu7c9xQrBVjuG8IUkSbu6NuT0to19GEFM7sugUn09KtI38/LHcKbAcLL0b8Naw7CyzUcKNvMBay/FacVAEWmO5twYfPBc9rJTjzRDoXIhbdheYFYLVEIvYyyyqd427GHWMJVmCQKT1vnfR0w6axAX291L2c8HR+RYVZFxB6rjt184RnMU4D8HzYNXzwVlNLgX7lSQTghuj9DH1u7WW7x7XrFqNPBxxe28UgxpBoGzgorekwjEuCrzR3L/o2E8taVLsaJoESRqNVSFBKcvaWMY7skvvoqCM3lFasWPkSGTUia0KGasTOo0PDikC++OEbZ9wvh04rzVv7FV8/daUWimWreXGtGRa7rbsadz+E2CjLMJZkiSlSGMhvXOeSSFYd5EZebCByS7C2ljH6arl0UpwY5xgg0cEz7Yz7I0K5pOKpB04uthyMXiUdtw5kExMVFzbtJq6HVg0htvTyHcoiZKPRqvY/zPJ3bOWiz5wc5KxP6mufZx/rHETQvyxqxzgy0gz3vYDZ8ueEs0PH0mUVjxYtlEpyRo2ynO7lDQmRst67eh1VFPqlI0yc1VGbeBi1XLWefaKPfarnP0qpekGlrXiZJXw1q2CLE8ZFZJWxVQR4S2dgaoo2DYtx8uBUeKx1tFLyTyPSZltl4B3XNQ9264jTRJONz3rwbJXCFrtqT3c6xXLXrNfCGaiJBWek43jdKtIsBRlyrwU6MZytKi5e15TG6hT6ERJlQqyFBIkxlpq63l9ryBPYxH4arBsOssNGxiVkjLPeG0+YpRdqiI53n245OGyZ5tkTNPotxE+sDfKGDUpy0aDVujB4XOLcTBJEyYZzKsMvOOfftCx6jSJlPyRrx0wzCoOKol2Gd+6nSHxtHpAu4A2UUav15EMclSAwHHUWVIRgISTjeDeOiahvn1gmY9yDiYF0ypnVTfcu2jIE4naq6iKjNp40jYK1zTKYa0hlYLXZwUiyR7nrd2aFkySwLrVlHlGcJ5Nq+mEoSpTxsJjpEcpjdmteNIkoFvPXp7iZYrfpXYkaWBWZkzFbgtq3C6tImEwgfWgaXqNNYazbVzpN51i1WgmowxvDW3b0RrHfik5GJekiYXgqHtHKh1trxkXCfMqoVGeURpTV0yAZjCsG8OdecV0p7dRZQk+QKcNq1Zxvu1YDY6MwOt7BdNUsvAO7y1tq2ly8L6i055Hy5ZtO3BWd1x0cHtWsNco1r0jBMuq84wyeNBplr2lNeKpQvwvjqzyl557/wYxuLMADomr5Qd8CWnG68ExOM/pJtDaHmMGTtYt7eB54zDhzXnOaJRRGEuZSby3KB8NmraOetVzf9EiZMLDreHRxnJr2vHTrxeUecq0kGwH+1g2LhDr/hqlYxQ0ib6J29OCVdOx6AwbLL0RpELyUGmWjSJ4x00tuLdy7OWeMo9F7XkiscYwKEcpHUZ3JKHgzkiyaDUfnNbsjVJmlSDxks4Ftr3jUaM5aQwhgE/gwRJWeuBbt1Jem8Xs+Yt6QFmPUZaji5pt2yMBFyRVEtNCYiQ2jzRDJjCtUkZFyqbRKKcp5oI0LREJ3L3oOFt3kGac1IZNb9nPM3ohdwXUkYbbGMO2V2x6SzcoXBC8fThGGYsJjluzfMeFJ3mwajDeUuBY1y2LDjYNuNBwe5yxP6sYlwnCW4ZBYa1lsY3lUqOyYFalrDaWi61mmgf2qkgE4I1hO2gObca4SLgxqdDOYwNUEkIiCc6w6g0Ex8OtxYuB0g8cr7ZkAt4+zDBFStMbLrYDJFnULCBlVESG5ySFKstJZSy188QyrsFGNuJLUZp5lbLuMnqlebDpefekwZiYBGuDoOtzfnQWU1rONoZVZzg0gUwGzrYGFzzeaB5tBr59o+CiiewdQaSkEqokEKyl1oplM3A4HcVUIFkig2fZa9ww8N6J4Xw78EEmQK5IErGrwRYkqWQIMfVkb5QxLmPQo+4tq84RrCZPxK4KIeXOvGDbdizagVHquTUdcXOS0yr7mHbpuvCxxi2E8PXL10KI/4Ro0P58CKETQoyIsn5fygqFeSmjT0sGKhnFXi7WhtrAzxSBNM/pteWkMdwwkQU1iIRxJrkxKTlZ9dxfDkxHGe/MY5Tp5jjjdNtzf9mitGdUpSgvKVJY99Fp35oo17dXpBCiduosh3Em0NriQ0ImY47bRevIE82mT3BKkY9Kboxzlp2AwWA8NENg4wVKJwzW8P5ioPUZ0hnGoxKEJAkGlwh6k+CsZ5YLThPoNrDtoAUebC0mwP6s4tFWcbI1SAkyk9TakQvJdJTRaIdIDK2CIhW0veHuomV/lGCNY911rDuP9AVFlTCohHXf83A1cDDyOK1RQJ56lJH4XW3tg4sa4yzBOSapAGKBuReSMhHkWRJ1HXa5YI/WA0VmmUjDB+eaoz6qFhXactYYJpMRFslWeQYH1gmWg8Uve+7MJaPc8N5Jw3ZQzPMc7WJt7qzMmOTRgFd5RiJ77p51OGfJshwIrDvFj85aFr3FWUOnU85WW753Ea/h5lQhkQwmTqCjFAiOXnnO6+iYH5c5b1SSLEsZp4JVv5tw8hTwaBNz+ITIOBjnKOsYp1sGY/HacP+8ZaHAO8/bezk3RznJjuapN4Zlo9h2iiRNaJqBR5uevTwwmyT4kFElgdPBIRGse8tZbfnagX1Gg/Z4M0Dw1L1FEok6s+C4v2rAe0ZlzkjGhOaKOEaKRPDavCLF8uAs5tNpEso0IZESKQLzUUE7KLaDQyK5vZ+TpDmvIq/s05BVvh5CMAA7A/cfA8fAf/4KruuVojOBVimOlGPPQTdoGgXLAT5YNPyRbQ8CLjYaPcSSn8FBKjyTqsB5QzMoUgkH85I39lPGVcnFtouaBgwEWZHKwLqPDneAgphsuT9KON5aPjipcSGyO9yvYaMMd2YZIklIvMWTcZAHVFUw2hkapYYo3msHtDIkwjMrIoPrdtAYCcYnrNsOpTzjKmFvnjPKEw4KzXud42QFiyHW1Hl2/1jHpokVGYcjyZvTjPm0pEwF63Zg1WmWdcu6t4wyyajMqZXi/rJl20ku1i3r1tJ4z9GFpRx7DjLLaRP9cuMqpTHRaAkveOvGDO1sNNK9RoRY2C5EjJydbAeSxPDW/ogyTbhoFd45LhpFKgSDsWyV5nwdtxM1cLqAerplr5hTpp5KCnLhmVaeznqs0WiT45yhGYZYtjUSnK8blMj59kHGtEwpEmh6w+m2ZVEPjFNLpztcgHmVsJcHehkoy6hj8EGrMcAKOFpF0tB8VwdrjGGjYjDg0VqzX0W19mkhcc5z1lgGHVc9Amh6xf0YlcEjafqBRTuQSJiWBV4YHi7hEZCedPzhbwm+PZa0XnCjErHUzWqc94zTFCcdy9agJoELLzHGsGgkkLBXVrx1MKLVlr0d68qq0yzqPkbxdWQU6XQglYGt9gSlEEiK1HDUWWod6CY5+7sghbGWH5y23F92qJAxSiIJ58l2QJmodeF9jBR3ymC9ZbyrIPmx8LkRJ/ifB371qc/+BZ5VwvrSQCvFg01PKqDWljxPKUWMjLU68GCrybKMRas5Xyk6G0hEQhZgWnZ8eDFgjOV8YzDWcHM+QZLTdppt03PaK3ziuDXJef0AehPpgpSPiacHtWIvF5R5oJSSVgi6rmPVC/p5VIoyxND6OEvYLnqCDswmI3oTeLQ1SB/YKMfgHUI7lIfDAiZVRi4Fi96x7RXrXiDSEmcd/9+9Fb/5Qc3Z8OTBZURZwItWkS0VF40mSVOyNKPIMmyAi8Zx2joORil7syxu661DqTjbr9uBDy9agvdMBJytoN30mLpHlAk3piWH8wLbeurO8GhraXyDB14/SKhywVnteLTud+VYHussi0YzLSLl0aJRJMHFbaYzpELSWUuRAG73XAEdUnqfsGw8mVPcWyjKNDAtBdLDg9AzKRKaXnPWKKRTTKsCmXoebDTV1LDqU2yAujVY76hbaF2MoOosZVKlbHQU3JlXKZl50rcWa3iYt7x1q8J6uOgMy1YzTR1ZmoEInKxaXPC8c3NGnsYgRqss1guabuB401GlMf/y3rLl3QdL6rbDu4BxkvXuXEbBQSF5f6FY9p55DuPxiGRHMnpWKzZbzbrV3N0EZlNDpy3TQpKmOVUSdQVlGimMehOjsdpFwtVpJumDxaqBDxcd8zrjtYM5t6YJOiSoYcuiFXQzSTPkJDJwtmr44dGS86anKiTKe+pesdw2j5lklHG0/UDTG45XOaebjvk0IZXpY62M68BVjdufB/6BEOL/BI6At4A/Cfz713YlXyBOG00/QJVANZfsVSXrVLMC3jJwkHnWqiMnoJMEqwzjKiHg+NGZ5qLtSBBMSzhe9pgQ2XpP6p77qw7TtyTVFLxBO8gTgRISgmPVWC42LXWeEbykMYYPz7b81oMtTgq+eZiTyIRtrzG+otGGu4uakVPszy23p5J5EcAGgrasWs+2BiujOpsZFHpQSBkVoBoLybLl3dTwnaOa892KLZZ2gwEeNfDDh0vGWfTlXdSGaRbpx/NE0vQ957WFmxmvzUoWrWJRa6S3EGIUbN22LHuQCZw5MA4erKCYO0bZQK/gojF0Go7XATG0TNLAqCzRLqYXpBKCkDtbJUlkLDQXIW7VKmn50VKxrAcmuSR4yJ+a7AUwywTCGTAwOMuybnHecms+Za+UOAWHpeDhcstqC6GH9IZiXubUveJ00/G1/ZJCZsxHGfc3Ghs8ZZYyLyUeuNgqztc1QWYIBO+vnlyDDdBa6K0GISjQnK970qlEZJKmUdxbW/ZXPWWScPtwihSR5PGS388FEV0KScKsSFgrOFkbOhtITUe/O5dzMdiVBkuvIPeGxbYnDYZV78izjErEqpqJdAjnmRaR925whh8tOu4ueppO09tALgNrF5lWqiJSiNedYNEZ7i8Ct+aaNw4cPgQSZxAyJ3jNaRt4/TChyFLOGsV5OyBhl9YkuXfRseribif4SMZ6tFSs65aLQfDtmyVZWUUtj/z6xvlVy69+WQjxm8C/CbwOvAv85RDC9696IiHEfwD8KeAPAf9rCOFPveS7fxb4j4AK+DvAnwkhqKue65PgdU87wME+jJKMRg18WMftzfEGPlgqbJJR5gm3ipSDaUEpAl6mVNQoHbgzTSlkYNEoRNLBzSL6OlrFYZlyuFchBNw7XVNmCWUav6tMFKTZLwUfLga8N/z2vRW/exEdvOubDbPZGKUsXW+YStBKMwSPbgfytMApxfuLnm6AVoM1EDJYXIArLRMJyxo2RD/Q4GsSA6ttNAD2ufaogY12XDSaZTtwsu5Rw4QUR1ZkLNYdJxvHw03JN1xgnCc0mWCxsaxayzB41GA5qeOK0O7OOxWw7mFVOPq2ozNRN9MHGDmD9hCMpjeag3HGQSV5sFXUveKtgzE6lUzzBOUiR1ptFKqtafvAYVmwqLe8+9TNaMA4S6MstRGkVkX+uADjfsAq6P1A5hV3TxxroDSwbCCkA9qOyKUkEOmj8ixjlIL3kbRRCsGyUTw6X/CD85pZEqsCLp7qmYmA1IOzgSQYFo3hrOnRg2U0mSPcwIOVwgVPoy1l3dEYz61pTplHxbNv3pjyzs2Kg1HK+Vry9ZlEDoIfXSiON09u+CTAw2XLG4dTbswFnZc82HScrnrSRPIHXs8YFQVVZhhESgnUOlZIbE3g7b2MG5XE2IRxAq0JBB8YrMe5yAeotOXBI82Fgb0m1oJq6xmPRpSZRybw2jjhnRslba84umiAwMEo5lqqQZOMczIcZ9sB6yUjYWgGTbAKpSxYgzGRrfg6ceU8txDC94UQ7wK3QwiPPsO5joG/DPwJotF6IYQQfwL4c8Af2/3N/0Es0P9zn+GcL76QjaUJsK7hxlxz78JxOfmugfunS/bnM167NaZI4L1HWzaD4uZ0hA8C6y3bQTDblSt1OorbbtoB6yzVrtMr5Xmw7ZmPc+Y5PFp0DM5R5ZLjjedH5x2pV5FXH+gdfLjueTMEGmdw1qBdR6zUtgAAIABJREFURgiexMJEWrrO890TxaNtXH2NZFx9eRONWdKCSeGcONgboL0AP4nG2wFPCRk9RglYrSLtuAJoGLzkYCz54f015wruFIFvvzZnbzImTaNvynlDTowAbp86XgssPDQKwhn8aNzQdZFuHAtNFiUQj2rFa71jmqec1QP314b3zgpe25/iZUZroopYjDgnhKyg01vOasdp/ayZVsCmdzTK8WDRsOl6js8DsoBbVc+7F56tg153nDfxb06A0IIso7GdVCllKiN5JJa1ctwqA80AwgXuLxW/dXfN3TPYLwOzcv1MVE0HWHVQDprz1nK+bTnbGEwFe6IlwzHKY8mTspZWJZzUZicanXBzkrI/yZgWKae15qIZ2LoEnWSsVc3RU6tEA3hrYsqKyLgxltxfBybSk1cZ7xxWSG+x2tJ1lumo4GCScLKJtOg2SGodqHvDg63iazehJ7BuOjadZZQkfPfhmntDPFdt4XTbkwjBTxUpTd/y3oliJDzfvDPnB6ctDy8arHd03nLRGrIURqOSo61mudXMJznzcUG+0SwMzIPjrDHITce8lIyr4jOM6BfjqjTje8D/APxbuzYdCyH+DeDnQwi/cJVjhBD+7u5YPwe8+ZKv/nvAL4UQvrf7/l8C/jbXaNzSMDAAGwMPTx1HT3kODXDaQSg07jTQdB3fe+hwDl67teVWCSc1OOuQO1GULAHho19OJoL3l4GHakX2xpT5fMydkYj04SkkztMPGmF6ZPAcZHBq4oMoiNuao8XAWQPnVcckKWlUIAVOt4ZHazja+XjeApIUjiPD0eOt5oGNx9p9TA2sm/g7zUcNG8Cyh3GjWG+h81BKkGJL38NpDZ2DD7eaBxvNnb0JxkWWC2Phw9M13z969niBaDjY3dODZc96DWeA0LAnIbWB+Uyyn0uUDWxaTdtB3QyIYOiHgHA5jZHkIpJbTjMITrBoPM4MH7kPbaDvO07XHUcL2HrYC3DeeO5vogG+UTnmGRztGujUQ9XBNHHkabZTiLI8XHScrgfEKKCTglZoFluLM9ADYoAPVs8a2AWgFBStoq57to2i7Yh/kFjeqCBNM8pMYKzHWk3Taaapp1WGRDgaFZlLyizBWkPT9dTblnZwXDz/3OqeyXTK4Az3NlHxy9qMIk8JQdD1Omo2DILJpGIoE16fpdRGkkuwNtYxt10RdUWc52it2Q6W88bzw+MFPTAHfuYQ2uA47WC66lg3ivtrSGTDTy07Uq8pywzVOd59CC2OcbbmxjjlbKXxwTAbTzmsPIu65ugcQtrjnWXdaXrjXtAzPzuuunL7H4nBoK8Bl1vRfwL8VeBKxu1T4GeAv/fU++8At4UQhyGEZ1JPhBB/GvjTAG+/fXWFwU7F4b0kzrLPD/amhXml2TrLw5XjxEXDMNqCbWHdgmphPbLkGYwaTSI9hdCcrwJOw0goRKiYVTmDk2x7QyUCK6V5/9xi+oFeZjhhOFrFFVYJjFLBRRNYt7BoFGNpWKxhVMF6FR2el3gE5PrJ+0tuhXMe+9gfQ/HyvJ33ahDakSYweDhrwQqwBaxs/HtpNYdZIBGBo0XD2XLDuh04XlhetpQfiFvnc+KWdekh05BVsNWGe8uWW6OUNIFRCdNRTqMFtbYcbzXjXHB/rbhRAEjmlaMzCcp8lE1io+BoNfDwPBpSD0wc6J0dHANBQKOf/buzFt59tOHWjS23RgIvY4pIkkiSJOqWdnrAelhv4yS4Aao1H0EDHC3heL7htIYLQASYmcDDDtpgmKUOZeBuP3B/qZECbu3BrMrRTtN1A51MWGxavvtgw3rd8WD50b56tNV87Y5iUJJhkKRZRjM4Hq5q0lSyWa34YNGwn0KQGX2vyIs89kub0fSau4uWVCb8c18zjLOEkXScdQM22OjPJbobFhrqHh4O4HWH7qLNxkHlHaYoyESg6eLY6oBHreVr64YPzjoOxwVDP/CPH9a8dwJnHvKtYdP23L51c0f+eX24qnH7V9ilgggRN8YhhHMhxK1rvZqICbHfXOLy9ZTnxmcI4W8AfwPg537u5668YX/4lJPkhasYA5POY0vPUD8xGoOK/qItIByoOnby2WjAec/vHHcc6bjte1PBqtO8SaAzhrrrWfSW44WmB3ILW2HQeewEgTgozjaBxTaeozZwsfGchriyeH7Bbvmo/wxeHML+pIRED2gL5y7+fQdULSQmrggFcDHABxvDfDZwvFV8eNpw3mi6K3hDtYsGEuKAOO3hfg93tgNVJumnFUfn0FiQznJrktBtHEUaWWTzZFei5D2PNo4gHPdecFNtA8mNGG2+fG5nHtQmdqQ5UVvz+TbqgH92z3Bm71KE27x26zZaD0gB70wFj5ooorNqHHefMownvBgN8LvHEOyT9tt20Kro+lDGE3hIWZQEH1j3McF3XkgerKJamgmeu4uB+2ctd5snK/GnIQMcXTSsTEopPZNi4HRVo4LnaJGyXGxYb2G0B3Xf8f6Zocp69uYz3t7LOVoO3F/WTMsMHzzr3nGyVTzcdIxTT72LXhjgN1ax/Qxw0T3pt+sWPlh0Ud+21wz6Sft6A8vBcNF5gu+p8pTv3xs42T2cQcHZquXOnajlcJ24qnHbADfgyQQthHj76ffXiAaYPfX+8nV9XSf49dOX/34L/M4GJpt4MZdYBNhj93Cf+vzeQvO790/4zo4MKgB1B8ttx6IZEEjWneZ02XC8jb8fAaGASQWHEhofB/3dp855tHjix+p3P68S5y76yi6xCbBWTz4LCtpuoO5LKjQX25alcnQvGnXPYf3cDvLyXo4tnG877pSBpY4D+LiNNE3GRqm/t/ZH1F2GM4blpubhqmWSweYFVnwNBGsZPff55qn/2/bFxv6uhfWR4jcmp9xpBe8fb2m1JDWCk23Mk+uUf6aNXoaFip3WE1eRPDUJHGuQxx6ZdexVkGQ5563m3rLj/lpxsxBICevlOfc/xrABrDRUm55Hg2DkB1SQ/PBEkWVwMDJkImA8LJaAG7g51YQyZzqJZVl12zzWEFHa8runDe/fO+M753CrhAfP2ZvLdpwTV+QAJxZ++8MFZQF3H8HDp75fSnBaYQdoM3BqYP3UzXQa1t3Ag/XAt25cW8wQuLpx+5+AvyOE+E8BKYT4o8B/RtyuXje+B/ws8L/t3v8scPr8lvTzYHnF7zXPvdfsOulzOOrh7/22emY1sCZGXicLxY1KkBDofNzb+901HCgoDp7w5QPPrDg2PLuEfdV4fvZ4/v6XPdxddHzjsOK08ywax4PV1a7xZW3+cAmHRc+K2CGl06zbgUfbwLyQLIuCXhnurXo+OK1ZNnDhY7TpeWyBf/IgfOTan8Z3X/LLtYff+J5ivDrGtYZ0WjBbK85rwSwJJJ+i9vF5/9jTsMBdAyMD6w5EsuEPvjFHuIy607xRJiBTvnvxxIi8CMs1yA7qNHB8bvhBvXNx9PDt7RbpYptsgIcbuLnxvL0/UE0V21ZyMfgd024aiSY7zYcrOLNw9pJ2enocOOCHyzg+njdP761jtHmpoVkAg3nm2fTAowVkBz1Nd33BBLi6cfsviW383xPzPv8m8NeB/+aqJxJCpLvzJUAihCgBG0J4fmf1PwN/Swjxt4krw18A/tZVz/PjwtELPvvOFvKH5xx+/QZWDyyXTwwXxA734emzM92rXp19HlwAy3bL+bbifNHQK1iFF2+NPw3uKVjfja8tcHflebjY8GAruD2W3JxqHq172k6xWFse6eij+Di8zLBdBd8DODZI4B2ncClsQ6DR0PnrTVe4dAEUZ3DaWF4fD5xuB8ZJShCW5gU+vadxBpxpQMMpcXKEOFh/68ih3bOul3PAryCbNtzOHcuVogmANxRZyo1RjnqZNf0YfNy2qga+u30qSt8+28cN8frONz0nm+fX258PV81zC0RBmP/6c5zrF4C/8NT7fwf4RSHE3yQGKX46hHA/hPAPhBB/Bfh/eJLn9hc+crQvCf7pBZTpBWUO2+fGhSOuQL5M+NX7gUydsBjg3avuz66Ap1d/P9gA31kzOUiou5K6KzmuB04fnfMbuy9+wpi/FnjgXvPEJeB4dZPPI+Dv/9oxizfge51ArQNZWb5wdfpxMM+9P/4YF9YCONgowq2MixoeOvito3P+tT/8GvNJ/sKJ+vPg8jICvHBL/+4GvjluycPLpqxPj6umgnwA/C/Pp30IIb4bQvhDVzlGCOEvAn/xY349ee67fw34a1c57qfFj0P64VdO4I/uvdjR/0VuO68DHvhHn+CzvA78oAceOvZ4hG3X/NoPe977vEuyzwDHq3EsvwgPgb/7ECDwwxW8fEP6+fDeBtJ/1nC0szz/70P47/7v7/HO3qsQ2XuCF3nVVsDxheZB/bx5/ny46rb0NeBf2pVf/dshhMtV6DvXejVfALT98SyVfmv90fSMr/DJ+IcP4R8+/L28Wf/y4gfPRSn+/l3Hj6uXHmsowvWe+6qJJQb440T+tl8TQnxz9/mXVgHri8arm4O/wlf4yUBtrtecXDlrLoRgQwh/BvhvgV8VQvyr13olXxCyRPz+5Fb/Cl/h9zicurZsL+Dq29LH8e8Qwl8XQnyfqDZ/veGNLwDWxyz1L5uv6yt8hZ90/PDkevc3VzVuf/zpNyGEXxFC/IvE4vYvFRIRqPjKuH2Fr/B7Dfc+rtzjM+JlAjHiKVX5XxeXFKlP8BD45eu9nFeP3gSul+/zK3yFr3AdGD5vwuRzeJnP7enFjSUGFZ7+ufzsS4VRLrn9aqPdX+ErfIXPgMk1hydfti39madef/1jv/Ulg5SSrOTF2YRf4St8hR8btte8pXqZ+tXRU6/vXe9pf3wIIXDNtFFf4RXgRYSaX+EnGz9143qP9zKf2y9zhf4VQvh3r/WKXjGMC+w9TWnwFX7sEMQI9mUBwj7w7RlsHAgJ715vhsBLMdr9vKzo/Su8Gty89cXVlr5/rWf6PYJUQvlVROH3FG4ANwv4/q42Z1rArYME2zkOipRUW37nGtlwKj6+RnQEzOUXU/P7lHDXTzRuEgv2X4ZD4GffnH3Ctz4dXrYt/cVrPdPvERgX2J+JqK5xBbysA+7xxRRwfxGoiMv0H8uCVkD/tPGysB4cvYG9w5JJobj7vvncbB+XeJlx25/CSPCsIMQrQErk2r/Ps0wxP2l4E3hnBhfbOHF8nKt7MgGZXaP0FZ9CIEYIkQN/gDjRPp3U+4+u9Yq+AIzyjI+n/3sWL5tZv3Sh4pdgTnyoX1SR+NM4nENheNzzaweLHtIURpnAyozXp4aL+upcfC/DNIHlCx5sCkxy2Cvh6w18+AqtjuCJ5kUKvFnAI/XiwvIvM6yI7oaclxubLAUbfgyizEKIfxn434lM1zPivDYl0ph941qv6BUjSwTimjrtF72lGPPqgrwdz1Gz7N53vJqVxeVKsQD2Ssls5B/fXAHMJOgsIUsz8jTjrX3LJNUsVx9/zKuilLzw4VkgzYmCJlPLeHN97X1pyC4RgA93rzPgnT34Rgb/+MHn58e7xItWqDPiPb1I4vFVYAiQ7W78ZW2ZZzDLr9e4XbW29L8C/koI4QCod///JaIi1pcKxgUerK62agNemvCbEGekLwqv0phKdoP7uc/Kp95fZ01uTxzgEpBJ4OkU8XEBNoUQBGWW8LPvHPCtO3PeOKz4Zvb5zjsGxMcIS1ZEIZuFEmTXXIAseLavCJ60bQKsPORZwdfKj/zpZ0bGRzU0LdHAPT+RXV7TdeO1CdzZfyIr+SLMgFk5wsnrHU1XNW4/xUdZd/8L4M9e69V8Qdh8CsfSxzWQAPbTuEd/UUd5FXiVhtQBhYznSIj3rXi2Q5ZcbzGxJ7ZjQlS9Kog/owrmGYzzhDuzktmoZJQnWOeZVHHQflbkxGO/6JlZYnS2CIYkxEF32RafBU9f5wQ4FPGzgugGOCC2ZwZID3mS8s1b8bwjPioI9GmQAm9O4RvPWTexO+4khzvPXd/1uvMjRhX4JN7jxxnPOXBrnPPtmx8rZ/yZcNXntuHJvT8SQvw0MWL/RY3ra0OWCPY+xVUfArck3CI+hEuUwM0ZvHkTXitffUMU7BzdrwjTBA4mUSV+n/iwBc8O0IzYBnOeXdF9VoyBvRFYJ6h1wk0Zj+uJwiEuCLba0SlLZwOLQXHSfLZt8qWRKoDROGf/Y76TA6PxHmURz7PPSxTEr3DOS0hglse2q4DZGN48hMMsnqdWMC5SpllCRexPtz+DFR/x5BndnEn2nyO3DcAsgVEO0yoGxSBOYp9nmzr+mM8zCTdKiSDe04tuyQnorONRffUd1VVwVeP2d4F/fff6l4gU4L9J9MN9qWA93Bhf7bYnwGEFhxO4NYHXnnqCJTAZpdycJYjsyUO7zrnnaQMyJyplfRI+66rmcB4Hdh12q9IkCidfrh5Sdqu2/MXbnU+LOxLeHEORQZmlzMqEaQmVgBCiMPSmG1g3Pdo6sBalwfnPltx7SGzD6RgcgvGucZ833jdmFbdHHikFszze92dt06c3CCXRgHng5hh+6nbOjf2CROzu2cHRuua0dhhAiJ1v8IrIiYZqCtzK4lZwWqbIJD6ry1W3INKKHzWw7aMBSImT2ccZqE+CIE4CL7pcBbRekhDv/fnKx4SYntWbQDNcr3f3qhoK/+FTr/+qEOLXiWP//7rWq/kCkCWCcZ7xSXGpFDgoYDKC1kFawTjAQRsH1+0JdMqChYMRVAn4dXSaFp949E9GCbxdwft9HFx3RjDdT6k7y8tYvsd8tvSUKomddGCnh+ogS2AsovZDBkgZt0+ZhBfoIX8qpEDvIJGQSk+RlXRKMwSYZDDOYekTtPbcX3VoBDMZUyeed85fBR27QEUKJYFC7CYoYns5YD+DwXlOaoMJ0OsocPIievirogSmEmZFjABDjAxOq5yJsFzMwQUggd546ja2fyGvdo8ZcXsbBExTcGm8FylBkCLRzEQUhfa7e7lMqbncbaQAAm6OoG8/vYZmCsg8Cm0/3e8FUVc1GPv4Wud5bNfLqPeMaOzvTHO+ceN6t6WfyW0aQviVa72KLxBCCJKy5JPMjyXOtKMERhPYK1LGWYJ3CkXstGsLowymec5+YVhuA9o/MW6SOKN+ltyxAVj1sUOWwME+lEVOeMnmIeGz593VLkYoq91xApDn8PoY3BJIYb+EtQEcSMvnCqNuPIgBph5GZUFV5OgQB6YXkBcFU+PpvMBoR3COzseBaYkD5dOk4jTsgiYSlBSs+pgMlAmYh+h3SSVM/n/q3ixU13Tb7/o93dt/zexWV91uzzmJchIlEo5GRIXcaIigooLe2AQMEgQRjIJK7vQqaEQJaBREjd2FSVC8iKISLyKE0+Tsc3a/q3ZVrW7O+c2vedun8WK8X825Vq2qWrVrubf7gUmt9dW75ve87/s84xnjP/7jP7IMaxIpGYrcowbZgEcM8ssYuiN+2VSwdtBOYIyEYfsukIyij9A4zYPGsouGxnS0ozT/vnmNE7Kc59Yl6I5yFgpWFUQV6IP8Lqtg4eTnXgedhkZL39MT4HwNiwLeNvCdL8nxK4B1DsEL+fkY4mbIEtl4yJTMYxpfJGFlQN4oTpc5yv0CWvvNDZj/HeDv4tPNXH7ljc7o5zDuNQVfpOh2ZAuMQDOBLi1NrtEOjIfMwiJqagfJZnTDSJiFMCsFJsnm+ypc0Lush0aDdZq1gU24DQHiPEfFV6NsmAD3V7IoRw83W/Gq3j4xaBO4maDSktoPHr6KIrRBPNwMuL+Ebz1Y8KDJ+P6HV/x4B+eN4bzJyCbNxTKjzA3XnSbXcK6lD+bE53PeNGKg052/g3hJNngxoohXesSDmhLKMuNBNuFpWKYN+0t532P6ct64Ae6bmb81QW9g0cifCdCNI7ZwaA3JWbK65C2XM42Gn17v2fVfjIHVzEZlkPusHVzOvfIUsGkHBg9GifEzSaCV83PDdRdoezh4WedOw1mZ49LA97dffHBYbudnkOuzDFa9rHk/P/PKwHnhqLMJnWA7G7ej990BKiQWmaOwP2vq5rPn+DrjvwN+D/i3+f93a80vHCklFvnnP8S7FIgUoVNgJ0/aejYHyf4UGk6qnDJTDD6Sa0uRedpRFlLkqwG0BsFQDkh4OGlFmgLj/Pl5KV7I04MslsTPnspfAavasB0Cm7knaFmAqwGlsVaRpUjjIr1WDCRuvkK9ZzHf31kJj9Y1q6rkfFXy7YdLBtPz7lnD/XXJR9cDJ3XOwil+0I8oDaUV3C18wcOtgAsNl3GmPygJ9boAq7rgVx8eePbxiwZwUULlNFtyYhzZJygsTJOEaobXL+i3wKKSA2IfxCB7Bac1lIXDOYMi8KApOGlyLkpLchmoXg7QfvaeeTXdvEAiBKdBGzmc+girQkLUcZIJ1wbsbJjtBLsJKhsIVuFVYoiQWzhrHCeLkuf74RNj9VlDIWtw4DZs3+2FI5hrsFGuWVh4sCw5XTjqamK/lXvJEG+xRbxlrUHrNy+V8LrG7deA30gp/dJXikwh8dPD5y9Sg5zkmYGimBcIiirPyPKRcQ4vjNFYkyAreSvP+Wh7zbNRrH+BvMCcFz2w1xmnQG7gvIZ+gJiDI9GGREygnADj3fQi2P2zLo0ETCHgMvEsQiW/tx2Ea7YuFMloUhhRSnGvTGgHu6ufDVvsgF+t4f6JIXcWP4483iraYWSaJlCKReEIyjMlxfWQ2A2Bx1s5+R1f7KWe5fDeGoYnMsdHa6hyuJmgsIY/+Paa9/cbdjvxXE4bWFU5PgR0isQw0k9ysJQ19PMhcrfA/7OGQb7z/R2cWchzMTbezodimZGA0SeC0jhnGTEc2ok0JTIt6y5F2H9GAjEiRqKboA1zUqCUe1yWms5HlMmoXWR65umQtdh1sh7XZSKvFEyJXkOcJi4PPSHI8/08KCUxwzZ37vd8BYOCbg9FlPlpBavSUJQ1YdqSDJyb2eufjXGhoS4cCkX7hkt+Xte4/RXgH0CypL/UwxnFeyvDKdKc9lWjYM6S5ZA8RA1Vo6lMYplpijIRlWKcJorFggfrEmsUX1/d0E4R38IhSui6+5Lu2yMkTd9GMLkkNXoUZVmSaUtZ9aggxrmLdzp5I96K5cuHwhHoR8mOLgvZNCmTLGbmHMEr0jCChoUz1Jkmi47rq+5LNQ0+jhpQFvZj4ASFsZYfX7b88LJnM8CzbcuizrBGsbKKs2XB823OR1ct2w7snAEcw2cbmsLBMHssHsDBslQkZxlD4PG2Z6FhsRCOnU9wGAMXKEpn6UOPD1A6WGeCF41Rspr7z9mERr6KgBiIzs98QQ9pgI8zMMPIoqzRKrAfI4wDTzvF6AM6TqxqWTvbvazFV4VKI/Ke1+EOh8yCseBRZBaSTlRWUWgoo8AlLorRXNUVtU1spw43wEctuL6n67/4kFwCFyWETgycA7yXEDzNoXjjJQmnbMFbjaKa72ldaYYp8p1ncg8PG1hVBYvC8mj9C8DcgD8D/A2l1A/gxWRdSumff6Mz+v94KKVQUaF50Xt72ZPrga6F06UQOy+HidxmmBh5OsGZSyyWNd++yFksakwY+PjklD9U9Gz2Bz7cJ9r9lzM0FbKQN6Nk2GyCVa1ZmZx1k9MOkbeW8KwTcNpP4lWGIGHECqFWxOmLvYuXv9coMfbeg60UX28UqlrzzQvDb71/TT8FFoWEddvOY+zPjvHtgO0W9hk8WE2cV5ZuDOgEYw9Xbc+9dsK4nKKwBDT364wmF4pDaWDTQXm4ze7eHQ7JyF3OHk1mII3w0ZBwxcQUc3Y9POsli1gauS6NicxoFqVFpYSzcoA870AZyLQkO+7GbIoXC8IDt3SH47waI6B6ncOphSbPee+sZLOPTEQGNJtuop0GCJF9B203H6rcrstXJYuUkox2yMAf4IMDZCZQ5lBXHpcSLodFB6vlbDRbuOpGlquMXINz4llOGsKMiRXz/F9+tjm3e+VCc5tAS/KMJySjrhWc1IaHq5LNmIgDFDl846LhR8+2hPk7TnJYFAWF0/S/oNZ+fwl5b99Beifc/fmlGiklfvfJjme8aMyOhczuzk+mIPbiITTWsS5yojPsD4KhPFjmnDYVdW75uE10fcuuC6yLxMIIyffLcKTuLqbcwcN1RpFlRKVJQFkVVLkGI7iTtYJBHefd1LKBvqx6Rpx/GiW0lrPCYcsFF02GsY6QNGMMHDwkPwkQPfqvRHcZE+QFoCIfb3uMUZwtDU0DRln6oHm4cEzJsGkHPtpHrLMYM2dLjXhVCz7NzzIICXgYIc/g/plsrA9v4ONryHXgvaVlUYjBKgy8szJcrAqG0XPVDtRFzklpyRGvzWgxDPGl/WeZqzvu3tv832P47DU8OoN7J3CxqjirHT4q3jlf8nBVkmKgNJHGGYrM0rXwfITrXozmxKvpGZo5s2yFctEGuJrgsofDAMOYuDrArpNKgXfXhoe1ZCyfHzz90NOUBU0O41xselxLx9DzOBbIHjna9W0nYWU9X9uP4hHGo3EsIDeKLiaWLlA2GU2ueHwzcJjg5EjY1kAY+fhmYNO+WdmA1/Xc/iHg0Z1O8196KKVOEQLwH0e0AP9sSum/esV1/y7wb/EinPPrKaUf/qzffXcMU0ATP8WVOv7ZIulya4TwW1UzjlHkPDytGPodV6W86B8+O3BRJVZLzWlu+E2v+cnVnmGErBCNsgcKPnjNA6lCCJ1Kycn3weVIlsG6zlEpY3/o+HgbmQI8WELSjsvDhB9m46wFg/lZdMKGCIuqorCaISSUH+l8Tm0LMiOgunZQ5Tn9MLDpPvtk/CIKTIlgYG+fV7x1UvN4F/BTyxgMCxc4qQq+fV4ILtW37CaFnlpCkhBx00roc1YL8N72LxZl98gGLZJsuN0OXCmGP1novaLJNMtcU5YRUxSUKnKYInvtmZJmionCRfLZM05BvDeXg+tvN/mxociR2HzMsIMYhIAYl3sVvLuuWZQ5rdcQEt+qC3xAoCirAAAgAElEQVRI/M6+k3WpNLWNRAuHSUD7DHj6Ge9zRObVR9gn+Xs8zsVKMmS3l3nXGQxePDSj4dDB00Mkxp6PN3KAOwtJy/28vGRbZH16hGfQzHMbEMNuNOjjYWvkwEjG0LYjH3vNqshIAbppovNQltIQ5sk1NEXPb9zXZPbNNjd5XeP2WwjJ+6toov5HyPO/D/xh4K8ppX4zpfS3X3HtX04p/bNf4bs+c4w+0uSOBa8mg4zAswnOkmSeynkHO53op8g+Gvox8tM9uGnPd58ofr1e8t5JybfOc37weI8fZTGmXBIPr5s29Qhmcl7NUjGjnISZ8XSTYjdELm+g1/D1BSwWBVmaaFvY9uKtVE5e1AEJcSOy+Dy3+JxFFvCxmNtoeLQwrAvNVRdo+5GN0VzokcNJwf1lxUeHCYwid4Y8EywyzNlIkFP4aMwUnw9Inzs4rRSPThu+cVbw8T6wJ0PrA1FbThaOMSV+9GTLdog8rBUb71gWkckbbDZwsxNax7b/bE81NxJGByVh02kNeW7IcsezfctVH2ksBN/zNEGTGS4qR2ENz246rvaRNkj4P3jopxkof8V3HZ/lYg7VtojnnyuI82HZR40eJ5oy42vrjNPa8t0nE09u9migzCzbPtJ18jxLAy5BFj+9hM4Qr7OPsEm3OPHxnXsPu14ijMzIuuoIdFG83ryQOe9G4XMq5EAdJvldDnmuRw8jcKsmArJPpuM9O1BBiLwnOfQKTkvIModCE6eRwjrury3ffbxlHGdS8Zw6dcCDJuP+6uenxHt3/HXgf1VK/SU+jbn9Z1/0j5VSNfCPA39nSmkP/F9Kqf8J+OeAf+PLTfmrDaMSN4P/XM+mQ3CIaGEbIBth0w9Ue8s4E6S0hkwlcpNwaWK7j2yHwCK/ZYN/vIEb//niiMeRIdcpJan8kxIOBvYD+BRp+446Mywq2O/ge1fwDh2DBzWn3t3MhD8p4PGl6HHa+XfvkAVazX8/yG2wAB6s4bQq2HlFN050ITC0gZMicloYpiZj4TJW1qOdIastl6Nid3kLPt01Zi8/27tSTSdI9tAreLabWOaGusq511imqcbZQJ7ltBPcdJGYPHufU+iRQRvOG0Xhcvpp4P1r+d7PokpMSOj+oIHVwjGOgUVd8Y2zih8+7ukHmHpJKFgNiyLj/mlNiAnrHD6NDK2EfWlOXoSXvq/k1vAMQDY/8xwxTCqXje4sjOMIUTMFw71V4sObie0QafISZyKVyxnDyNWiZ9qJYb7i08RhM99fSLflYXF+zma+ftPDwxJsA3EQj+28MLx97jgsAiEpMh15duPp5/tIXtbJMP+uhhdrTo+0lBox8DvmQvwM6kKihusWdA7jpFg1jiY3HEKGdiPGWE4WFR9e7WlHkTkyBtpoyI2iKn4xYpV/DMHX/vhLnyfgC40boioSUkrfvfPZbyIZ2FeNP6GUukK0E/9CSuk/fs15fuHofSK3+ediYcfFmWYXvrJw6Ee2VrFyindOLEYF0A5lM66HyPefd3x4eSAmwYI2B0kMzJzNzxxHcDZHOELew9OteGGntZAgN23itIys6pplued6EOPXx0TrJdRSo4QfZSYh5pBuSZJ3ezB64O1Cwp5DkLltPYQ4YV2FVYlMa6yLXPY9P90MZEVBXfQMwdC1A4feM4bX7zNgEaMWEG8kA673iTFuWRfwdmFpAzSFoypy3mos2mmqdxcopen6ju88llDnEDIyM9HkA4u5NOzlcSTwEsAWUOaG06Jkbz1VlrFqSi7WS+r8mRB4cwmltE5Yrbi/dBz6jDj2KBfYXsMuztSLl75rnO9LI5t+SCJj75IkAJoJyhXUZUEfEskHutDzeJNx/kjz1irjvbXDWIVBcbnreb7p2bViUD+LqDwhh1kfZE4XGlalHIbGC8Z21hhWmebJZqKLYJylznIO44hKCaMUQXsp3GfGFrkNSV9O1twNxe/inDGB8pIBjwEOIyxsYvITymneaSw3h4BSYOMEVjh3UcHQwZOblie7lmmayLI3Z+C+0LgppRTwLwDvp5R+Vl5qw6ejwBvEcXh5/LfAX0Q8xD8K/A9KqU1K6b9+xdz+FPCnAN59993XmkiVGe6VkWxegC9n9Y9sdT9zjOpKWPnTBMspMlrFGCPr3LGoSpalkEx7m8hdhrUTN62EMAW3hu0uDnY87eOdzzywj7fhzXUrhi4pMHPsuCwU99YVqzpxr3YMCUY/cRgGHm8jKkoWdd/eZu3uYkITtzWdMdzqt4UeDlPiD9wvuHLwwXXLvh/pW8+mH/ijDxv6oWZ/6Hj/JrEbRob4+tmoHbdh6xRmT66D6yGwrg40TckwjDzdBe6vMlosNijWi4J1ofibP2jZ9wNWQ51F+ilKIXgJrr19h0fWfGQmPyOhqbUGl1v0GJhCIiPwYJXxrYucdgrEmAjaYE3GFGEfLE1ZkuUt03XAe8FCD/PmPwo+hjvvL0eMQolsds1tpnMKEIKnNBm5C/TekBmIWM7WBSZ5Np1n0088245MUSSJ2hHycMtpOxKJaySELAvh33lgG+FEwdlSHsCqtvzawxVJaZ4PV4yHwK4fKHOLJfF88EwmkumZmqPmUiggn8vRXt4bR6M3zvd5n5nmkiA52U9azRy4A2h74OtdQ1aXZE4TYsSrDBUHpjncn5Ca7R8+7/jgquObD96ccfvC9Tl3nf9tvlp1z55Py0UteQWGl1L63ZTSRymlkFL6G4iO3D/xGXP7iymlP5JS+iMXFxevNZEiszwfjZQRvfT/Mm55RZeDbAztoe9h6RQPmpzD6LlsI1NMPFjXfOMs56wpOVtVWB3wQV5wVYLLxFCueNGKG243w3FUzKoJSkLLYs65t4O4798+rzhbN7x7vuB81VAWTtIiCfpRs8zkum0PN92tbldils9GNnuNhFnHqoY9gkkVVhFjIDPQ5E4SGzGSEenGQNsPbDvPvcry9rLm7WXOg9esc068qOi7n0O9zMK293R9T4pz5tIZGgv7tuej65YfP2u5PIwkEhZNSIpD3/N4lH9/nMLR6By3RoVw3WoHZ1VBYyFpQ2Y1u6C47hJRZ+TGUOUZ51nivLHcaywZEWuUGEsrdZm7JM+qn+/nZYmrAdmo+/kny+DBQpIY2x4OPlGXFqtyQkjsu5EYBk6LREyJJ5c3fO/jax5f75i0YGT9zGGzvPg+I8LLa+8UuTvkf0zzBUopTquCWgeud4G1g/urmsJqtNUUmWIKUVRJCgmby4VIUB2hjM8bE7debIxS2nWvcZwtxTHY9fCsTVzuR266QAwJ6yxfO8u4d+IY421Yq4HCKKqvKET68njdsPRvIaHl7/2M3/NdwCqlvp1S+t782R8CXpVMeHl8lcqiV47aeBK3huzuiXQcOYCWkhKXw7ouidoQx8hJYfj2eY1zljZBu+/ZdiM+BK5bqC08XMJ2gCsvAPNdTOplADwH7ufQGQktLkrFIUAKiad7efFBOda54ZBZci+p86u253rvGbz8OzcfVXkOWQnDtZzAitvQaYMQLE8cPJ+EuFtYEfDcD4HdkHA6YQoog+LpfuL57z/l/ZuOmAInVcl5ndFUGU+uhtcqxku8ZNwdPFoeExyavk8sykSRaWqnMCrRB9jtDoSkiAFqq/EoQhjxSbyEOoeHFZj2NnxSzF7FEt46zdkPA08PI0aLNOZZZTgrHdMg5j1zmoTmqtdMh4l1GzgpDU4lYlSyRmaP+li/OxPsXxh3idQnlYDrSgmmN3hoikAKiaLIKVJiO0R+5/HAvV1EWcWT3cBHu440SG2vn9H7LMm9JW7B/f28Vld31qxCwsLeAwZ208Tfev8SpYRuMUXQSrGqC9YpUrYZbT/wdNux6+GikZ+Pr2SNfJHYwxEHLJFDCQ2HaSL2kpk1BmyhuFg6zhvHsz6xziPbg0L7SVRoZpJ0UzkWVY61b9a6va5x+9+B/0Up9Z8jfRM+cTpeJ6GQUjoopf5H4M8ppf5FJFv6J4G/9+VrlVJ/Evg/kGf89yAE4n/zNef5hWMKiSKzn4Rsx8zhy2OPpPxrCydOsc40o59QRrHKHV5ptvueYRItWaUgsw5jJqKFycO+F77aMHz+YlkAdQPnpaZwloumYIwKPQ040xNMhk2JLmq6MfD4egA/0Y+eftZYWmYC6Ba5hDSFU3Ce2M3AWOB2cxwmMQyFndsczhyu5APaOPwwcnMAlylCiFz1A4dOSLwqBCYfCSFweYehnCPe093D4uWRzT+lg6zMqazieR9pp4ncZex7z/efwYNlRBMx2pCmCa1AG0MMiToryD1YB+eVw9PyuL31YOz8PB+cOv6ORzXff2povef5fmBMFh8ETHdMbA49jUtYl5OZiFKaZWY5qzO+s+tFrHKRoc1IvIFiknD0qJxy9NaOz7dCgPVTJ+un3d9mWC+3sCg7/kBtuf9gBTHw/mbg8hBZZIboPeOUWFg5DHdzhrREIoghvCj1NCKk62L+OWsEo71NeCl67+k7T2agLg19CPRT4KzJcTYxuMSPn3bUJTxagVKGQx++0LDdJbx7BObQA4RWDHpViIHLi5KmyMitpbIjkw98/8mOj1v5BRExgieF5sEip3SvC3S83nhd4/b3If0sXk4AvG5CAeBPz9c+Rd7Lv5xS+ttKqb8f+J9TSkdP/5+er8uBnwL/Xkrpv3jN7/jC4Yxi08dPJFng1cbtSGztI+ynxEftRKkltMEYxn5kGxMPjaWpMppMU1Gx6zw33cjTG6mDrMwXl7O42S+V6zTRR9AOVxTkUyQpw9m64r3TnB898fQhsLKawlqc9Zhc4YBnQyIhHtxmTAw7uYdVBmqCm3kiPRLuOmDVSNIkJUNTWFQQbwMFxipOmwwfEn3pOSsM0Vie32z5aP+i0zYg9IQa2egvA+EDstisE+M2jQGvNKdFxsPTRuCC3TX94AmNZV1laDzeKLQJdONIphWLDEavSVGR6VtdtiOg65lpCuNE8IqzRY5tNbvDnu008eMnA7tRocPAVe8ZguZXFhZnJZnxYJGxrAzei29WalELqR18/FwOkEwLTUj18Gw2QgVi+JYRgrn1oPq5WsSP8HTrOa8Sj84NuTaMPtAOgX4a6YYRHyWk64bbMF4hXtdRUHLLLZZ6XFcBWDrRRLuZFJvDAEpzVjouY6DtEjolVpmjzDMKqwkpobSibhQuGd45LXiy7b5QDWQJXDi4nm6VXbpRKC/1DDKeVhm19TwfPdftyMNVQTdFLi/3/PRq4PpGwuA8iZeaUDirGMKbVbR+XbHKf/CrflFK6Qr4x17x+f/JnXtKKf0zX/W7Pm8opVhmGgufqIPeHUfg/xh6hCjFxv048M5JxnvLnD4ZotGMQyCqjK+d5FxPMLSORVMyxon9mCQDFb64uPyQ4EeXUOeRr531bJRjChOF9gQPX7+/5J2TkpvDwOYwYbRou9UBtqVnShLGTVGY6b2RRdP6OVM6S18cZbSPiYwMoQgUFpQKtGMCYymNwjmoXMaicMSkuW6v2LQTF+sFU5bRT+On7itxC7S/PNydizQQjCJzopBpVeLUjtjMoAM4o3FOk+GotaW/3oOy5Dpx2SV8FB20/X5gM94mYY4h2hb48SWUxZ7TuqZxmtZkxHHkw11k67d8YwEXlaNSHqPtzJIfeWs9sOk9QwRjLFd9z6GXDGA7J4lQsJ/hBuATWfCEJAE2W2hOJMxTVzDMMkBND5Nv+fimJNPwwfUERFLwbEZJDmxG+T3HelGPKBMvGihb2MRb2seEHFQ98PvXsA8j9yopF2wKhzUGtCPGkWByHp6UnCxrFg6eHiYuN5FCw0WVs6oL3r+WYPO4N14lPR6YS/+QsNgCWS4ea6ahKQ0XywImj/WB0SdGH7i8ablqe1F0QaSWToxENs8Pnmf76RfmuaGUOgH+BPAWQgv5KymlN9Bo7ec/TpuSJofr4dP4V8ntZwFhXNtZxyxpTZ5n7NvIOHpyY7AorvrIVTvyfNuhE6wyCXZHXq876jG6ez6AfwpvnUn4e9UnJguPpokPrg98cNXzeHMgzzKaUuEpCH3HB3t4doCn3TxnjgXUc3g03eJux2zwUcMrJMnu9ePIk93IWycKVZcstoOA+MaQm8CzAxx60KblmycZ/n5B87Tnt+88wAHZFK+65wZhpZdmVrpoJ06cxWaG7z9r+W6K7PYdVVVwUuc0Fp7uA/fLxBA0USWSBqc0Rmn6tmPfJ5IX1Y5HHfz4zkmlE2g/ctNZzitLWViaacRYwCR6ZTkpDdsePro5QJwYguF7H2uqwnDoPKUe6UbPzVbA/dzOSsROPOGjbpkHTg00Floz42RBcM+3T2F6IqFbncGEZZg8u34ixkhhEls/4oMkQMYJ0FIvagohZQ9R8ClvRE7II15zw60HdwCut7DIhTzcTYFsWfBoJQZjUTrOFzmPzmpsnHi8G6idwrqMbd/z2x/2BB8p55Sz4tW1rCPwmFsDvCrl8PQIo2CKgTzzvL3QPHIF75yVDBE6H2h9JI63mWyd5H6V9mQ6IsSMNzdeV6zyN4C/hiQUfgL8o8CfV0r9Iyml//uNzujnMMoioy7EuN0dlhdDyA4pMq5LMRYhRKxKFFbhk1y785FFNxAmCZ32Y5oVCX+2cfDiKealyBtNE2xbzw+e7Hm82dFNnsxoLvcWpw0qc4Q08aSTULBEGOPuGBrxond6vOV6Tok5JKRIStP2Pc/3jgcN5JkjqMTzfc/NfqAfjp6EZodlnWvi4sXyAIeIauqZoX98ljkSnr99qvF95EfXUqozERgPB/YRShOxmaZ0lszBzRh4dtMxDZo4ihzn2wvNdafYtwGjHU6PDDnkPfQOmvmwqhHBg6Qdu3EiSwFrHefLNcM4cDMGbnqP0xajIr2HdaYJRvPh9YakNJlWHPqJ651ooFkjxqfIxUjtW4h37r0NolqMEkPUDQJO46X0634OVWUwKTD0A03lWNscP018vO3E+8xgkeb+CXNGWwd5n4cwqyAjHlOtJDuej/AM8YZXtVx7PUA+BZrCctaUEtomTdt73n9+w77zPNkOHA4TV/uBbQfreqZGzVnr0n16fxzf5bESokOSGOtMIoVugNHB5tCS2ZqH64x1VVCqgIuBsYs86W/pSVkEE4UWtO8i/egp8zeXVHhdz+3PA386pfTfHD9QSv1TwH+AgP6/VKPMDIv80+GT40VuTGCW1ylmkcQQuewjTWa4PkQikUpnhBS53g9c7Qb2YyD6Ly8tfooYpxvg3MPKQHBCDQlx5HqfuGlHtj1MYWTyIybL0ZPHKcFcpkkUKL5xIpJJ4ysmobmtA9x38GAF908Lxq7nxkfqvOX9K8W+G8mKuWfDtqOu4F5tuLeqUCGy8xN9EJztklu6wpFndjdR0wDFEqao6GcVXxeBoBlIHNoJKsfX1jlFVZEbS4vw2Xo10SfLeW2YlObxdsPHNyOLDFymOYmRTsN0kI13pGt0I7g0UqqCKQxcD4FaBzwJHTXLLMNmjmw0nBhDaSJ+13M5RHyI9AGeX4uXkQAbhI+1UnCaWR7OwqSbUb5zlUvt7c1WSrCKXCgkfZTnfFpCZS1bHwjDhHaOR5XmagCVPJ2XxMGqEXLr1bWURq0XYgSu9uJJLZkzxIi80NJBOtzWlCZgkYlq89XOU5iegGHbDfzNn3gWuaPMFft+5MPLlg9m3a9lIfSNMcLZXHFwNghAfuQPHmuGj++6Ql72aSHeZbud+2I0og+4HyYmH9n7yPUQef/qFot9iOCKI+L1Hnykm8Iru5L9rON1jduvIOTau+O/B/6TNziXn8tIKdGPQp94ebyK1VDl8N5piVWK3RRpB49NkXEc8drig+ejm8Szfc8QAklLNvLLFOEePUaFLNDLFpoCLmpFOyY+eDZx1U+fFCUHD48niAzUWk5wV0KYQ5pDEqOsjqvyzpgQjORIHWhyKIwmZDkuDlx1E7mJ3PRw4SJOK8oyY1Fr/uCDFWWR8dHllu8/27E73HKi1kgG9nq4rTs8jpG50Foltl7K0zILyigylUQkM6ZZfQVSnCBFHq0z/DgyJiitIoaJ1ntiFJLz0kdWC0mqXO1vD5SAlB/tJujjQFTClj8ouGlBmUBlO0wwnJWKs5MaFcWD2u/nBi13EkFHeSyrpJzravCEUbz55ayC0UfRX+sn8YSnJFy0wkgYe9XCth9QBoqVeLJXh8SuD2iTs8wHumEut1NSnQCCw6lsVkGZM6bdID0vLPL+qvxYuwrvb0RUoUqe3/1oww8u4V5paaeESlDUhtO64NCKYbtBcMTrHuJBDtNiDjUjYsDW3HpqTS5SXLtRjK0dRLPOGkPeyME+TJJ5bwcRwFzmhibTlFoOtTUyx+sZy8w1XCzsL0xm/HtIFvOuisc/Cfzgjc7m5zCmkHjeenb9q43ZXWC6QKSiTxspS+qu9wy9Z5sUTzYe7zz3Co1XBmLktM45dAOH9Ppy1HCL2xwN3LoQoPWyTWxH2O5kEV4EeHgip+RhL4aurmRxhTjXIU7ANdxbC6bxqrHpRKW2rKU9odGOdR7pJ83CWWLweB+5PHhKcyBMUJYFgw/0u5bn7cQwycI84ifOyMY/19Kx6+4wiLHZxsj+IGFXP4qReKvOMcqw94kxBH561bPZ9ZgkNIEpRnyyZE7xk8uJQiveWho+vgk86yEZLzLg3W39agac1FIwfjUmVgYendTsuwMfPhell4OHfbtnCiWnTc/TvXAfs1J0yVISCajCSFbvEIWfx2wgh1aMTm0lJLPA1TAnoZRs/nyEd9ZwvxZv7OBhHGE/BW66iZg8TeH49Vrxe88VP9r3/LSTgyBXfNKkR1kpBVzOa2Q3J6kikkAKCM5mkLrOBDxv4SfXs5d1z5M7jY8KHzUxRB5veq7mtb5AsLwNct9tK1nb4yE1cFvhUmjRmuvmz1QSaamBgEMSH1Wm0S5HK81hSpyWCq0i0UhDoLMFnC0VeZF4vAelNPtRofUvxrj9q8BfVUr9GQRz+xrwbQR7+6UazihOSiuY0yvGsSTJA2sF6xKe3BzIrGJKmoGJ55vETS8nzuQ923HiMAZOFiVlacn7A+X+y3dKWiIuelXKIusmqY4ICI50r4G60Ay7iNHSXvC0chzCxPOb2yyXs3ICbz+jqNUhUkBVprhX5eSF5dluwhjFIY4kL17HFOCqjWw9HOKAsYYUFc+uW6YEywrGrRjVXZDwJAvguhc9tw1gu7mTegNhL2q2ZzGwqDIWKSfrR3nuYeKj3YEhaZa5JbOOs0VBU2Xo6468qDhxictuz80WNjv5Ln/n3u5p2WCFjVwsC95dFFS55fe7ntwG6XIf4aTOybTnO097+qHFaccfflDx4c6zOYwSQntwhciFGy1G534liYNDOiYuBBJwzLzITJIKSkv5XF1lXFSGyQeuh8AwBn5yueXdszX3VxkfPh/50ZOeJ93tPeQZwgWb1T2MFQ9tRDhlpZWEUEyCxW3mbPjpJIKT+4OsvyVifJyGVZ2R4sj3n/Y83ogXeJS0t2bu0JXkfqfdbdlcMfPsIlJtMXKLvRkrh8hlL9+TZVA6S2k8q7rk4TJjjPB8P7CZZJ07BU/ahBc0ggergnfW2Rs3bq/12+YyqG8CfwFpxvwfAt+aP/+lGkopLpYF63X2qbIHhRR4HzdKn+QETMCmn4gxsSoy6kxRWVgVhsxm3IwTH+0j7aHjrFTcX9pP1Zp93nDI6VhpWC7ECzJq9ojyW325fZTelhGpNzUWola0vXgV90oJIzY9XG0+u3fDNSIWqVSGzjO2Q+Dq0NP1AaJGW8O6gvNcNus0gImBt5c5y3zOHAc4acTAHpn7XS8JmJefaz3//8zCN04071zIPQagdI57JwVvnS05W1QsCosxFpU0pdWscsNZYznLYVXkVDZxGCeRCMrFePSDZGHfBk5nl3lziGx6yLQlGcO+n2inIGVGGRSZoTIKZ3NcClhtOVnVnC5rQpi4vBbydaZk3vcraX0XIuAsJ40Yus0gXnWYF1Cew/21/Lt+kGfV9SODT5wuGh4sS6qiwCjFpg/ctJGn+4HtcEdCqBFjNExSHdEhSr79KGHhWydC2j6MIk5puK1jHYJI2x9GWcdHqfOqcry7znF5RYqecZwPTAd1PbMCajhfwr3lLFPOHMWE29JEnW45i+c5nDeShAgTLFewrhRbn2iDJncGpRz3lxknpf1EFZlMDOGkJEp5tKq5v66osl8QFWSmffyXb/Tbf0FjPwRCN36q2YfiRdHDLSJUuCgs97IKoxKKRG4smTkQlOykPMli1k5xM0Lbh8+tSip50dtIzAKLUTyFdQULl+GTUAScAj9IaLIfxdBVCI1jN3j2QagHuZXP98CTz0nYhvm+ChPJUHRxYN9FcgelM6zKgvpM87yLPL7aCW2kzMiLjApFaaTW8mYvG/DInRu9hHQvU0EKZilsxKiuHOxK2aDJaMo8x5mRZ16RETm0nqhhXdRUy4YQFT+48nTThFaGdmq56eV5DJMYuUcrwMD1YQ6bBvhRB/VyTx4HorakNOObEfoQyFxJjkc7x9fWNcs6Z9d2XHaJzRz6Lefn/TRJYunmAKH1fOtUeoM+vpnLrqxkGKO75cCFJOFy0hC2PU8PA2+tan71IuOyz6kzQ2E9TWH45pm82/0oXLlpEtyr4A7mZyVTW+WGbQg8m5/vCjidjV1ElHaLDE6GuaO8A5MS2yGRu4lFbqnLiV0n3r0bYW/Ei6otZCSClme1UmJsP9jJez5bwLATg9sPsNfi0RorzV+aPMdOAUfCKsVppWjKgvfOF/zuR5eg4UEGeuHop4mmqFnUOZ3XdHOFxpsan/urlFL/G58PHaWU0j/85qbz8xlKK6Jz9C/xsV9uT3E8CRtrOF3lTNPED5+23BxafBQXfOsjxhmWZSD6yKbfs59e7RKXyAKZS/E+EZI8Ms79/H0+Qm4160LhRsW6ifitnHYhipjlui6ISqFiIDOJ/WHiugUBidUAACAASURBVJMQcODTKgUvzyPXcBgCl/uWwxRoE+ikKLKMdV2QO3i63zKNQkZ9qy4xGurc8vZpQzftue6Fee8Q7/KkgaevoA9o4OMEyx3cayI+yUmvTE5BZN9POCMKwD++annWzSIAw8i5gbNK8eGNZ4yKXAXGIBiWjxJGNcCqzFhWOcus5yqb+NEzoUisr2HpJpbVLBFuxXh0OZyaSJo7HsS5atRPkWUmxrhLc1+JDpo4S/sgai2PdxJ2xvn+jJ0bLkfxdMdBjNtJIYrAbQvaJdISki6oy8jbJzULp/jh5cT9sxVf0xO/9ZOW6yDSSXvkdxSIUWuc8O2yKfCglOzkzbymSJLxHP3c7wEoBigreNTA6D0/fH5DmVtKa2WNIfQPPwl9Z+/nLPsNPBllnbx3InDD5W5OoJSC6+oZs77p5LrThagBt5sebRVrbbjuPIcxAiK6UGSig1jXFcMUGINFJ08IkdxEjHpdlPr1xhfZyc/y1N5Caj7frHTmz2mscsv9wrBieqED1tGD+uQ6BAD+4XVL1IbrQ8v7254U5n6LUWgDOgZiBG0cuYUnu/GVlf4Z8M6JlPQ83YlO/rFa4FjwbbV4VdZZGmvYxZGrPoIRo5YUqMyhlcK5nMYm8tyz7yauutsGzTm3NI2XhwUuD6DHiNE9cZbpfXDieO+0YjsmdvvAcBjYRzjLFWXh2I1zOLIu6YYRLqVKoVCyAU5rxbPLFxeoRjC5I2n4QQU/uhZvQmtNj4Ix0JhIphJNLoxQZ8FHRSSRtCVhGbsNHx78TJSWjbj3gk9dLEvOVxXny5LweMPumfiPHbDZwDRNnDeCYY4GFk5hTMYwebQBZxzXrWc/TeTW8d75hH8O10mwq7URusezUYxapgU3/ESyyoOtJDz2c6lbACov0IK1kjXVKjLEgNOGymkym7BWkyswGJST6w/tLR/sWEJ32ghZ+wZ4q9G8dR7RG1GhcXOol1WSANm0s9ZcB10SheEnB+mIs9CeVS1eWKHho60IJ1wBDHDBXD2QwXphKYuMVdUyRFmbmZPSs5EZTkEwTCb5+9gnvO/Js4z9IGvz8bbDR1gUmpQSXmmUHni88wR9w7vnFb/yMFAdGwa/gfG5xi2l9J/e/btS6gz4s8C/BPxl4M+9uan8/MZuSuiswL3ERnvZ25oQ7IsYuelHdkMgR3HeaLx2+LFn23sqa9A2MobIw0XGzWLk2YFPjVUOv3pvQWkTgT3tpRifowe3KMVLIstobGLbe/KUsJmIUa7KnDF6Hm8nhnzi4Ymlx7AbEru5E1QDnzTy+Cyu3QbxSh5lsLSC5dUFWOfopsBhCphZkuZyL+rFX7+nabLEfogME2hrWS4S3TRxuZOF3kbF1UuOfuKWROwyoUQEJZtnUTjeXuV45bjat+y7jjEa6jISNQwxcJgSK+/JLQRluTx4+gEu1tLXdYxwUlveWhWYOqeOkXe7jAdu5PEkz/VqFKN0uRWi64OVYdWUJBWpC8ujk5IQA5urjnaIRJ3okyQFSuaSKy/eSz/BagX3V+JG3ZsiXZLC9bfXOZl1XO33+M3cVnCE4lRRmoRWDqU0YfIoq7g8DNSZ5V5t+ej6wOPLlmc3wqk7Ho4GCTnfOTFcNCX7Yc92hMs+4mdvcgrwdMbevlFJMmqIcwXBKZzlDhUHxgFWWaDOS5oq0Y+BSc9qInfeUwAeLsDkmtpoVEw8bOAmyjsMcyWM5dZzHZL8wcZZqqmSErrr/UhZaMrMUWUji8zQVI4mRq51zpUfeLxt+cHTPbtu4GTxmjparzFet0JhCfzrwL8C/FXg704p/dLRQI4jV8KGfhkXe1V286yCusrRIXB/WfL1c0dKiU3vOcTAYYqMQ6B0lvOmonCK3BgaF7i6E/WeAG+fQF0ZiIlFqahdIsyCfRpY55BnhiFMPG0V/TCy95K1nbQFRnxI+BF2Cu6FSCAxDSOnK8lyHTp43L94L8eNsuS2wNwB9xrFW2drPrzecbPzBC/kJp0MIUVsmOtRHRBGMreiVoFD39J2I/veM7TCu+s6wMdP1SKeMzdJQYDnKcKydhQxkZSlcIb37i34zseeHz9rpSmyFi6VU4azQuGTZgoJ5Xvw4t0OkyQGLtZwf1EwWovuxY86XTV87eJAfJIwmWBzN34uSk9wjqLKDEoZrI7cdB6VEu0ETzc9XZRKCzsrbD5BwjQQ2sQKqHPF1/KCMe9JpuBr5yWuKLjZtTy/ES5X0PDePTirK4rMUmWa63Zktx8p7Eg7BM5rxeU+sB08H97Ak3BL+WB+dnUO56ua0sK6sZjBsyotXet5P9yWSTnEky2dVDi8tYRvPGiw1vLdJyPbIREtLFzPfkwCkSghCR+xWua1GCLUmWVVWC4nI16ah9XKUZmJuQxVMrtWeHt2/ukTNFbzcJVTFRZNZF05DmPBKs9YVjX9NEEf8QOMTurVjrW6b2p8EeZWIjSQfw2RPfpjn9HQ5Zdq7IbAYRq/UAFhPYOlwWvOLipWhaX3kcvrHaiM985L/OXIGBKlMWRWcTMGbApkdxyYHPjaObx3vkRrRzsOZHnNN++3bLrIB5e3BdCmDVyNoNNAXmQUKXCTAofe43upLGDW50opUTvNh1E29YMafjrcVlocKwW+UcB6KQboBzsxfAVQZDkLF1DG0jiPMoqqycjGwBQN05jxtBtFgmdIfDM3LHIjunD7jp/uvdQ5zpk5o8UYesSY/9ojxWmm+N7jiOql7vFkkaG1YTsEur7nqi9ZHUYyEk2m0cER40BUhqqw7L3i7cYRYqIjo/MjTwOUI6gl3F9ZaudEuskZqZMdPNZpsjxIkXkuHrid+0uMAa4PPc5mxBQ5jB2LzFHaSMohn6R/RtjKO7krNTQx90ElI2Ul06Rw1pHlGc4qnt/sef9GElPrHL61NoQiwyRRL+jHkU07UebQjYFDb9gOIypELhroNhJK34Uu+wmMdhS55WypuYiRbzxY8mzb8jvPbvVXJiANkjl/+0zKDK+HQGpH+oM0wznLoQ+JXCtOCsOYFJdmeiGRdgPcN9A4B0ZjvJpxRc15U7LrDc70gv8hCZ3TCmxmSDGgPPgk3awWTvF4O3HVjhhjqAtDnikyo3l8HUSK34sH+mj58+2h8CNkvf77wP8D3FdK3b97QUrpr7/RGf0chnOWJs+4z8hPebXkEQjjewww+JGTvCYvMg6bPdcjlJnH2pJ3V5rnB9mIWsGu7XjewvM7LowGloXi3ZOSmxGyQuOsJl+uSM83/PgyiVT0AaZcwPJkLO8sCwYcm6tLfhQkk7bphXt3USsWRY7NDaPf0UdYlBlVPVK2tw1gzhS8cw7LxYph7Hi2GxkRzCg3sIuW7rBl08Ojk8Q6M/9ve28e7FuW1XV+1h7O9Bvv785vzKFyqJEqCwqlFOiyC7EbFdEIQmlCWoW2oq1oJOwWmtY2bOjBVhvCxgAUNOwOSmgVUEFtRW1AhqYAi6K6iqIqyenNd/5NZ9p79x/73PduJlmVWfnue1mZ766IX9zfPb9zfuus/dtn7bXWXuu7KLViZ1rhgqdaRqVQlzOu7Be8bbNAq5TnE6Fv48o/X8QNgmIA55ewEPjiS5Z3P77NrYMZn7qxd7sNXVV7rFWEOjZ8WZYNz+4vOJi3Mc9JLLWrqBvHvixY6SesFz36Cto2mk/HluDRDC5vZWyuZKRFwSRTsdxHedrKcWsRlZnJO9j3EIEbPY79aYtNPZl4DhaOua1YK1I2EktlBBtqdjqT96RBURLRVgrt6RVCOupTt1A56RJ1Y1Pllpif9rFdx+aoxgWweFoi+OYzNyEvalYT8EoxzAxaOeal5/kXxRNWevDIek4vEVINaZZwcZSh3YKCO9UwaXdvNDEnMk8SQnDMqpraxG5TR1VU9EEJKOHwsGHnReU0Q6I1Z42in2mcaPrrBTdmsDNbsjdvUApGPo5n6Coycm3QIowTj7Vw86jCGo0Tg3MK71tEYFrWVPMl+/OK6SImTic6cFB6ilOM4r+ccjtGVf7AZ/g8AI+c3u3cewohcH6U8dB6j+AWZAeep/fjapnywhWzAo4ayJViGRSqdQRlGGeKRRNo65Igms1JQT+xHEyXHC0d+7MXppRYYJBpZq0QlDDs5bhlS9N6vAu3UXKrLhF0MIitzvIsJfUtt0zK4VHF1e4eswaskhjjEMc4N9yathwe1nFHU0el7LrvKoqYPzawKZsrNXIYKyBaFEPVsN9Eq25n1lB7oWw9N2ctB9OWqYNkAZ+45TjwR/QSRT9PqL0iMZYi9Qwax6KJD825TUGMZWNtSJEmiE5uZ7kfLGDmPJNEYuf6WclzNxXnN0xXrK1xyoEISxeYz1t6hw035o5PPjfl2VsxvlR047XaB9cGCu1YywIuuA65xdJ2xfu+jP0P0m6Luq4gy4Rhbpi3nqPasWgjhp2iYns0wHrPzrShbcLtnK7jtarofqdFG9joFzw2sSwbWFRtbM23Z/iYihmv0wA7hzBMllij8cawkhqu79Y8V0FagStgfeQ5nHvKLm51MpUmAy6OFb0sZV43LDCkIfDMtOHmTMWY8ImKmCVgq1jzWvRho98jMZabsyMWVXQtQ4BxL1C7iKF2HG8rut+pBG6WYBcLVvMek1GfSZqS7bfsTZcsqwabxDkUuhSY1ApFYtjo91jUnp3Zgp1pxcPrBdsDw2xqOSg1i7Lm5l6LDy1Hy6iYR934OfcZss5fJb3chsJDp8rt84AaF9gpA40LeEl5aCWQuZLnj+6Umpwk30BfeXriCcERQgshQso8O/VkypO1MEoVk0FCpuIE2lIxAXOHOGnEg2tbdJKQp8JBbTC+JctS+rpi5roWaT1YGRUUqeXW0tG2gaquXtA+btl2qQci7M1aytZR+rhql1Xc0fLEuNGFoeLRtYJ+v8+1W/u32//VCiQ4mpCgO9ijtm3YmZWkRjDimS7vwGq3Dlxo8XXNzdqxLKNlZ3UsL5rVMOgZTHC0GPqpYV47qrpBd3HF3Max1MYwzDXXZ46DpmGtrkhzy6RvmZc5qWkpbINNNKtF7HY/nU85aqAQWAkRVKDxcFCVXDlMqXWL855xkdA3Qr+ILpMQQUO1jjueaQppYhgVBqkdz80dy2XcUBEUVdvgQ6Cuwu0F6hgR91gBXBgZNoY5R4uW3VwzSBP6hWGQW2xagKloOlf9oI6tGa1OaH3Ai8V3mGYLujInFxWmqFhdcDJuOTSwOhxTB8E5KHRAaUXrWvo28ORlQ2+npanj97QugmUum+ie0w9sDDTVZsa8LjkoodfGGt7CBoYGhl3ay3HsznXzvq4DWlkGiSFLhUc2Mh5btQg11dUKTNzFzTIh0QnDPGHYS1CmYW+pSYwmSSyJsTRoGu/ABxKjyVA02RJzFNOf5rXDqNcA8uiNRFYLa4WlsJpBlrA1SuiZwFIqjg5fiGFVE83tq/OadLdia5iyM/McLUoWTnEhjdnvbeu4MW3IrCLPDL1hG3tITmPuj01A6RSsZZQbxFi2Bw1BpWz2YHd2i+kydlBfH6Z47yjbhJWeoq5BD3rMJ3NkL1ojRQIreUIv1SzquBGQEvG+rnXIrxYYGHCSoI0l0eCCopGoHJUCR4wTJlZIbGDewP60ZHvcI5VYYhaIFtL6EHpasV869hYxbuSCkKc5RW5wRzNcUCRaRTTcqqVMWuaLJbtxPYgWogPTtEyKGGzuJYIxlqAt3ns2RpbM9HE4ijRje1zQNp5GFIo4nt2GMlnXHPpoUXFhteXhrT69zHLloGKtV7BdLPBVhAuyxMRYZWEz0fR6GbVvUFKRFLEjfCux07yRwLJ5Ye3xMeJIAwwTYXt1wKzxtI1jKRV4qFtHvVxQ11GxOqIyrh2wLPFaEBx9fWKOtbA+SKjqlt2lJ7zo+V7pw5u3+7zpwpCbh9GV06IwGtphxsNrPT5xq+TWzi5P33Cx6L9L9q18w5W9OWvDHpMiY5iUsftYDxDFlaOG3aOYS3cyxzMQS73SxDLIhFGuyXSsfMiTjEIL+1WsMhnlUQkuaFjpB4yKPSkUAaMVa7kmNYpp1dB4x7lBTppI7AjmG2paJECuA0Feg/KrNxKJCEWWsjnKSIwGNEZpgvrt2co1cfJpD21TYXVgkgWU0pwfFjy0NaCXGrQ1ZImmbkF5x0oCj64ppiGa+JmB86sZmkAv0Ty2mnJhtc/Dkx6T0ZBzo4xeDmu9AsGwW3mmVYVWipVhGlEVcmHSi7hga31Ikx7DTCEEVoqMy+sFj6ykjLsHp+nu3SrBKGFaesY9G6sdiA962Tg0sDnOSHWMw1ltcATaEB+0jAjfUyQpiU2ZlS2LqkZM18m98RiJlQ6JNWwOLEViQRSN81yft7dhbmbEfq6VF7Q2XFjNeGJ7xMYgwfqGxGgujHOyLCUEjeiEvtXUPlqptx9AiRUBKwPNhZUeWysDLq2PeHRrQtUKmsDWSo+HJ5qNla4tn+t6yc6gbGusUhRWuDhJefvmgMurAzSeReUwSqFNlwLS0ZQ74J+Nb9kcF4z7BcYaFq3ioIEbs5qbC3cbACEjKolhpjFWMyvjLnvWF8ZEhZtZaBoPIXbbKk8EgNeAzV5Ci2FtUNDPM4y19PMIiT4qMlYnY9661acVxUJ1oKUVHDawv3AE0QTfcjBfMsxi+dayAu89AxNdVGVe6LEkwOoIRpll0C8YZCkHpWNvWrO3aLg1r9lpotIeJTHfb3fp2ZsuKL0wzhTWZgwyTeU0RguFVZgAKniWNVzdKyMwA91mj9aMi9emKfMbi0LLYR0IIXDtYMFsWeKqO4i4xzQCzq3A5dU+xmZYpVhqS2Ibxn1NcJ6jsmWYGrZ6hoXTVPWAI2kIOHa76IlrIEtzvA/UoYvXOU8VhMwKSmmUtlShJdSCbxpUmpKqWKjstaUNGklazg8gyXJa13JYahofaETY6Fsyk3PjVsXz8xgUfnxb8Tsuj9DWkhrNIM3IuzQKBVTOIUpB0+IF+rlikGtSG1M0ekl0lQsD2hjWC6jFsp1obu5WhBBTKfbLhsY5jINBmqISw7CXkllNIuGFDUUcTHKNC0LtBLTBGsXBsmU2q1hUEUvuaOlJ0havUqxRcUc6iw2HUxPdy16S8abtIefHOePCsqgbqtZRBUHbDJv16MsMqzy6i0F6FSsU5i1kiULqhCJRzKuGw6WnbjyLZYvVsN0HPbuTiwhRYW30MoosxYca5xVWBQ6rFhUUV3oJvbxFumqRaQlt6Vi4mN6y1ktQTc1mP+4SGgNXD1sUMcH42HM4rmJZ4jlcLLl2uCAQmBQWpRRWC60HQ8OndhY8d6vh6a5EKqmhUrC1mvDEasLOUrg5q7h6GGHvix4k2tLSYAhM2xd6LDmwMe5zYW3MW86PMVpx9XBBarpfMfhYNC8RSXdvL8aY14qaWzv7YBKGiSezFqscz+8tmZc1Nw/n7Jc1OS1XjgLOxUUjD5BSnSpQJTygyu36tME7zyAV9lqFNgmZLV8Q65gA5ydwcbXPuXGOVwabJvTDEiWa/VnN83XL0aKi7RX0c0uSBs6PEhJraZbz2/BJ60O4vJLhRYH3XDmsWLYBi2PWRXgLFVjJMrRRiBK0CuyXLSu5kOaW4HrcmtYMC00ImmE/Y7WvubEfsf4VwrWpY9+d6GKf5lwcJcy8Rkug7UA0u4ZZjBONTlIwCcY2BK9QScLmIGFRpZxbK6nrliTNKBJLqxN6WlPkimULy8MFCxf7ViqjsFYTjGKQZEyGKX2rWe2nKJrbmfxZSuy56qGtGg6mCy5MehTG8/StivVCKPKEfhKvaRoHwaNEYVXc+SxMrAJIEsPjGz16vYJp6VHKsT4qGBUNV4PjTRs5rlbMFgdc340P7Vra1c9mirY1HJUlLihm8wXX9mMVwTEO2/Yko5eW7O3eaU/45vOG9zyySZ5o9mceLcKiAaMsg0zzpu015u0hV24d8hu7MS3j2qybB72o3Gd1YNDFBA+qGHOSEGODx3NQgLUB9LOEyiumi9hAJk80RaqZlg7vPTdmjkXZctQBVmpiJ7VJChC4Mo2WpHNxM8UDkwDLuuZoGWNtLwZY6OXwzgsrPH5+hce3xjy7N49WfJoyTBT9LKPoUsQPl7GLUwCevg4H9YKhXbDSL9i2jucOW6aLmuuzmt0KTNtgWtibRne429zlsDrlJDceUOW21bdsTXr0TGC3nPPQao9zg5T5xw55roloCZsjuDBK2B73GA8S5k1AuQalNFbDUdmgUQx7BSjFYdmQuxgsXRsarswOsMRcuSe3e/R7OUbBsmpZthVtU9N6YbFsSLKE1bQgtzFVoEgCtWs5KgObI4sxhu1VhbMpqW/QWc4jKwmL2rPSzyhahwugaNgYxDihNtF9ujIP5LmibT2JGC6NUm4eVqz24clzK2yNClKj2R7lzCrH0Cry1DIZ5OwczLhStvSkZZQVsR+nNayYlnkuOB9D9pm1THJNr8gY54qlE9b6GSuFBdEvQDxWDawPMpo2cFg2XJ068rwlM5Z+4bCZYmOY410EAL16WNNPQWuhdTFJuU7iLnBuLcN+wTBPaV2JUcIw1VRGESYebRMOZwt+6tcOIjCBgV6uqH3gyu6CXFqMBFYzhfEJEmoOq1hO5hXMq5IiiQm5LfAF2/Blbz7HZNJnZ7pk2QZ6VihSw3gQlXmSaC6s9Xnq+YT2126BiTIf1TH5WESoHSQmIbMNvopBfUeELcqBDSAbwxNrls3NFR7fyLFWU84r9p2PBfoh1mKu9w3q4pBPPLPD07vRvZwv4gaWaRpmy4ZMIvjC6hAOO6DLxbSDc9IRsumkannHBcvKMGfcy7g5a6lbz2qRMsgUm6OcabnBM/vPcriE6wd3rPIZUO+B68M4WXBrprm8ouknESzB265tYQnXw53k8gYwrqVxgcSc3qbCA6ncRFs2Bzmqbbi4Enh4PafQwq15w2BvQdMV9HkxTPoWlEFJS4mhrEoaDxuDnEfXC1INzxyUGNEkKrBbK7YGwk4VqImB6oe3V0i0cLhsKaxmmKcsXaBeVKyNch7Pe+wtapY1lHVLyKDXBjA67lwqz7Wpw1cVBy5woQjkiWHmHP2eIQ8Z4huaAJc3BjyypegnQkhyMh0YGmF9UgBCps+zubYkt4rtlZzLmyO+eJjz6Wt7/MLTBwwKyyBLcK3nKZvS+oqDRYsyDUZrhuL5xBFUtaafRivi4dWCN20PWThYLiqWDQzzhNoHBkX6ghSbysdAdZII6z3DjYVDCeRGMeklTArFJFNxB7gVFq2iRZHbFJMucXV0qze0sDXJODfMaMWyUngOy5Z5XRFCtCZzq5jjY5E+XSZ9GnsJXF94fOmoRNgcpGTSYhIYhoiEuzOP7tKFgfDQRmDZwuPbq7zj8oSy8dStZ5AatBZGRcr5cR+rVYwTJorNYcGtSvj4tV32jhy5jjE2HTzjXJMoCEE4t5qi6pJP3YwKdJjBkxNY31jnsbWUrdURG8MMpRTTecnuomFoFVpbkEBqNI/2C7ZHT0Gn3K60MJ7FpOksg8pGXDitYKBj5YQqY23u5iAmLf9mp90uCTx+fhMRHcMo3pFbzeogxbmYPvKuS6scLSp+9ek9PjK/EyTUxJaHRRpL3oY24CXBqpZ52cbNiySWpJ2EoXfAfuU5ZSDeB1O5Wa0oUsOF1T6TYY4isKwd77g0YXNcsFyWPHWwoHaBZR3YHguJUtSNoxTYGBhGecp4WKAQ1BGUbYMLMMw1a7lhs1BsJJ5HJpbVYYZIxzezjPsprWvZR7i0kuFC4KgV+qplMkxJRbh2uOD5/YoruzNEWw4Oj7i6aBkkhoMq5easoW1bQHNuoEmtRUQ4LA1bo5zHNvu0LnBUOfLUkCYRRvaRzRGPn5+QW8WyDSRac1h65rVHglBXDUdlgzWaTLUR4skIZV0yaw229riqYXOQ8+Rmn5nXrBQpTdCUVUOSpgx6inntEALvurzKu5+7yc9diWO/XkAvtRSJYpgovKlJdWy6POwpEi08e9hyOCsRJUz6iu1+Qq56zJYLrtqaPBU2xgNGieHarGK1J+RdbhtE67msG2ZlS+lBZZAtY+A81SleV9R1SxuiJbU3LTkooxJsfHz4B1msMHhia4VLk4T9JuHt2z1CEJwLrA4sqTGIKKxWHCxqxpkmM7EEaTLIeXKrz9W9kqR3xH4Z4YVmy5pEKVoTWJQe50q0j6k0DbFH6iNbE0bjjFEv49w4xVqLUUKeGvSyZn2UMigK2rbFI+TWsD5ZgafuOJgVEZ1kouBiBnMdKyuaHPancKXp+o5WcHELfutqVE5vuQgXVvuMexatFalWOC/k1rFf1zStRyWGh9ZG3Jo5nr2yw56/s4GCwGwKaQ5v20x4eJLyqT0ofWC3jnBMkwQuhbizf1wmuOzK404T0u2BVG6p1RSpYUFgnCTcPFywdMIjm0M2x31c09C7MWXeCptDy7IJ3Jp2lkuRsD931E64eVhixTNKA5UO3Jq1DLUhyxKGozEPb814dGuIVilBFL1M4xGMUqwOchLbYnSsLRQC/SLl3LggTxTTqkWrmoMSUlOxW8PRrMVnLQ9NegTnWFYtu1VgZZCz1Uu4fujYHsGbzw0Z9TIUMChr9qYlz+60rA9z+nlCYjTDImUkwt685GBRIcFH97ppme0sWSkUs0ZROSi8cGFQMC4ijPq0VmxoRS2Gc+OMQW5ZVC2t8xSJopcaRBwhBEarQz74pY8y/aefpk7hix9fYXMUoRWNBOq2ZrGsGeaWi4OE3XlLVZbUrmVkLSOrWDSOFmG1V6B1wtYoY3utR5GlPLezYNkEHt/oR/BNYqVGWTfszmsCijdtGgazlkdWewyKlNbDemqplkt2ao8Q4Vm87zpJeeh5uLS5yqNbAwa9Hu/ZHJAYzVO3piwqT0T2g7W+oW4dVw8W7BqFILgQWO0lPLo5ovGB3WmPjz53wK8/tcQbeHzNM597nt2NeZDHcbYN4PI45cJ6DzEphL3KlQAAGvhJREFUtYeb04bVfgwV9FPLKA8M84xRkXLtKJAqcCHw5EbOFvvsEOPFiYLnPfglXCwiCsutWXS5K3+nqiE4eHR9zIVxSUXG+x4fs7FSICIRisoaVnLLwhiGhbA+SAHhoEh47NyIXDn46D4lcHkSFdSVvRjjO6xbmqDZ6BlW0jsoIlUND52HNQe/ej16N7/v7Rew+izP7a5JRNACy6ohM8Ig12SpYZxZmNfUteZdlxOMVViB37i5oHKBQa4YZ5raVTSNo/GGee2ZNVAklsa5iKpRt2wOC2xe8K7tgq1J7PnWOMf+oiExikGR0YYGxJFrR9aLqSlBNHXjwLcMUqFvPJVk9I2QGYU1BtEGpw1J6klrh5XAKDecm+SMc832So/EGI6qlnnlOKxDzMFLNakWDsoGoxWTIiU1msw6pkqjaVlWjlGhaZ0nt1FRbaz0ePPFCVXrOJqXDHNDkacIQuMhswaPsGw8yyYQpKGXJqQaDkrHhXPbfOcfH/LLz015x1ZGrQxWAkopNvo1H78256DyDFOD1ZphLyVNLaIU+01gf9aAd6gsYWwz1ic558Y9bNc5PTeKw9LHCgfAh4AQH8TCDDg3eoRl42l94Ma0osgtOsBHnl5ydS+6bJmJnZ4gxp+GPXhoPcfYlCK1XaxVkSeGXqqxSrFo4m65hIBRmnOjhGnt2D2qWDYOLZoiy0l1LDN75taST0zh1vU7jb9P0voAttZWGBU5XuKOqJHAtPTkNqCNZdKPVQXOtZR1ixg4qhwHPuPiJsghXBjGhOmrV6JldPUgBu+f9S/s7WGIPTne9dCEzdVBxLsTTT+LHYT2ZhXaB6xWDFJNCHFDQynNE1tjHttaITwyxuvnuHEwY3uYUlcV128uWMwgtHGRatvA9b14L4H416B47xPrvOtyw+powO96y7lTf84fSOUWQqBsPAezilkb2B6mrA8zhpklSwy3ZhX9xDLupUyXFeerQD8RmiAgiiJLcIlnkmluuIbEBS4ONFuDAUdVhI5+dL3PW/s5l1bymObROBZ1Q9YGUh2VRi81JBp28pbgWirn0SpwMGvYqxTzVqFtRj/VrK72+B2PGhZVE2sbraasIbjoKhyWLYPcUrtoQZ4bRSVpVGCtsIz7Cb0kuq7jTFOklpZA2TjKxpNZIYgiEEuYPIHUKh5bH/DE+RFv3ir45WePQIRxYXliIydJU1oHdevJjcYOM5q2ZWdaEYKQ9iwuEHPHkownzwmNCMGHWNGQBfqZIU80hwvPvPVsjHpMBgnzZcOidtStY2ECo8xSWIUXzeNbA4o8bkrkVmNMjP8FFFpJLJ7vUEdGgwFbE03VtNw8WjBILcu2papqfnoGOw4Gs9j39GRQXQJYpXjbuT79omBetdya1hgl9FKL1QqlWxKt6aWG8UBY66WMnMcoQ6KF2jmGuaE1cH5tyLnRLs9Ow0uiz4yBi+sJ/UTwIXB+rUc/MSxdYJhqlDakiSYxhtRqZnWE1zTaMMoUF1cyvuLNW+yVsN437M8WXLu1x/XO3b3aCXdSoU6AJ7fHJCZhZ9ay0rMMM8MwMxglWCVYrWgD7JeOtnVMS0dqpUsVssxEePflVT49yMmN8OkruxwSE6Cfm9UcLWuu7Rzwm7PIWwOPTODxcxPWVse8dZBhrAFlqFtPajWnRQ+ccgshsGziKj8oEqqjkqZtKZtYuD3OLAHN+sBSpAnDzBBEcWtf+P+uHVEqxeVJTKYMCNYYduYNSWrJRChdRZYmnF/rY23CshVW04iQMMxjwf60qrgxrVnrpyTWsjWylI1jb14xW9QEH9jqKQY2Ya1Q+CCsDxIur/V5aqdElw3eO5oAojULH6iaQL+w6BT6mcEFqJzHGEOaGjINu7Oa9YGhSFNSHSeuMRrnK/YXjn6iY7a6eJrWg0kYZ4ILiqd3Sq4fllRtIATPlaOG8ysJoyKjSDQHVYsKAaUMSsWdL6U028OU1MBR2ZJbgw+BXq5pnOfK/oLdaUNuFL0VTaIDVbXEak1mFVVVcWNa0bOGcZHRBBills3RgCJLOFw2GAWJMRgdgzWJ0V1zGMUg0YhEOZeNQSnFvq2wZcNcafIU8mncQJid0DhjwGSxc5NXliJN2S9bZlUbC8GDENpACIp+ZlkfZHjU7R4AqTU4FztcaYGdoyWJVrzl/Aq52eeT1wLPVHdqSIfAFz1k+Z2PrrMMCb0iZWvcj9275i1FarBa4QJMegqHkGnIrGWl0CybQJYYHt2a4EJgUTY8e+uQK/sl+uYCaeHCEp59ER7V6jjGga/PKwZZQmk1WQKHyyZ6KqllmGc0bYMRWOknpElcNHfKmsQ0bPQTnriwxvmVGR+9NkWCoydxcfBtTBm6flCxJCqbJ1fgnZfXuLQxYJynFKlh3sCs9qyf8rN+35SbiEyAHwC+ghhq+LYQwg+9xHkC/M/An+4O/QDwF0IIp4JB3LiAkkBmDY9vDunnKVXdsKg91gRaH3BEt0apGOvYHsU6zOcPK6ZVAyIUiYpZ3qMEaxTzsmXWBkZ5wvZKj8zGZMtAYFo5JoWhdppJT1E2LUhD3TqqVqGVZmuYUVjDjoFr+45+kWESHzPgG8cndyqe3q0oDIhWVD5ugmiBtUIz6lkmPYvWhpVeipYo63QZe4LOmmil7S+ERVMDNZujnIvjPDYPLiuybnd2Xnt2Zw1BhDxNaNuaj96qKBtPL1UsW8fz+wsmRcKFlV4cJxVBQFdzTb7aJ7cx0K6UwihBaY13ht15g4iguqz1A+VJbcTT//i1JRICAY/VmoULzJcN22OFVnFh8sRXLzUxAfnEtDh+JxJ/O49AEAaJIU+jVZIZYZYpFAlf9a5z9H9zl1R7ruw0qFlM3N1aTbm8WjDKNOIanHes5QZIGVoFSuO9R2pH40JEmM01IQQWtaeXahoXldG8qrl2WHFrWtHv93jf9irvfWLJL3x6j9bX4BV5UfDY1pA8s6xYw+VJhHRvXUC6CpPKQWoErTW5URgFQQJaK/o6yhxCwAfP1BiCa7iwNiRJLKv9jPVc+A/P3uCXPhWwJjYiSlPYqwJPpppRYTosQmIJmhJ6qUYrmLeOxsf8wNYrlArRvaxbytYwzC3LJmWc1WysjHjrQ57FomQwiDDqFzeHXPqtkkkPvvDSgJVhyjizZIlCizDMNZOefV3H3L6HuFhtAu8EfkJEPvIS+HDfBHw18AXE+fqvgKc4pQbQVgutizlW48xwedKnamMuzyBP4gQpayoXsC42Jc4Sy/ow5+FJwfOHS+al4/mjOVXVMigsk9wwLCzn8oRhFlNHRBT91NL4iNA7rboJYoTEakZZgtXqdrNSrTWTgaEJgcN5xfWDhtRoRmkEvyybmtmyoU4siQ641lGkhpU8IbEGj2HZeJqqxqiI5TXMDPOqQYJjYBVGK8aZQWsdW7X5gEex1s94fkczdwEVHMvGM1+WeLFcGhuOKmG2qEjSlPVCc23a0ksDde3Yn5eIaHSnrDyKST/DasWNowW3pjWXVnLG/RwJjlnlca5h0XiK1GBEuHm4YLqsOFy2ZEaDxC5f41xzcZxxfiXFiKL1HrxQtxH44Li0rGwDWoH3AgKL2lO1LfuzCmsUwyy6OtcOl+zPS7yPdYxPnF/Fm4xCOa5Na57dXdI6OLfWZ3uYMndw9bCkxpIlmn5iaUOgaT2ZVuSZRhHYnS05WFRkVlG24L0ltTpm8DsPPpZBWSMoFNtrY95jMq4dzBlkmrVBhhHhqA6kWtMEzdHSRWADDwFN3rlrtfMkJjZTmdexEWXSJX4bYg5ZaoWDZcOirBhmCe++NGTQLyh6PUajGXXTMJ3PmZaw2TMM84Q8tfigEFFs9FN66fHue8P+skWJxMVCYJQljPKE3XnNwaLGhYbCRL4bfcNbLq2S+5rdWjPppTy5NaQhYf9wzrVlw5GvGPQz+n2h9pBqib0nXNwgOS26L8pNRHrAHwHeFkKYAT8rIv8E+HrgW190+p8A/noI4fnu2r9OhDU/FeUWDcNY5Fw5xbCnSaxm2bjbLo3RhkEWH1SrBatDxFoLjqZxeBzzebTgllWgtkKeJIgIaWLpJXEbPXRpFEpigfi8CVgtZNYgCNbEQnNE8D7WNSYSS7P2Fy0rfYWxhraqKJcVi8qj8dRKCDphRQsisDaIinJ3tuT6YcnNxLK9NqCfKGZlg1GBgyau7AcID69mGGPQAlXTsqxrDmZLnrm2h2sdeWKYV46yLfnVZ2tWUpguavK65dml52YZUGpAkJhdH0JLu2jwojk/gv15xSCNmxIQcD7gvadqXGeRxFU/tDXP7Mz51NUDyrqKFqnVKBx7c09bpaRJynM7UxyG85OU7UmP1MCV/TmpFlCaQRb7m/ZTYdkEciuUNcyqGlcKw8ywt2z45PO7HC5rBlnC2iBjUXsQIUlSnthKETyH85pcebQrmZeKcinMs5RUJyijWFQtVeNICkuWWIxWPLe/ZF62rA9S+nlC4zyiInRUbAepOFy25CFwVAdy0+LbJvbgaCC4gLGeqmopBaTr53qwaDhctGRGsTG0NM7Teo9zQtt6gvdYccyWjswKyzbQ+jhHbxwu+fj1I4LSBNeydLBY1qwNEs6NDU9VsONqZlVL8A7vPKIjoGZiNFli8D4u7muFYdYh31yftyQ60EuiJbyooawdu/OaGwcLPnZjTmYsksRwAcDMa55Yy/jlo0Nu7MywWcnjGxnrfUPZBuZVE42CU6b7Zbk9DrgQwidPHPsI8GUvce5bu89OnvfWl/pSEfkmoqUHMBOR33hltyOCNpbgHcEHAqsoHZOEvHMv8HVun6+NslmOMgnB++j3hIiH610rojTB++CaKri2RZQgogjeE4LntlsdQuy5zhqwc/t/ESXGJl3etohJsuCaCu9asWkuOsni9wVP8D4E33a3GYJrakIIKK1F25TgXHBtjXctyliC91GrywrCQWjriu5SRClRWotJcpXkfRAJcVw8SunuloOI0rf9QFE6NNXc14uj0JSlaGvFJBmIBFdXIEIIPnjXAqsEdwtlzAnZEW1slDnNRNtMlNIEAiIKgkdUPN97F++HEFxThaacR1mVvj0Wro1PaBzHdUK4hSBi0hQRCW1dIyJi0lyUMXjXBt80hODFZgXeO5SKfq6IiFKGEBwgoa3L4L0LrqkhBFHanNxzDG1Tg6yi1AG+7aJa3eeBICZJxSSZ2DQnhBiwJEQ545xxIBK8a0UpHbx3oSnnwUdwM9HGBtfUeO9RWndj4lF6XWAvEIKIUsE7Rwg+fq+IslkuSTESpfSPuLYWZSxKmeDbmrap0DYRbdLg2zrU1Ty4po4NHto6uDg2t7skiygRpUIIK6LNEUBwbawbDMEjSovSWmzWE2NTEAltvURQoakWUQ6biraJ2KwPIfxItTgI9XKOxLkf2roizpeT1D0jv40uv5Kn/H4ptz534PuP6ZBYrvdy5x4CfRGRF8fdQgjfD3z/3d6ciHw4uOYL7/Z7PmeeIZzxfJ3zu82zbe87T/8ayOnb+nXzW94vyKMZv72V5pA7uYSf7dwhMDutDYUzOqMzejDofim3TwJGRB47cewLgJdqNvOx7rOXO++MzuiMzugz0n1RbiGEOfCPgb8iIj0ReS/wh4D/4yVO//vAt4jIeRE5R+y89ffu8S3etWt7xvPzhueDIOODwvOu+Mn98va6PLcfBN5PxP/71hDCD4nI7wH+eQih350nwP/CnTy3v8Mp5rmd0Rmd0YNB9025ndEZndEZ3U964HoonNEZndGDQWfK7YzO6IzekHSm3M7ojM7oDUkPhHITEX3i/elW5740v/zE+/syxsdy3Q/5TvBMTry/53KKSP9+8uv4PCIiw+79fRlbEfkiEXnifvA6wfPLReR995Hfl4nItx+P7b2gN7RyE5FLIvLDwPeKyAcB7uWuq4hcEJF/BnxIRL5bRPIQwum39Xkhz/Mi8p3Al8C9le8Ez0si8kPA94vId3R875mcHb8fBf6uiPygiJh7Pa4d3/8S+HUiks09H1sRuSgi/xr4YSLy0j0nEVkTkX8O/CPg7SJy+kWeL+R3UUR+Evi3wP/ASyfynwq9YZWbiLwL+HfANeDjwAdF5EMiUtwjfqvAPwOeA/4W8F7gh0TkCz7rhXfH848RJ8m3AV8pImvd8XtmYYjInwE+TBzXfwN8rYj8YPfZqc8nEfl24FeI4/pXiKlE39N9dq8tqXcSO9+950UJ6KdGJyzuv0pMVv94COGREMIvnvz8HtKfB3ZDCKshhO8OITQve8WrJBH5PqKMnwQeIj6fX3mv+L2RwSrfD/xMCOGbAUTkx4HfBH5RRL4vhLA8ZX7vAuYhhA90/H4B+BHg60TkRgjh+inzgwgf9b8SS9b+DPALwE/cKwtDRMbAY8CfDSH8SHfs14B/JyLfHEJ4cV/ru+UnRIDcrwwhfLg79rPA8KVqjU+Rrw6xcP6TRMvii4GPi8izIYTqs1/9udEJGf5j4KdDCB/s7uE9J/i7z3D5q6ZubHvAO4h5pYjIH+0+/nAI4elT5vcIEfLsC0IIvyUim8Dqyfs57d/zDWO5ici5F/nvAhQiYrsf8ioRF+4/Ay6eAr+0+3tsxk+BNx8f7x70HwCe5KXRT+6G53Gs6weAfxhC+BCxN+4fFJGHToPXS/AUYn+PDwH/ojumiO7Tx4FTsTBO8DPdZP8bIYQPi8i7JaK+/EHi7/jVJ2N+p8RTA3SKDeB3AX+XaJH/IeDh0+D3Ip5Zd+jrgfeJyAe6hfFvAz8J/P2TMeNT4qm7se0BbwOORORDwHcAfxL4xyLy9afIT0IIT4UQPtgpNhtCuEEExfiPjk+/W34vpte9chORkYj8BPBTwL8Qka/rBvW3iKv+H+9+yEtEF+4huvjUqzH5RWSlc8O+F+CEGX8D+CXgAydO/0dEq+rdd/MgvgTPupsw0xDCcT+3/41Yh/t7TiNu8hI8QwhhGUL4cAjhqOPvic3rp0Q5T5Nf2/09tpTOAf97CKEH/A3gvwe+XUReClnm1fJ03fHj5+I54rz5AWLnuj8mIt8hIu84RZ5lp8g/Roy1fQ+xKud3E0sP3wf8V921r0oBvJScnYK7QYQU+37gSgjhyRDCfwL8Q+CrXq2cLzV3Tnwm3Gn49VPAZRFJ70UM9XWv3ID/kdiP4p1Ei+Jrgb/cuU2/DPy1blX6CPATxHjYfwqfe4BYRN4O/CjwRcDjIvI1Jz6+Cfx74EtF5OHu+z3w48AfCSHUL/6+u+QpJ86Rzm37f4A/DLzl1fB6OZ4nLYgTY/fVwCdOWDv3it8/DSH8zU7WXaKV8Q28sK/LafBUJx60dwK/EULYI/ZZ+Xbg7UTL8dR4cuc5/Ebg94YQ/g4RCefngf8O+C/g1W1ovMychVjL/TZis/tj+gngUeBzXpA/27gey3BCDgf0QwiV3IN47etWuYmIkrg5cBn4yW6F/07iqvc1IvL+EMJfBb4K+CfAO0MIP0ZsD/krx9/xObJNiMX+30Bcdb7x2CILISy6YyXwF05c8yzwrIiMXpWgn4FnCMGfWMmP/34XESLqS0TkvxaR75RXt4HymXi6Y57d+Gvg3USLAxH50yLygc/wnXfF7wQdx4mnxGD/q00l+GzjevxQ/7/AXxaRj3Z8fhZ4mujOnSbPurOkWmKQHe7I6YGn5UQazCnxPF6MfhH4l8CXH18QQvgIcU69mgX5ZefriefuJ4nGwOY92f0OIbxuXtyJX613/w+IiuqPnjinT7TmfuYlrn8Hcafv932O/Da6/xNg1L1/b/fjfMuJ84W4+/MM8H1EK+rXiHGjz1XGl+UJqJe4/ruJD8QO8NX3imcn6woxHvW1xJ3TG8BX3SsZAd39fTMxBPA/3YtxPeYL/J/ArwJ/qjv2+4kP7ua9/C25U/P9BFH5fMu9krM7/jBxEf5Jogv880QUn8G9nK/Am4gLxvtfqXyfy+u+K6hXdZOx3eHfJgYg/w0xgP2Hu8/+GvArLzr/dxLja1/Z/b8J/Fh3/be+Sn5/4EXn9LuJ8NPA5Rd99l6iFfVzwF+8CxlflidRySjAEuNuzSt9GO6C57GCez93FOlfuscyDoj5Zj9OtNj+23spY3f8YaA4pfn6SuXMibuzx/P12+4xz+MF4y3An+v4vizPu5TxWHlvAP+B2Fvl9PXGvfjSU7/JaHH9WyKmuiG6fc8Qd7PWgSPga0+cfxH4GeArThz7OmB4F/yeAr70Ree9DfgHwHedOGZPvDd3KeMr5Wm6v1/zSmU8BZ6aGFf5S8S4yb3mJ0Rl8028AovilMf1trV6n+R8BPjgfZTz5Jz9bd7AvRrXF/M+7dc9+dJTubEY4zieVN8EPPWiifYPiNv068CfJQb033Ti+l8CvvwU+X2IuGv2yIlrEmKKwL8musL/nlfo8p4yz99/n3n+PPC++8zvFbsur+Pf8vNaztdiXO/mdc8ZfM43FJNE/yUxlvNjxA2D300MtL7zxHnH8bOv7v7/UaIb+F1EM/jn6OIA94LfieNfRUyDuAJ8w72U8fXE80GQ8UHh+VrIeBqvz6vdUhH5U0T//VeB/4YYsP6LRLP3Bl2NH0AI4deAjwL/eXfom4i5TwD/KoTwJSGEm/eA39d312oReT8xJ+hvhRDOhxD+3j2S8XXF80GQ8UHh+VrIeGp0v7ToK1yRvgP4xhP/XyBq/HNEn/6HOeEOAX+AWKtWnDj2iuIip8EPOA+M76eMrweeD4KMDwrP10LG03p9vtWWfi+xxOe4dGMBfJq4g/R/ERMLv1lEPh1CeIYY0P6/Q8wxAz7nRMe74hdCuHK/ZXyd8HwQZHxQeL4WMp4OvRYa9RWsFsdbxe8imrlJ9//biD7/rxPzY25xYkf09cLvQeH5IMj4oPB8LWS863t+rW/gZQb0zxELw08e08AXAn/i9c7vQeH5IMj4oPB8LWR8ta/PN7cUeAHkzHu4g0DxAWLG9neGWEf54dcrvweF54Mg44PC87WQ8W7p81K5hVhTaIAJsCEiP01E8/iTIYRbr3d+DwrPB0HGB4XnayHjXdNrbTp+FvP37cTSnmvAn3+j8XtQeD4IMj4oPF8LGe/qfl/rG/gsA5kA3wJkb0R+DwrPB0HGB4XnayHj3bzOOs6f0Rmd0RuSPq8qFM7ojM7ojE6LzpTbGZ3RGb0h6Uy5ndEZndEbks6U2xmd0Rm9IelMuZ3RGZ3RG5LOlNsZndEZvSH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\n", 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\n", 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\n", 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\n", 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\n", 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\n", + "image/png": 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -381,7 +401,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "The P95 exceedance level is -0.55%/yr\n" + "The P95 exceedance level is -0.58%/yr\n" ] } ], @@ -442,10 +462,19 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": true - }, - "outputs": [], + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/mdecegli/Documents/github_repos/rdtools/rdtools/normalization.py:561: UserWarning: No value for max_timedelta passed. Using 300.0 seconds\n", + " warnings.warn(warning_string)\n", + "/Users/mdecegli/Documents/github_repos/rdtools/rdtools/normalization.py:561: UserWarning: No value for max_timedelta passed. Using 300.0 seconds\n", + " warnings.warn(warning_string)\n" + ] + } + ], "source": [ "clearsky_pvwatts_kws = {\"poa_global\" : df.clearsky_poa,\n", " \"P_ref\" : meta['pdc'],\n", @@ -524,27 +553,31 @@ "name": "stdout", "output_type": "stream", "text": [ - "The P95 exceedance level with the clear sky analysis is -0.42%/yr\n" + "The P95 exceedance level with the clear sky analysis is -0.39%/yr\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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\n", + "image/png": 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -611,9 +644,9 @@ "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "Python [conda env:rdtools]", + "display_name": "Python [conda env:rdtools_dev]", "language": "python", - "name": "conda-env-rdtools-py" + "name": "conda-env-rdtools_dev-py" }, "language_info": { "codemirror_mode": { diff --git a/rdtools/normalization.py b/rdtools/normalization.py index 99ddd01a..dc56eb19 100644 --- a/rdtools/normalization.py +++ b/rdtools/normalization.py @@ -106,28 +106,22 @@ def normalize_with_pvwatts(energy, pvwatts_kws): irrad = pvwatts_kws['poa_global'] model_tds, mean_model_td = delta_index(dc_power) - irrad_tds, mean_irrad_td = delta_index(irrad) measure_tds, mean_measure_td = delta_index(energy) + # Case in which the model is as or more frequent than the measurments if mean_model_td <= mean_measure_td: - energy_dc = dc_power * model_tds - energy_dc = energy_dc.resample(freq).sum(min_count=1) - energy_dc = energy_dc.reindex(energy.index, method='nearest') - insolation = irrad * irrad_tds - insolation = insolation.resample(freq).sum(min_count=1) - insolation = insolation.reindex(energy.index, method='nearest') + energy_dc = energy_from_power(dc_power, freq) + insolation = energy_from_power(irrad, freq) + # Case in which the model less frequent than the measurments elif mean_model_td > mean_measure_td: - dc_power = dc_power.resample(freq).asfreq() - dc_power = dc_power.interpolate() - dc_power = dc_power.reindex(energy.index, method='nearest') - energy_dc = dc_power * measure_tds # timedelta is that of measurment due to reindex - irrad = irrad.resample(freq).asfreq() - irrad = irrad.interpolate() - irrad = irrad.reindex(energy.index, method='nearest') - insolation = irrad * measure_tds # timedelta is that of measurment due to reindex + dc_power = interpolate(dc_power, energy.index) + energy_dc = energy_from_power(dc_power, freq) + + irrad = interpolate(irrad, energy.index) + insolation = energy_from_power(irrad, freq) normalized_energy = energy / energy_dc @@ -241,25 +235,23 @@ def normalize_with_sapm(energy, sapm_kws): irrad_tds, mean_irrad_td = delta_index(irrad) measure_tds, mean_measure_td = delta_index(energy) + model_tds, mean_model_td = delta_index(dc_power) + measure_tds, mean_measure_td = delta_index(energy) + + # Case in which the model is as or more frequent than the measurments if mean_model_td <= mean_measure_td: - energy_dc = dc_power * model_tds - energy_dc = energy_dc.resample(freq).sum(min_count=1) - energy_dc = energy_dc.reindex(energy.index, method='nearest') - insolation = irrad * irrad_tds - insolation = insolation.resample(freq).sum(min_count=1) - insolation = insolation.reindex(energy.index, method='nearest') + energy_dc = energy_from_power(dc_power, freq) + insolation = energy_from_power(irrad, freq) + # Case in which the model less frequent than the measurments elif mean_model_td > mean_measure_td: - dc_power = dc_power.resample(freq).asfreq() - dc_power = dc_power.interpolate() - dc_power = dc_power.reindex(energy.index, method='nearest') - energy_dc = dc_power * measure_tds # timedelta is that of measurment due to reindex - irrad = irrad.resample(freq).asfreq() - irrad = irrad.interpolate() - irrad = irrad.reindex(energy.index, method='nearest') - insolation = irrad * measure_tds # timedelta is that of measurment due to reindex + dc_power = interpolate(dc_power, energy.index) + energy_dc = energy_from_power(dc_power, freq) + + irrad = interpolate(irrad, energy.index) + insolation = energy_from_power(irrad, freq) normalized_energy = energy / energy_dc @@ -383,44 +375,136 @@ def check_series_frequency(series, series_description): return freq -def energy_from_power(power_series, max_timedelta=None): +def t_step_nanoseconds(time_series): + '''return a series of right labeled differences in the index of time_series in nanoseconds''' + t_steps = np.diff(time_series.index.astype('int64')).astype('float') + t_steps = np.insert(t_steps, 0, np.nan) + t_steps = pd.Series(index=time_series.index, data=t_steps) + return t_steps + + +def energy_from_power(time_series, target_frequency=None, max_timedelta=None): ''' - Returns a right-labeled energy time series from an instantaneous power time series. - Energy is not returned when the gap between data points exceeds max_timedelta. - power_series should be given in Watts. + Returns a regular right-labeled energy time series in units of Wh per interval from an + instantaneous power time series. NaN is filled where the gap between input data points + exceeds max_timedelta. Power_series should be given in Watts. Parameters ---------- - power_series: Pandas Series with DatetimeIndex - Instantaneous time series of PV power generation in Watts + time_series: Pandas Series with DatetimeIndex + Instantaneous time series of power in Watts + target_frequency: DatetimeOffset, or frequency string + The frequency of the energy time series to be returned. If None(default), + the fequency is set to the median time step in time_series max_timedelta: Timedelta or NoneType (default: None) The maximum allowed gap between power measurements. If the gap between - consecutive power measurements exceeds max_timedelta, no energy value + consecutive power measurements exceeds max_timedelta, NaN will be returned for that interval. If None, max_timedelta is set internally - to the median time delta in power_series and a UserWarning is issued. + to the median time delta in time_series. Returns: -------- - right-labeled energy pandas time series in Wh - + right-labeled energy pandas time series in Wh per interval ''' - if not isinstance(power_series.index, pd.DatetimeIndex): + if not isinstance(time_series.index, pd.DatetimeIndex): raise ValueError('power_series must be a pandas series with a DatetimeIndex') - time_deltas = np.diff(power_series.index.values).astype(float) / 10.0**9 # in seconds + t_steps = t_step_nanoseconds(time_series) + median_step_ns = t_steps.median() + + if target_frequency is None: + target_frequency = str(median_step_ns) + 'N' # Pandas offset allias in ns + + if max_timedelta is None: + max_interval_nanoseconds = median_step_ns + else: + max_interval_nanoseconds = max_timedelta.total_seconds() * 10.0**9 + + try: + freq_interval_size_ns = pd.tseries.frequencies.to_offset(target_frequency).nanos + except ValueError as e: + if 'is a non-fixed frequency' in str(e): + temp_ind = pd.date_range(time_series.index[0], time_series.index[-1], freq=target_frequency) + temp_series = pd.Series(data=1, index=temp_ind) + temp_diffs = t_step_nanoseconds(temp_series) + freq_interval_size_ns = temp_diffs.median() + else: + raise + + # Upsampling case + if freq_interval_size_ns <= median_step_ns: + resampled = interpolate(time_series, target_frequency, max_timedelta) + # Ensure a regular time series + resampled = resampled.resample(target_frequency).asfreq() + + moving_average = (resampled + resampled.shift()) / 2.0 + + energy = moving_average * t_step_nanoseconds(moving_average) / 10.0**9 / 3600.0 + + energy = energy.drop(energy.index[0]) + + # Downsampling case + elif freq_interval_size_ns > median_step_ns: + energy = trapz_aggregate(time_series, target_frequency, max_timedelta) + + # Set the frequency if we can + try: + energy.index.freq = pd.infer_freq(energy.index) + except ValueError: + pass + + # enforce max_timedelta + t_steps = t_steps.reindex(energy.index, method='backfill') + energy.loc[t_steps > max_interval_nanoseconds] = np.nan + + energy.name = 'energy_Wh' + + return energy + + +def trapz_aggregate(time_series, target_frequency, max_timedelta=None): + ''' + Returns a right-labeled series with frequency target_frequency generated by aggregating + time_series with the trapazoidal rule (in units of hours). If any interval in time_series + is greater than max_timedelta, it is ommitted from the sum. + + Parameters + ---------- + time_series: Pandas Series with DatetimeIndex + target_frequency: DatetimeOffset, or frequency string + The frequency of the accumulated series to be returned. + max_timedelta: Timedelta or NoneType (default: None) + The maximum allowed gap between power measurements. If the gap between + consecutive power measurements exceeds max_timedelta, no energy value + will be returned for that interval. If None, max_timedelta is set internally + to the median time delta in time_series. + + Returns: + -------- + right-labeled energy pandas time series in Wh per interval + ''' + + values = time_series.values + timestamps = time_series.index.astype('int64').values + + t_diffs = np.diff(timestamps) if max_timedelta is None: - max_seconds = np.median(time_deltas) - warnings.warn('No value for max_timedelta passed into energy_from_power(). Using {} seconds'.format(max_seconds)) + max_interval_nanoseconds = np.median(t_diffs) else: - max_seconds = max_timedelta.total_seconds() + max_interval_nanoseconds = max_timedelta.total_seconds() * 10.0**9 + + # in x*hours + trap_sum = (values[1:] + values[:-1]) / 2 * t_diffs / 10**9 / 3600.0 + + trap_sum[t_diffs > max_interval_nanoseconds] = np.nan + + trap_sum = pd.Series(data=trap_sum, index=time_series.index[1:]) - rolling_mean_power = power_series.rolling(2).mean() - energy_series = (rolling_mean_power.iloc[1:] * time_deltas / 3600.0)[time_deltas <= max_seconds] - energy_series.name = 'energy_Wh' + aggregated = trap_sum.resample(target_frequency, closed='right', label='right').sum(min_count=1) - return energy_series + return aggregated def interpolate_series(time_series, target_index, max_timedelta=None): diff --git a/rdtools/test/energy_from_power_test.py b/rdtools/test/energy_from_power_test.py index d904dd3f..82819457 100644 --- a/rdtools/test/energy_from_power_test.py +++ b/rdtools/test/energy_from_power_test.py @@ -1,8 +1,9 @@ import pandas as pd +import numpy as np from rdtools import energy_from_power import pytest - +# Tests for resampling at same frequency def test_energy_from_power_calculation(): power_times = pd.date_range('2018-04-01 12:00', '2018-04-01 13:00', freq='15T') result_times = power_times[1:] @@ -10,7 +11,7 @@ def test_energy_from_power_calculation(): expected_energy_series = pd.Series(data=1.0, index=result_times) expected_energy_series.name = 'energy_Wh' - result = energy_from_power(power_series, pd.to_timedelta('15 minutes')) + result = energy_from_power(power_series, max_timedelta=pd.to_timedelta('15 minutes')) pd.testing.assert_series_equal(result, expected_energy_series) @@ -19,38 +20,127 @@ def test_energy_from_power_max_interval(): power_times = pd.date_range('2018-04-01 12:00', '2018-04-01 13:00', freq='15T') result_times = power_times[1:] power_series = pd.Series(data=4.0, index=power_times) - expected_energy_series = pd.Series(data=1.0, index=result_times) + expected_energy_series = pd.Series(data=np.nan, index=result_times) expected_energy_series.name = 'energy_Wh' - result = energy_from_power(power_series, pd.to_timedelta('5 minutes')) + result = energy_from_power(power_series, max_timedelta=pd.to_timedelta('5 minutes')) - # We expect an empty series, because max_interval_hours is smaller than the + # We expect series of NaNs, because max_interval_hours is smaller than the # time step of the power time series - pd.testing.assert_series_equal(result, expected_energy_series[[False] * 4]) + pd.testing.assert_series_equal(result, expected_energy_series) def test_energy_from_power_validation(): power_series = pd.Series(data=[4.0] * 4) with pytest.raises(ValueError): - energy_from_power(power_series, pd.to_timedelta('15 minutes')) + energy_from_power(power_series, max_timedelta=pd.to_timedelta('15 minutes')) def test_energy_from_power_single_argument(): power_times = pd.date_range('2018-04-01 12:00', '2018-04-01 15:00', freq='15T') result_times = power_times[1:] power_series = pd.Series(data=4.0, index=power_times) - to_drop = pd.to_datetime('2018-04-01 13:00:00') - power_series = power_series.drop(to_drop) + missing = pd.to_datetime('2018-04-01 13:00:00') + power_series = power_series.drop(missing) expected_energy_series = pd.Series(data=1.0, index=result_times) - expected_to_drop = [to_drop] - expected_to_drop.append(pd.to_datetime('2018-04-01 13:15:00')) - expected_energy_series = expected_energy_series.drop(expected_to_drop) + expected_nan = [missing] + expected_nan.append(pd.to_datetime('2018-04-01 13:15:00')) + expected_energy_series.loc[expected_nan] = np.nan expected_energy_series.name = 'energy_Wh' # Test that a warning is raised when one input is used - with pytest.warns(UserWarning): - result = energy_from_power(power_series) + # with pytest.warns(UserWarning): + # result = energy_from_power(power_series) # Test that the result has the expected missing timestamp based on median timestep + result = energy_from_power(power_series) + pd.testing.assert_series_equal(result, expected_energy_series) + + +# Tests for downsampling +def test_energy_from_power_downsample(): + times = pd.date_range('2018-04-01 12:00', '2018-04-01 13:00', freq='15T') + time_series = pd.Series(data=[1, 2, 3, 4, 5], index=times) + + expected_energy_series = pd.Series(index=[pd.to_datetime('2018-04-01 13:00:00')], + data=3.0, name='energy_Wh') + result = energy_from_power(time_series, '60T') + pd.testing.assert_series_equal(result, expected_energy_series) + + +def test_energy_from_power_downsample_max_timedelta_exceeded(): + times = pd.date_range('2018-04-01 12:00', '2018-04-01 13:00', freq='15T') + time_series = pd.Series(data=[1, 2, 3, 4, 5], index=times) + + expected_energy_series = pd.Series(index=[pd.to_datetime('2018-04-01 13:00:00')], + data=1.5, name='energy_Wh') + result = energy_from_power(time_series.drop(time_series.index[2]), '60T', pd.to_timedelta('15 minutes')) + pd.testing.assert_series_equal(result, expected_energy_series) + + +def test_energy_from_power_downsample_max_timedelta_not_exceeded(): + times = pd.date_range('2018-04-01 12:00', '2018-04-01 13:00', freq='15T') + time_series = pd.Series(data=[1, 2, 3, 4, 5], index=times) + + expected_energy_series = pd.Series(index=[pd.to_datetime('2018-04-01 13:00:00')], + data=3.0, name='energy_Wh') + result = energy_from_power(time_series.drop(time_series.index[2]), '60T', pd.to_timedelta('60 minutes')) + pd.testing.assert_series_equal(result, expected_energy_series) + + +def test_energy_from_power_for_issue_107(): + times = pd.date_range('2018-04-01 12:00', '2018-04-01 16:00', freq='15T') + dc_power = pd.Series(index=times, data=1) + dc_power = dc_power.drop(dc_power.index[5:12]) + + expected_times = pd.date_range('2018-04-01 13:00', '2018-04-01 16:00', freq='60T') + expected_energy_series = pd.Series(index=expected_times, + data=[1.0, np.nan, np.nan, 1.0], + name='energy_Wh') + result = energy_from_power(dc_power, '60T') pd.testing.assert_series_equal(result, expected_energy_series) + + +# Tests for upsampling +def test_energy_from_power_upsample(): + times = pd.date_range('2018-04-01 12:00', '2018-04-01 13:30', freq='30T') + time_series = pd.Series(data=[1, 3, 5, 6], index=times) + + expected_result_times = pd.date_range('2018-04-01 12:15', '2018-04-01 13:30', freq='15T') + expected_energy_series = pd.Series(index=expected_result_times, + data=[0.375, 0.625, 0.875, 1.125, 1.3125, 1.4375], + name='energy_Wh') + + result = energy_from_power(time_series, '15T', pd.to_timedelta('30 minutes')) + pd.testing.assert_series_equal(result, expected_energy_series) + + +def test_energy_from_power_upsample_maxtimedelta_not_exceeded(): + times = pd.date_range('2018-04-01 12:00', '2018-04-01 13:30', freq='30T') + time_series = pd.Series(data=[1, 3, 5, 6], index=times) + + expected_result_times = pd.date_range('2018-04-01 12:15', '2018-04-01 13:30', freq='15T') + expected_energy_series = pd.Series(index=expected_result_times, + data=[0.375, 0.625, 0.875, 1.125, 1.3125, 1.4375], + name='energy_Wh') + + result = energy_from_power(time_series.drop(time_series.index[1]), '15T', pd.to_timedelta('60 minutes')) + pd.testing.assert_series_equal(result, expected_energy_series) + + +def test_energy_from_power_upsample_maxtimedelta_exceeded(): + times = pd.date_range('2018-04-01 12:00', '2018-04-01 13:30', freq='30T') + time_series = pd.Series(data=[1, 3, 5, 6], index=times) + + expected_result_times = pd.date_range('2018-04-01 12:15', '2018-04-01 13:30', freq='15T') + expected_energy_series = pd.Series(index=expected_result_times, + data=[np.nan, np.nan, np.nan, np.nan, 1.3125, 1.4375], + name='energy_Wh') + + result = energy_from_power(time_series.drop(time_series.index[1]), '15T', pd.to_timedelta('30 minutes')) + pd.testing.assert_series_equal(result, expected_energy_series) + + + + diff --git a/rdtools/test/normalization_pvwatts_test.py b/rdtools/test/normalization_pvwatts_test.py index aea4f8dd..2b38f4ec 100644 --- a/rdtools/test/normalization_pvwatts_test.py +++ b/rdtools/test/normalization_pvwatts_test.py @@ -86,12 +86,15 @@ def test_normalization_with_pvw(self): self.assertEqual(len(corr_energy), 12) # Test corrected energy is equal to 1.0 - self.assertTrue((corr_energy == 1.0).all()) + # first value should be nan because we have no irradiance + # data prior to the first energy point + self.assertTrue(np.isnan(corr_energy.iloc[0])) + self.assertTrue((corr_energy.iloc[1:] == 1.0).all()) # rest should be 1 # Test expected behavior when energy has no explicit frequency self.energy.index.freq = None corr_energy, insolation = normalize_with_pvwatts(self.energy, pvw_kws) - self.assertTrue(np.isnan(corr_energy.iloc[0])) # first valye should be nan + self.assertTrue(np.isnan(corr_energy.iloc[0])) # first value should be nan self.assertTrue((corr_energy.iloc[1:] == 1.0).all()) # rest should be 1 # Test for valueError when energy frequency can't be inferred diff --git a/rdtools/test/normalization_sapm_test.py b/rdtools/test/normalization_sapm_test.py index 5e272405..d3fcceb6 100644 --- a/rdtools/test/normalization_sapm_test.py +++ b/rdtools/test/normalization_sapm_test.py @@ -31,7 +31,7 @@ def setUp(self): module_parameters = { 'pdc0': 2.1, 'gamma_pdc': -0.0045 - } + } # define location test_location = pvlib.location\ @@ -60,12 +60,8 @@ def setUp(self): # define dummy meteorological data irrad_columns = ['DNI', 'GHI', 'DHI', 'Temperature', 'Wind Speed'] irrad_freq = 'D' - irrad_periods = 31 * energy_periods - irrad_index = pd.date_range(start='2012-01-01', - periods=irrad_periods, - freq=irrad_freq) - irrad_index = pd.date_range(start='2012-01-01', - periods=irrad_periods, + irrad_index = pd.date_range(start=energy_index[0], + end=energy_index[-1] - pd.to_timedelta('1 nanosecond'), freq=irrad_freq) self.irrad = pd.DataFrame([[100, 45, 30, 25, 10]], index=irrad_index, From 3edce2e5e23335a9a3312ff98cbae7f29257e955 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Mon, 7 Jan 2019 15:43:07 -0700 Subject: [PATCH 023/146] require pandas >= 0.23 --- requirements.txt | 2 +- setup.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/requirements.txt b/requirements.txt index 44fe759a..9ebddc4b 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,7 +1,7 @@ h5py==2.7.1 numpy==1.11.2 patsy==0.5.0 -pandas==0.22.0 +pandas==0.23.0 pvlib==0.5.0 python-dateutil==2.7.3 pytz==2018.5 diff --git a/setup.py b/setup.py index 48cbb684..468d82c4 100755 --- a/setup.py +++ b/setup.py @@ -35,7 +35,7 @@ INSTALL_REQUIRES = [ 'numpy >= 1.11.2', - 'pandas >= 0.22.0', + 'pandas >= 0.23.0', 'statsmodels >= 0.8.0', 'scipy >= 0.19.1', 'h5py >= 2.7.1', From ca7dafb815e181390618fb51e6bcc1801ae3c92f Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Mon, 7 Jan 2019 15:57:14 -0700 Subject: [PATCH 024/146] use floats in test data --- rdtools/test/energy_from_power_test.py | 15 ++++++++------- 1 file changed, 8 insertions(+), 7 deletions(-) diff --git a/rdtools/test/energy_from_power_test.py b/rdtools/test/energy_from_power_test.py index 82819457..b00cae4d 100644 --- a/rdtools/test/energy_from_power_test.py +++ b/rdtools/test/energy_from_power_test.py @@ -3,6 +3,7 @@ from rdtools import energy_from_power import pytest + # Tests for resampling at same frequency def test_energy_from_power_calculation(): power_times = pd.date_range('2018-04-01 12:00', '2018-04-01 13:00', freq='15T') @@ -61,7 +62,7 @@ def test_energy_from_power_single_argument(): # Tests for downsampling def test_energy_from_power_downsample(): times = pd.date_range('2018-04-01 12:00', '2018-04-01 13:00', freq='15T') - time_series = pd.Series(data=[1, 2, 3, 4, 5], index=times) + time_series = pd.Series(data=[1.0, 2.0, 3.0, 4.0, 5.0], index=times) expected_energy_series = pd.Series(index=[pd.to_datetime('2018-04-01 13:00:00')], data=3.0, name='energy_Wh') @@ -71,7 +72,7 @@ def test_energy_from_power_downsample(): def test_energy_from_power_downsample_max_timedelta_exceeded(): times = pd.date_range('2018-04-01 12:00', '2018-04-01 13:00', freq='15T') - time_series = pd.Series(data=[1, 2, 3, 4, 5], index=times) + time_series = pd.Series(data=[1.0, 2.0, 3.0, 4.0, 5.0], index=times) expected_energy_series = pd.Series(index=[pd.to_datetime('2018-04-01 13:00:00')], data=1.5, name='energy_Wh') @@ -81,7 +82,7 @@ def test_energy_from_power_downsample_max_timedelta_exceeded(): def test_energy_from_power_downsample_max_timedelta_not_exceeded(): times = pd.date_range('2018-04-01 12:00', '2018-04-01 13:00', freq='15T') - time_series = pd.Series(data=[1, 2, 3, 4, 5], index=times) + time_series = pd.Series(data=[1.0, 2.0, 3.0, 4.0, 5.0], index=times) expected_energy_series = pd.Series(index=[pd.to_datetime('2018-04-01 13:00:00')], data=3.0, name='energy_Wh') @@ -91,7 +92,7 @@ def test_energy_from_power_downsample_max_timedelta_not_exceeded(): def test_energy_from_power_for_issue_107(): times = pd.date_range('2018-04-01 12:00', '2018-04-01 16:00', freq='15T') - dc_power = pd.Series(index=times, data=1) + dc_power = pd.Series(index=times, data=1.0) dc_power = dc_power.drop(dc_power.index[5:12]) expected_times = pd.date_range('2018-04-01 13:00', '2018-04-01 16:00', freq='60T') @@ -105,7 +106,7 @@ def test_energy_from_power_for_issue_107(): # Tests for upsampling def test_energy_from_power_upsample(): times = pd.date_range('2018-04-01 12:00', '2018-04-01 13:30', freq='30T') - time_series = pd.Series(data=[1, 3, 5, 6], index=times) + time_series = pd.Series(data=[1.0, 3.0, 5.0, 6.0], index=times) expected_result_times = pd.date_range('2018-04-01 12:15', '2018-04-01 13:30', freq='15T') expected_energy_series = pd.Series(index=expected_result_times, @@ -118,7 +119,7 @@ def test_energy_from_power_upsample(): def test_energy_from_power_upsample_maxtimedelta_not_exceeded(): times = pd.date_range('2018-04-01 12:00', '2018-04-01 13:30', freq='30T') - time_series = pd.Series(data=[1, 3, 5, 6], index=times) + time_series = pd.Series(data=[1.0, 3.0, 5.0, 6.0], index=times) expected_result_times = pd.date_range('2018-04-01 12:15', '2018-04-01 13:30', freq='15T') expected_energy_series = pd.Series(index=expected_result_times, @@ -131,7 +132,7 @@ def test_energy_from_power_upsample_maxtimedelta_not_exceeded(): def test_energy_from_power_upsample_maxtimedelta_exceeded(): times = pd.date_range('2018-04-01 12:00', '2018-04-01 13:30', freq='30T') - time_series = pd.Series(data=[1, 3, 5, 6], index=times) + time_series = pd.Series(data=[1.0, 3.0, 5.0, 6.0], index=times) expected_result_times = pd.date_range('2018-04-01 12:15', '2018-04-01 13:30', freq='15T') expected_energy_series = pd.Series(index=expected_result_times, From 3fc8649c75ebb284379931d415f85ad9381a7860 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Mon, 7 Jan 2019 16:10:18 -0700 Subject: [PATCH 025/146] Remove warnings from interpolation when max_timedelta is inferred --- rdtools/normalization.py | 10 ++-------- rdtools/test/energy_from_power_test.py | 4 ---- rdtools/test/interpolate_test.py | 3 +-- 3 files changed, 3 insertions(+), 14 deletions(-) diff --git a/rdtools/normalization.py b/rdtools/normalization.py index dc56eb19..e77d62ac 100644 --- a/rdtools/normalization.py +++ b/rdtools/normalization.py @@ -521,8 +521,7 @@ def interpolate_series(time_series, target_index, max_timedelta=None): max_timedelta: Timedelta or NoneType (default: None) The maximum allowed gap between values in time_series. Times associated with gaps longer than max_timedelta are excluded from the output. If None, - max_timedelta is set internally to the median time delta in time_series - and a UserWarning is issued. + max_timedelta is set internally to the median time delta in time_series. Returns: -------- @@ -555,10 +554,6 @@ def interpolate_series(time_series, target_index, max_timedelta=None): if max_timedelta is None: max_interval_nanoseconds = df['gapsize_ns'].median() - warning_string = ('No value for max_timedelta passed. ' - 'Using {} seconds') - warning_string = warning_string.format(max_interval_nanoseconds / 10.0**9) - warnings.warn(warning_string) else: max_interval_nanoseconds = max_timedelta.total_seconds() * 10.0**9 @@ -604,8 +599,7 @@ def interpolate(time_series, target, max_timedelta=None): max_timedelta: Timedelta or NoneType (default: None) The maximum allowed gap between values in time_series. Times associated with gaps longer than max_timedelta are excluded from the output. If None, - max_timedelta is set internally to the median time delta in time_series - and a UserWarning is issued. + max_timedelta is set internally to the median time delta in time_series. Returns: -------- diff --git a/rdtools/test/energy_from_power_test.py b/rdtools/test/energy_from_power_test.py index b00cae4d..dda95582 100644 --- a/rdtools/test/energy_from_power_test.py +++ b/rdtools/test/energy_from_power_test.py @@ -50,10 +50,6 @@ def test_energy_from_power_single_argument(): expected_energy_series.loc[expected_nan] = np.nan expected_energy_series.name = 'energy_Wh' - # Test that a warning is raised when one input is used - # with pytest.warns(UserWarning): - # result = energy_from_power(power_series) - # Test that the result has the expected missing timestamp based on median timestep result = energy_from_power(power_series) pd.testing.assert_series_equal(result, expected_energy_series) diff --git a/rdtools/test/interpolate_test.py b/rdtools/test/interpolate_test.py index c6ff9a30..fa09d6c4 100644 --- a/rdtools/test/interpolate_test.py +++ b/rdtools/test/interpolate_test.py @@ -72,8 +72,7 @@ def test_interpolate_calculation(time_series, target_index, expected_series): def test_interpolate_two_argument(time_series, target_index, expected_series): # Test that a warning is raised when max_timedelta is omitted - with pytest.warns(UserWarning): - interpolated = interpolate(time_series, target_index) + interpolated = interpolate(time_series, target_index) pd.testing.assert_series_equal(interpolated, expected_series) From 28953f8eded5fbd89c63b4bd194d727dbd59346d Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Mon, 7 Jan 2019 16:19:11 -0700 Subject: [PATCH 026/146] run notebook --- docs/degradation_example.ipynb | 59 ++++++++++++++++------------------ 1 file changed, 27 insertions(+), 32 deletions(-) diff --git a/docs/degradation_example.ipynb b/docs/degradation_example.ipynb index 46a7a415..e6cfed08 100644 --- a/docs/degradation_example.ipynb +++ b/docs/degradation_example.ipynb @@ -31,10 +31,17 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": true - }, - "outputs": [], + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/anaconda2/envs/rdtools_dev/lib/python3.6/site-packages/statsmodels/compat/pandas.py:56: FutureWarning: The pandas.core.datetools module is deprecated and will be removed in a future version. Please use the pandas.tseries module instead.\n", + " from pandas.core import datetools\n" + ] + } + ], "source": [ "from datetime import timedelta\n", "import pandas as pd\n", @@ -90,7 +97,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/anaconda2/envs/rdtools_dev/lib/python3.6/site-packages/pvlib/irradiance.py:282: RuntimeWarning: invalid value encountered in maximum\n", + "/anaconda2/envs/rdtools_dev/lib/python3.6/site-packages/pvlib/irradiance.py:285: RuntimeWarning: invalid value encountered in maximum\n", " beam = np.maximum(beam, 0)\n" ] }, @@ -189,16 +196,6 @@ "execution_count": 4, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/mdecegli/Documents/github_repos/rdtools/rdtools/normalization.py:561: UserWarning: No value for max_timedelta passed. Using 300.0 seconds\n", - " warnings.warn(warning_string)\n", - "/Users/mdecegli/Documents/github_repos/rdtools/rdtools/normalization.py:561: UserWarning: No value for max_timedelta passed. Using 300.0 seconds\n", - " warnings.warn(warning_string)\n" - ] - }, { "data": { "image/png": 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\n", @@ -431,10 +428,19 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": true - }, - "outputs": [], + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/anaconda2/envs/rdtools_dev/lib/python3.6/site-packages/pvlib/clearsky.py:126: RuntimeWarning: invalid value encountered in fmax\n", + " ghi = cg1 * dni_extra * cos_zenith * tl / tl * np.fmax(ghi, 0)\n", + "/anaconda2/envs/rdtools_dev/lib/python3.6/site-packages/pvlib/clearsky.py:131: RuntimeWarning: invalid value encountered in fmax\n", + " bnci = dni_extra * np.fmax(bnci, 0)\n" + ] + } + ], "source": [ "# Calculate the clear sky POA irradiance\n", "clearsky = loc.get_clearsky(df.index, solar_position = sun)\n", @@ -463,18 +469,7 @@ "cell_type": "code", "execution_count": 10, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/mdecegli/Documents/github_repos/rdtools/rdtools/normalization.py:561: UserWarning: No value for max_timedelta passed. Using 300.0 seconds\n", - " warnings.warn(warning_string)\n", - "/Users/mdecegli/Documents/github_repos/rdtools/rdtools/normalization.py:561: UserWarning: No value for max_timedelta passed. Using 300.0 seconds\n", - " warnings.warn(warning_string)\n" - ] - } - ], + "outputs": [], "source": [ "clearsky_pvwatts_kws = {\"poa_global\" : df.clearsky_poa,\n", " \"P_ref\" : meta['pdc'],\n", @@ -558,7 +553,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] From 6def8120b28274664a7b101fe49780f8f7d9a326 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Fri, 11 Jan 2019 17:34:01 -0700 Subject: [PATCH 027/146] work around for pandas issue --- rdtools/normalization.py | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/rdtools/normalization.py b/rdtools/normalization.py index e77d62ac..40cae7bb 100644 --- a/rdtools/normalization.py +++ b/rdtools/normalization.py @@ -442,7 +442,12 @@ def energy_from_power(time_series, target_frequency=None, max_timedelta=None): energy = moving_average * t_step_nanoseconds(moving_average) / 10.0**9 / 3600.0 + # Drop first row with work around for pandas issue #18031 + tz = str(energy.index.tz) + energy.index = energy.index.tz_convert('UTC') energy = energy.drop(energy.index[0]) + energy.index = energy.index.tz_convert(tz) + # Downsampling case elif freq_interval_size_ns > median_step_ns: From f2348121f276eea7c90f60913e9a12f8d3ce03bf Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Mon, 14 Jan 2019 10:53:48 -0700 Subject: [PATCH 028/146] Add non-workaround case for tz naive series --- rdtools/normalization.py | 12 +++++++----- 1 file changed, 7 insertions(+), 5 deletions(-) diff --git a/rdtools/normalization.py b/rdtools/normalization.py index 40cae7bb..1197c48a 100644 --- a/rdtools/normalization.py +++ b/rdtools/normalization.py @@ -443,11 +443,13 @@ def energy_from_power(time_series, target_frequency=None, max_timedelta=None): energy = moving_average * t_step_nanoseconds(moving_average) / 10.0**9 / 3600.0 # Drop first row with work around for pandas issue #18031 - tz = str(energy.index.tz) - energy.index = energy.index.tz_convert('UTC') - energy = energy.drop(energy.index[0]) - energy.index = energy.index.tz_convert(tz) - + if energy.index.tz is None: + energy = energy.drop(energy.index[0]) + else: + tz = str(energy.index.tz) + energy.index = energy.index.tz_convert('UTC') + energy = energy.drop(energy.index[0]) + energy.index = energy.index.tz_convert(tz) # Downsampling case elif freq_interval_size_ns > median_step_ns: From 26365ecac4908042590911ca587a224253207585 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Thu, 31 Jan 2019 14:49:54 -0700 Subject: [PATCH 029/146] Change the behavior of interpolate to return NaNs where max_delta is exceeded Old behavior was to have those times be missing from the output. The new behavior ensures that interpolate produces regular time series when a frequency is passed as target. --- docs/degradation_example.ipynb | 4 +++- rdtools/normalization.py | 7 +++---- 2 files changed, 6 insertions(+), 5 deletions(-) diff --git a/docs/degradation_example.ipynb b/docs/degradation_example.ipynb index e6cfed08..de429ec1 100644 --- a/docs/degradation_example.ipynb +++ b/docs/degradation_example.ipynb @@ -468,7 +468,9 @@ { "cell_type": "code", "execution_count": 10, - "metadata": {}, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "clearsky_pvwatts_kws = {\"poa_global\" : df.clearsky_poa,\n", diff --git a/rdtools/normalization.py b/rdtools/normalization.py index 1197c48a..f472a91a 100644 --- a/rdtools/normalization.py +++ b/rdtools/normalization.py @@ -435,8 +435,6 @@ def energy_from_power(time_series, target_frequency=None, max_timedelta=None): # Upsampling case if freq_interval_size_ns <= median_step_ns: resampled = interpolate(time_series, target_frequency, max_timedelta) - # Ensure a regular time series - resampled = resampled.resample(target_frequency).asfreq() moving_average = (resampled + resampled.shift()) / 2.0 @@ -516,8 +514,8 @@ def trapz_aggregate(time_series, target_frequency, max_timedelta=None): def interpolate_series(time_series, target_index, max_timedelta=None): ''' - Returns an interpolation of time_series onto target_index, excluding times associated - with gaps in time_series longer than max_timedelta. + Returns an interpolation of time_series onto target_index, NaN is returned + for times associated with gaps in time_series longer than max_timedelta. Parameters ---------- @@ -585,6 +583,7 @@ def interpolate_series(time_series, target_index, max_timedelta=None): out = out.loc[target_timestamps] out.name = original_name out.index = pd.to_datetime(out.index, utc=True).tz_convert(target_index.tz) + out = out.reindex(target_index) return out From 208f00fa6e8fdaba53ad8cfbf73e6e352acc53c9 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Fri, 8 Mar 2019 09:47:45 -0700 Subject: [PATCH 030/146] address bug related to python 2 sting casting --- rdtools/normalization.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/rdtools/normalization.py b/rdtools/normalization.py index f472a91a..82cb5a0d 100644 --- a/rdtools/normalization.py +++ b/rdtools/normalization.py @@ -414,7 +414,7 @@ def energy_from_power(time_series, target_frequency=None, max_timedelta=None): median_step_ns = t_steps.median() if target_frequency is None: - target_frequency = str(median_step_ns) + 'N' # Pandas offset allias in ns + target_frequency = str(int(median_step_ns)) + 'N' # Pandas offset allias in ns if max_timedelta is None: max_interval_nanoseconds = median_step_ns From 090eef62161c51f85e5cd9dcbaa3beec671e1818 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Fri, 8 Mar 2019 10:02:17 -0700 Subject: [PATCH 031/146] Add recomendation against using interpolation for downsampling --- docs/degradation_example.ipynb | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/docs/degradation_example.ipynb b/docs/degradation_example.ipynb index de429ec1..5402d0ee 100644 --- a/docs/degradation_example.ipynb +++ b/docs/degradation_example.ipynb @@ -154,7 +154,11 @@ "# There is some missing data, but we can infer the frequency from the first several data points\n", "freq = pd.infer_freq(df.index[:10])\n", "\n", - "# And then set the frequency of the dataframe\n", + "# Then set the frequency of the dataframe.\n", + "# It is reccomended not to up- or downsample at this step\n", + "# but rather to use interpolate to regularize the time series\n", + "# to it's dominant or underlying frequency. Interpolate is not\n", + "# generally recomended for downsampleing in this applicaiton.\n", "df = rdtools.interpolate(df, freq, pd.to_timedelta('15 minutes'))\n", "\n", "# Calculate energy yield in Wh\n", From 10b46dd8c1acad86bc64f4283aca557951c5baac Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Fri, 8 Mar 2019 12:54:14 -0700 Subject: [PATCH 032/146] Update notebook_requirements to address security issue in notebook version --- docs/notebook_requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/notebook_requirements.txt b/docs/notebook_requirements.txt index e941351a..55e91b7f 100644 --- a/docs/notebook_requirements.txt +++ b/docs/notebook_requirements.txt @@ -22,7 +22,7 @@ matplotlib==2.2.2 mistune==0.8.3 nbconvert==5.3.1 nbformat==4.4.0 -notebook==5.6.0 +notebook==5.7.5 numpy==1.15.2 pandas==0.23.4 pandocfilters==1.4.2 From 2d3c31aeaa305bf0aa926b91ccf60ac1d8e6f97a Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Fri, 8 Mar 2019 13:01:32 -0700 Subject: [PATCH 033/146] Update copyright line of LICENSE --- LICENSE | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/LICENSE b/LICENSE index e0bd7db5..7142c7f7 100644 --- a/LICENSE +++ b/LICENSE @@ -1,6 +1,6 @@ MIT License -Copyright (c) 2016 kwhanalytics and NREL +Copyright (c) 2016–2019 kwhanalytics, Alliance for Sustainable Energy, LLC, and SunPower Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal From 3d6a8feca00648fb1262eca54fc679cceba65978 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Fri, 8 Mar 2019 13:49:27 -0700 Subject: [PATCH 034/146] Update to use pvlib>0.6.0 --- docs/degradation_example.ipynb | 18 ++++++++++-------- docs/notebook_requirements.txt | 2 +- requirements.txt | 2 +- setup.py | 2 +- 4 files changed, 13 insertions(+), 11 deletions(-) diff --git a/docs/degradation_example.ipynb b/docs/degradation_example.ipynb index a18113cd..eccc73ba 100644 --- a/docs/degradation_example.ipynb +++ b/docs/degradation_example.ipynb @@ -31,7 +31,9 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "from datetime import timedelta\n", @@ -88,7 +90,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/anaconda2/envs/notebook_test/lib/python3.6/site-packages/pvlib/irradiance.py:282: RuntimeWarning: invalid value encountered in maximum\n", + "/anaconda2/envs/rdtools_dev/lib/python3.6/site-packages/pvlib/irradiance.py:298: RuntimeWarning: invalid value encountered in maximum\n", " beam = np.maximum(beam, 0)\n" ] }, @@ -414,7 +416,7 @@ "outputs": [], "source": [ "# Calculate the clear sky POA irradiance\n", - "clearsky = loc.get_clearsky(df.index, solar_position = sun)\n", + "clearsky = loc.get_clearsky(df.index, solar_position=sun)\n", "cs_sky = pvlib.irradiance.isotropic(meta['tilt'], clearsky.dhi)\n", "cs_beam = pvlib.irradiance.beam_component(meta['tilt'], meta['azimuth'], sun.zenith, sun.azimuth, clearsky.dni)\n", "df['clearsky_poa'] = cs_beam + cs_sky\n", @@ -521,12 +523,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "The P95 exceedance level with the clear sky analysis is -0.31%/yr\n" + "The P95 exceedance level with the clear sky analysis is -0.23%/yr\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -608,9 +610,9 @@ "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "Python [conda env:notebook_test]", + "display_name": "Python [conda env:rdtools_dev]", "language": "python", - "name": "conda-env-notebook_test-py" + "name": "conda-env-rdtools_dev-py" }, "language_info": { "codemirror_mode": { @@ -622,7 +624,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.6" + "version": "3.6.8" } }, "nbformat": 4, diff --git a/docs/notebook_requirements.txt b/docs/notebook_requirements.txt index 55e91b7f..be6bde56 100644 --- a/docs/notebook_requirements.txt +++ b/docs/notebook_requirements.txt @@ -33,7 +33,7 @@ pickleshare==0.7.4 prometheus-client==0.3.0 prompt-toolkit==1.0.15 ptyprocess==0.6.0 -pvlib==0.5.2 +pvlib==0.6.1 Pygments==2.2.0 pyparsing==2.2.0 pyzmq==17.1.0 diff --git a/requirements.txt b/requirements.txt index 44fe759a..205ac5e3 100644 --- a/requirements.txt +++ b/requirements.txt @@ -2,7 +2,7 @@ h5py==2.7.1 numpy==1.11.2 patsy==0.5.0 pandas==0.22.0 -pvlib==0.5.0 +pvlib==0.6.1 python-dateutil==2.7.3 pytz==2018.5 scipy==0.19.1 diff --git a/setup.py b/setup.py index 48cbb684..38c6be98 100755 --- a/setup.py +++ b/setup.py @@ -39,7 +39,7 @@ 'statsmodels >= 0.8.0', 'scipy >= 0.19.1', 'h5py >= 2.7.1', - 'pvlib >= 0.5.0, <0.6.0', + 'pvlib >= 0.6.0, <0.7.0', ] CLASSIFIERS = [ From ed8e3af7a729e057f8f57b554fa13da0ebaf655b Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Mon, 11 Mar 2019 09:14:52 -0600 Subject: [PATCH 035/146] Rerun the notebook after incorporating upstream `development` changes --- docs/degradation_example.ipynb | 74 +++++++++++++--------------------- 1 file changed, 29 insertions(+), 45 deletions(-) diff --git a/docs/degradation_example.ipynb b/docs/degradation_example.ipynb index 6c5ec3a3..501c84f1 100644 --- a/docs/degradation_example.ipynb +++ b/docs/degradation_example.ipynb @@ -31,10 +31,19 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": true - }, - "outputs": [], + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/anaconda2/envs/rdtools_dev/lib/python3.6/site-packages/statsmodels/compat/pandas.py:56: FutureWarning: The pandas.core.datetools module is deprecated and will be removed in a future version. Please use the pandas.tseries module instead.\n", + " from pandas.core import datetools\n", + "/anaconda2/envs/rdtools_dev/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n", + " from ._conv import register_converters as _register_converters\n" + ] + } + ], "source": [ "from datetime import timedelta\n", "import pandas as pd\n", @@ -96,14 +105,12 @@ }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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V4QRSk5UtpXwaeBrg9NNPV/fzGyE89dRTJ9oEFZUYqlA7xgwmfI5WGPXnqTlSD86O2g7WljWweEaEc8dnD9uekU6iYDoenq6esv3BSK+yP2+C5rOIEEIDPAcEgJsApJRuoGcwWbMQ4iagUQiRBrij19MAX9znrk/NaJWj5vrrrz/RJqioxFCX5zjG9AiBCrvziNIHY0qhjXnjs/t4anqul2Zb2VbTjjcQHmKJklAkwv5m1zDuGXl4A+Gk7e7xAPWI4sT+6+++4dBTx6zijKTfjcrJiVBGlP8FyAOWSCmD/WTt8YSJ6Li0RuC0uPTT6B0yVVEZkI6ODoQQWK1WLBYLxcXF/OUvfzlh9rS3t/PlL3+ZlJQUiouLef7554d0X2VlJSaTiaVLl8auLV26lIKCAtLS0pgwYQIrVqzodc9tt91GRkYGZ599Ng0NDbHrq1at4tZbb+1Th91uZ/To0UfYspMDVagdY/oTUkNNH4xE4ZF4vcrhHpYQnFWcyewxGbS5A0csHhM5FuJnuAxVACf233CE82Dt6u+7UTlpWQ5MBr4opfT2XBRCnCmEmCiE0AghsoDfA5uklD0P0d+Au4UQGUKIScAy4NlP2XaVI6Tkp/+OHSeKsrIysrOzcbvdeDweHnroIW644QYcDscJsecHP/gBBoOB5uZmVq1axfe+9z0qKgb/3+MHP/gBZ5xxRq9rd955JzU1NbhcLl555RXuvvtutm9X5ud8+OGHbN++naamJubOnctDDz0EgNPp5Le//S2/+MUv+tSxfv16LrnkkmG3KRRKNmF7ZKIKtWFytCJkOC/zI6lrKEIwvlyzQcuS2UUsmJR7zDxBR+s1PBKOVAAP576htutECFWVY4sQohi4AZgBNAkh3NHj60ApygzOLqAc8ANXx93+c+AQUAu8DfxmsKU5VFTiKSsrY9asWbHz888/n3A4TEdHx6duS3d3N2vWrOGBBx7AarUyd+5cvvSlL/Hcc88NeN8LL7xAeno6F154Ya/rU6ZMwWg0AsoyKEIIDh06BEB1dTVz587FaDRy4YUXUlVVBcDPfvYzfvSjH2Gz9f07vX79ehYtWgTAb37zG5YsWdIr/eabb+a2224DlCVwHnnkEaZPn05KSspJI9Y+l0Kt3R1g5Xs1tLsDw773eIU2E1/u3kCYNdvreGtfS9KyhhrqG4qNx9oTdLRewyPhSNswnPuG2q4TIVRVji1SyloppZBSmqSU1rhjlZRytZRyrJQyRUpZIKX8hpSyKe5ev5Ty21LKNCll3lAWu1UZWTQ+eyuNz97K7NmzT0j9O3fujNXd2dnJnXfeyezZsxk3btywyrn88stJT09Pelx++eVDKuPAgQNotVomTJgQu3baaacN6FFzuVzce++9PProo0nTv//972OxWJg0aRIFBQUxoTVlyhS2bNmC1+vljTfeYMqUKWzbto39+/dzzTXX9CknGAyyefNmLr74YkAJq27YsIHOzk5A8Zq9+OKLXHvttbF7Vq9ezb///W86OzvR6U6OYfonh5XHmPV77Ly6u5FAKML0ovRhDewfbDbflEIb/mAYfzAS81gNhcRB7hV2J3anj0KbqU9dPSKu0emL1TmcCQrHe0biyTozcLCJHkNt12d1xqeKyueFQLPi4dnRfGLqLysrY82aNTzxxBN0dXWxcOFCNmzY0Gsh3ngefPBB5syZw0UXXdTr+rp1647aFrfb3ceTZbPZ6Orqf37MPffcw3e+8x2KioqSpv/xj3/kD3/4A++99x6bNm2KedimTp3KkiVLOOuss5g0aRJPPvkkV1xxBStWrOD3v/89L7/8MkVFRTz55JOkp6ezefNmTjvtNFJTlUnVBQUFnHfeebz00kssW7aMDRs2kJ2d3Utw33LLLf3aNVIZkkdNCPElIcRnRtQtmlbIF6cXUJJtHXYoayAPTM+LHgQf1rQPy6OS6K2ZUmjjgkm5LJld1KeuHhFXEBVxFXYnb+5rYc32OryB8OduLNVg7R0oPT7tWHnCPs3+VcOsKiqfLfx+P3v37mX37t24XC5efvll3n//ffR6fb/3VFRUMG3atH7Th8OqVauwWq1YrVYuvfRSrFYrLperVx6XyxUTR4mUlZXx3//+l9tvv33AerRaLXPnzqW+vp7ly5fHrt9+++3s2rWLF198kRdffJF58+YRiUR4+umneeONN5g8eTIPP/ww0Dvs2cM3v/lNVq5cCcDKlSt7edOAk06kwdBDnw+gTD9/Qghx5vE06NMg02pg6dklnH1KVkwcDfTCi3+BDyWfPxQix2qgNNvaJ89QGehlX5ptpdBmYtG0QryBMNtr2unyBTnc7qXC7hyW4Gh3B3hmSxVv7m3p06ZjIQKGUsbR1nM04egKu5ONFU089p/9FNjMzCnJiHlDh8tInkShoqJyclBeXo7RaKS0tBSAJUuWMGbMGNasWdMr3/LlyznnnHP4zne+Q2NjI3l5eX3K6hFayY5LL700af1f//rXcbvduN1uXnvtNSZMmEAoFKKysjKWZ9euXUyZMiXp/Zs2baKmpoYxY8aQn5/Pb3/7W9asWdNrzF08oVAoNkYtnubmZp566inuvfdeysvLmT59Onq9njPOOIPdu3cDilC77LLLet23ePFidu/eTXl5OevWrePrX/96r/T+vJIjmSEJNSnlaSibE3uBNUKI/UKIu6ObE5909LxQgZgYGuiFF+/t2lHbwYsf1bGj9pNBnT1j3gpsZuaNz8ao09HqDlDlcPcpqz+G88KtcrhpdQfY2+hk+aaD/HOnndo2D2MyzbHFVoc6Rmz9HjsvbqvniTcre7VpuDYl0tPHO2o7Bi3jaMVGabZ1QGE8UH9MKbQRDEfYctDBut12qh3dvHvoyGwZqB3eQJitla1srXQcUyE3WNuPB8dKfKveQBWVvuzcuZOpU6f2EhSLFi3ilVdeiZ2Xl5fz9ttvs3XrVm644YZ+xcdrr70WE12Jx2uvvTYke1JSUvjKV77CvffeS3d3N1u3buVf//pXH09VD9dffz2HDh2irKyMsrIybrzxRi677DI2btxIS0sLL7zwAm63m3A4zMaNG1m9ejUXXHBBn3LuuOMO7r//fiwWC2PHjuWjjz7C7XazadMmSktLqa6uxu/3M2nSpF73mUwmrrzySq655hrmzJnzmdjxY8jhTCnlLmCXEOLHwIXAo8D9QoitwFPAaill5PiYeWwZ6p6U7e4A6/fYWTApj9YuH49saGRmUTqhSIRyeycuX4BGp59gOMKb+1oIhCJMzE/FH4owpyRz0JmX8eOhhrNfZPwCqwg4uzSTeRNyOfuUrFi+nlX4t9W0Dzh2bdG0QvY3uqhq8+BPmAFzNGOtevp4TknvtcXi+7TG4cYfUh6ZwfprIHqEa5XDTaa17xiywcaWZacYMOkEHn+IcnsnWSmmIxI+A/VXhd3J2jJlc2ejXhOz52gXQK5yuLE7fazfY08aJj8eDGXR4GR5Etv6edk3VEVlOJSVlTF9+vRe1y655BL+8Ic/4PP5MJlM/POf/+T6669HCIFGozlmYc/++OMf/8i3v/1tcnNzycrKYvny5b08apdeeinz5s3jrrvuwmKxYLFYYmlWqxWTyUROTg6tra0sX76cG2+8kUgkQnFxMY8//jhXXHFFr/reeustOjs7+fKXvwzAnDlzuOyyyygqKmLixIm8/PLLrF27tk/Ys4dvfvObrFixgmeeeeY49Manz7DGnQkhTgGWRo8IcC9wGGXF7iXAV461gceDoe5JubasgRc+qmXd7ka6vEHqnV7CoTCzx2Sw5WArT2+pxqzT8LU5Y/ji9AIK0y28vKOeNneA+RNzmVWc0a8NiS+pZPUn25rIbNDG8noDYfyhEDVtXmYUpScdy5bsfm8gzI7adkAwuSCNvHQTu+0u/KHeO9gcyaSAnpdxgc1MjtXA5AIbmVZDLL1nIkdtmwdHt58ah4ex2Slcc+aYIxYZR7MpeoXdyf5mNxqhQa/T4PaF0Wv6F30DMVB/TSm0sXhGGBAU2MysfK+GRdMKY+vewfDFijcQxuUN4AmEY2Hv4yV44vtzKAK+NNvKvkZXL8Gb+Myrky5UVPryxBNP9Lk2f/58uru7Y+dtbW0Eg8r6y48//jgLFiw4rjZlZmaydu3aftMH8s7dd999sc85OTm8/fbbg9a3YMGCPm16/PHHefzxx2Pn69ev56abbkp6/5gxYzCbzX2W6qipqRm07pHIkISaEOIHwLXAOODvwLVSyvfj0tcALcfFwuPAUAVIVoqetu4gLk+Q3DQz2VYjp4/NYt74HNbttuP1BxAYKMowMyrDQoHNzFt7tRzsDlBW18H00bYBX9zxP+PpEVI9njkg6X6VpdlW3jvUzvbaDiobnRiNepbNK2VUhrlX2YlbG8V7d/Y3uXj94xY6PQEOt3ezraad0mwrVQ53UmE3qzhjSEt/5FgNSb1ci6YVAnD2Kdk8+04VRp2GifnWo35Z+4NhdtR2xOwbqrdmSqGNiflWDrd7KMqwMLMoHRBHbU+yPjt3fA4AK9+r4dXdjQAsmV0Us2Ow8nq+857vpsLu5LXyZkKRCLPHZBxXwdOf6O+PZF7OxGf+ZJ0drKJyorn22mtZunQpY8aMoaWlhVtuueVEm/SpM3/+/KQCNRKJ8Nhjj/G1r32NtLS0E2DZsWeoHrVLUUKd/5JS9ll8TErpEUKcFN60eAbyungDYXbWdaLTSDyBCJ5gEAEYdIKyug58gQgmgxa9RrB2ZwPj89LITzNS6XDj9AXw+E0U2Mz91j3QS6rC7mTlh7UcbO7mjovHM39iHka9JuaJybIaWV9uJxSWZJj0GHQa3qlqo707SCgc5pdfnt6rDm8gjFGv6fWi7PHu+EMRxmSZmTkmg/w0M0++dZDZxekcau1m2igbV88ppsLu5OUd9XR6gnyXsTHBkYyeOuIFRTw9Ezm21bTj8AZo6w4wJtNyVCG7ZGHFoXhrGjq8PLu1Gr1W0OHxs62mjbsumxIr82g2qu8v1AmwYFIe+xtddHqCeAPhIYmVHqG0r9FFa3T9v/jvcTABfbT0J/r7I5lHTRVmKiOZ/nYi6Lle8/BlSdNPBLNnz2bv3r0n2owTyo9//OM+17q7u8nLy6O4uJgNGz47a0wPSahJKQddGU9K+Z+jN+fToUeg+YMRth5SXn49no2eF/SO2nbauv2MSrdQ3eqmrs2DVqPhzX0tjMu1crijG6c3DIQJRSKMy02lIN2MwxXA5Q2yu76TP285xE8umZxUBA4kBKYU2iAC7d1+Pqhu58yx2exrdLG9toM397UwOT+VquZuGjo9TB9tw+NXxpYZdBqyUgy9vGKJ3jEg5t3xBsK8d6iVmUWZLJySz5+3HKKh04teq8EfDFPe4Ip5cVL0WlrC/tiYsv6Ifxn3Fzr0BsL4g2HSTXq8wRBv7m2m0eln8YxRvcKkQw1fZlgMOL1BJuenxoRBvEjtrz+e3VrNuj12RmdYyLAYaXEHeHBdBWgEZr3yq3GkwiJeRPXsv9ojdjZWNLLH7uKD2g6c3iB3fGHioCIrmQCO99INp7+GSmJ5yUR/f+xtdLGr3klhupk0s/6Y2aSioqLSHykpKbjdQ5/Ed7Iw1NDn3/pJ8gP1wNroZIOTgviB7tkpBnYc7qAw3YS90xdbRBYEJp2OeeOyqXZ04w+DNhKhosEJkQgT8tJo6OjG4w+Sn2pi6igbRp2WyaNS8fhTaOny0d4dSDpuaLCwnNmg5e7Lp/DEf/fjD0Z4/oNathx0MG9cFqfmpzJjTAZVrW4OObrp8ARx+kKcXpyOzWJiUoGtl+cl3gOTOKjbH4zEQmdVLV0caHaTZtLhD4bp8oWYUZQeEwatbj+HHR66fEPfcqM/4VBhd7L1UBvBUJhgKMx/P25m66E2qlq6uHRa4bDDly98eJjtte3UOLo5rchGmtkQs9sfjPBhTTv7Gl3YnT42hpoQAvY1ulg8cxRldZ1IKbn41Fwc7iD//biJYDjCpVMLhhRK7PHKXXfu2FjIuec77BFR22raY+3wB8Ns2t+KWa+hIN2EECL2jAwktOIFsNmQfIHjYz04P7G84QlBZbxjZUsXB1u6WTwjwrnjs4/aJhUVFZXPG0MNfbpQxqi9AtR+tZD7AAAgAElEQVQBRcAXgRdQNi3+iRDiRillf4JuRFGabWV3XScuX4hgJAIIKlvc7GvqYtooRZyU1bUzLteKxx8i1agnFAqTn25hSqGN96racHqDCCJ4g5Jgu4ffvXGAS6bmY9RoMFm0fOm0QrKtxn6XhIj/mYxRGWa0Oi2v7GpgamE6VqOO2jYP/pDknYMOCm0mbGYtGRY9mSlGTslJpbbdSyAUxuMPcfZphXR4AklDkD1rh4VCEeaOy2ZnXScV9Z3sa+rCatbQ6QkTjkhCkQjzJuRQmm3F6Q3RHQyx83AHV8wc1a/d8S/z/mb++YNhbGY97xxw0+0P4wlE6A6E2VzpwOUP4Q+FsHf6WDApb0jLjFx37lgOt3Xj8oeobOnGE3DFBGrPrNPSbCvr99ipanXT6PLT5PQTCEcwGzQcbvdiMei45YISwuEw1W0ezpuQCzDorNk/bznEq7vs1LZ3882zxzK5IK2PB7MnDFhgM7OxohGrSUea0cToTAunFnwyOH8woRUvsD+MW16mh8TnKlFYDdfjlljecITgrOJMjHotDR1eNpQ34/IF+817rD2BKipHS86Se060CSoqMYYq1CYAi6SUW3suCCHOBn4hpbxYCHEJ8DjQr1ATQtwEXAdMQ1nK47oB8t4O/AQwA2uA70kp/UO0dVCqHG521new+qM6xudZOac0i8J0MwdbupmYZ2Vvo4vn3j9MJCLxhyIIDUzMtzG9KJ2547IAyYc17aSZ9DR0evGHQrS4/PyrzE5rlw+tELj9IR77n5lD3ooo2csqK8WAlGDv9OANKmtNzRuXRYpRxxenF+DyhYgAM8cos0v9oRAbKppwdAUozrKw9OySXnuH9kxQ8IfCHG73UNHYyYaKRuaNz8Fq1BKOhOnoCuOLKA+GPxTBrNfy0vbDBEMRxmZbmDkmo9+tsbyBMKs/rKW8wcWSWaNjs17jhdaO2g7WltkpzjSTajYwa4yBcrsTty9Em9tHi8vPPa+UEwlDtz/EDfP77m3XE7KtafOyeMYoRmWY+cY5Jby8ox6QzCnJjAmm0mwrexudlNV1UJhuptXt4429zWg0ggsn53LdOSVUtnRTYDOzt9HFjfPHs7FcGej/n4omnn23huvPK+XSaQVJn6Uzx2aypdJBQ6eXNTvqmDUmA7vTFwunewNh/u/1fVS3eej0BNnf4kJKqOvwUlbfidMTZEZReq/JI/0J054dKLJTDEnzJT5X8cJqSqGt17ZjQ/G4JZbX3z8Y/QktfzDMlgMtNHR0s/lAC2eOzeojYhPtVMewqYwELONO+nXdVT5DDFWonQl8kHBtGzAn+nkjMHqQMuzAL4GFKAIsKUKIhcBPgQui9/wTuD967ZgwpdBGulkZH2Uz6RibbaUkOwV7p5fJBTY+qHbgcPmZVGBFp9Vid3rRaTVohWBivo3NBxzodRpy00yMy03h3UPtBENhfKEw4TDoDAIJw1ouYUdtO2vL7CyeEY6NH7MYtUwttJGdqudgczdNTi/1nX46G7sIhcO4A2GUmiT7mrrITDGiAUanW1gwKY+tla3sb3bT5PQSCEWobHXj9oVIN+vxh8K0uoL4QxE+qmnnosl5vFvVRs8QNKNe0OT08cC6ChBQ3dbN6Awz7xx0MCrDnLRdFXYnexqcdHqCgOwzTmxKoQ1/KITD7acwXdnbLcWkZZTNTCg1gjcU4UCTk3ZvGK2A96vaGZ/X0mt9OID3DrXy0Gv7EQIMWsGS2UX4Q2FMOg1v7W8FYFZxBqeXZLKtRunXZpcPrUagFdDo8qHTCNaW1XNWaTZjMi389b1qHF0BLptWwO4GJ+V2J75AmLoODx9UtfUr1OZPzKPR6WNbbQdpZgMLJuWxsaKRHYc7KUw389b+Zl4pa0BoNBSkGqhv95FlNZBi1DEm04IQgvV77HxQ3U5Dh5ebLhjfr1dpSqGNfY0uGp0+jHrNoN6nmOfYG2JHbUe/e8cOFW8g3GuCwECe0037W/i/1w8QkZIuf5iq1m7WltWzp8HJtFHpXD1nTB+P46e5aK+KyucNr9fLVVddxebNm/nCF77A4sWL+etf/8p//pN8ePn8+fNZunQp3/3udz9lS5Nz4403MmrUKO65Z+R7O0tKSlixYkWfvVePlKEKtTLgV0KIn0spfUIIE3Af0DMubSzQPlABUsp/AAghTmdgUfdN4C9Syopo/geAVRxDoVZbU8O2l/9ElzvEBx+n8uF6I8V5GYSEnpaKXOzuMPWVHYRabcyZUMg5pbkIIRBCsLG8kTaPnwyLgbp2L2Myzeh1GjKtRnz+EBorjMlMId823EVTRa+fFXYnTm+IqaNslNV3cKDZTRioau1iVEYK+WkmugNhJuWn4fGHONjsZt74bLJTTSycks/G8kbePtCCzaInL9VMu8dPe5efDm+AwnQTGo0g32agtSvAmMwUDja70WkEFqPAFwK9RjEl1aQnO0VPty/M3HFK+Yntil87bVqhjZJsK7OKPwl19njZLp9eQGWLm3BE4vKEKW/oxBeKEI5Isq0GzAYdJdkp+Ju6QAj22J08+241aWZdr43na9q8SCJkWUwsmJTHjtoOnnv/MC0uZYyhTiOYWmjDqNdSYDMzOT+V4kwLB1q6MGoFBWkm3P4Qe+qdfGx3cdrodFpcPhzRMX3pFj0T85VZvLk2M8vmlQ74zU3MSwUEbW4/jU4vE/NS2VnXwQsfHabG4SEUkeRaDRRmpGB3BXD5ggSCEUbZTJw/IYfJBWkcanFT2eymxuEGcpPWYzZoWTK7KNYPiSR6tqocbvY2dbG3qYvFMwo595SsuOds+PSsgQcwNtvK2rIGLp2qiHKLQUtrl5839zZj1GnZetBBW7efDLMeq0FDqklHVoqRqtZuWrv8TMxLjY1Z65l4MDbbqo5jU1E5Trz88ss0NzfT1taGTqe8+hO3VxrJ/OlPfxpy3uuuu47Ro0fzy1/+8jha9OkxVKH2TeB5wCWEaAcyUTxqPd9yJvD9Y2TTFOBfcee7gDwhRJaUsu1YVPDWtj1sWLU8adpzCedvZ49iwT3PU5xlwWrUkWU1smfzRj547mGEzoDJbMYvdVhTLKRZU7BZU6jS6vk4omP7c5lcNPcMbr311l5lVlRUsGvXLsxmMxaLBbPZjNAZON0WISPcQVNTiGy9lnQD5OamsbOuA4my31dpdgrj8tLISzOj1ykeiQ+r22jo9PD2gVayrEaqHW6qHN0gYUZRJudPyOHZd6owGbR0d4bZdbiTsFQ8XuOyreSmGfigqgOdVkO2VRExAAU2Mzqt4KxTcghJgV4neHWXnQKbkUuj66HBJ6Erm0nHHrtT2S3hlCxACXVu2t+KAGrautnX1AXA+9UOPIEwVoOGkpw0LAYt+5tc+AIhcqNCKtWk49xxWX28Ngun5LPzcAc5qUYanV78IWUjeoNOw7hcK/PGZ+MPRXh5Rz02sx4N0OUNUNfuQasRzBmbSW2bly5fgIZOH55AmNlF6bgCEb55VjFv7W9lTKaFHYc7EFKyv6mLzBRD0tm7PeHEc07JwjjaRmm2lQ+qHbS6ArR2+YhEJDlpJs4qzaI0x8rmSgdZVgNeTRihETHP2LwJ2RRlpbBwSn6/4+Li11LbtL+ZrQfbmJyfRmWrm2XzSqlxuHt5ZXtmnirh7gg1bR6anF6qHW4WTSukrK49Fj6On22brM4phbbYGngLJuXxz511VDZ3UZxp5pCjm6qWboSQ2Mx6ctPMXDApB7Ney4S8VFZ+UIsvFKGuw0MkIunsDlBu74yFxvc3uQhHIvhDoUHHBKqoqBwZtbW1TJgwISbSVPonFAqNqH4a1BKhbCKmAc4DCoBCoFFKebgnj5Ry2zG0yQrEb5bY8zkV6CXUhBDXA9cDw9rPK88y1L3oIazR4/YFyU01IwR8VN1GwNuNr1sRHN6odR76rvi7D3C3N/URaq+88gp33XXXkOovPfsSzvjmvZw7LhudRpBtNfDys39iefkWNDojQm9AbzAR0uhxpVjwSR1SoyclxcLU4hyCtnm85g/x+r4W8qxGRqebMftaqbQ7GD82F7MuhYA7Qne3G6HRI5BMyk9jcn4qhxzdNHb6KDvcweIZo1i7s579TS7WbG9g/sS82Mu0x7vj8obYdKCVt/e3MjEvlVnFmZTbOwmGIpRkmymwmSnJSqGmzUN5nbLH47J5pWRaDTzxxkGCEYk3EOL0kkymjkpnTKYFkKz+8DALp+THJgWs3VlPIBymvsNDa5cfo06DNxiiuctHYZqFYEgZW9jm9tPi8pNm1rOtpp1OTwCrSc/4XCv+UITmLj/d/jCHWruwWTJJM+l5a38ruxuc2Mw69tR3UtPezZaDDu5aNJkLJvfe9LjC7oyFEycX2Njb6OSv71bz0vY6QuEwGSlGinOt7K7vpLK5C5DoNYJOT4AMi4FAKEJrl5/VHx6mze3nnFOyeGtfc7/jyHrE6vbadp577zBOX4D/VDQRAfQawdmnZONw+3H5PhE8s4ozWbO9jh2HO5SJM1IAStj31V2NeINhDFrB0rNLkj5/iWHNnjXwPqxup9MbBAFWgxa3P0iHN8jCvFTavEHcvjDzJ+YyuSCNLl+QcrsTvVaQkWLA5Q2yv6krOjEizB67k2mjbBh1OnWsmsqIoP7Jb8Q+j/7Bpz9HrqKigttuu43t27ej1+u59dZbueuuu/D7/fzkJz/h73//OwBXXXUVjzzyCEajkU2bNrF06VJuv/12HnnkEbRaLQ8++CDf+ta3+PnPf85DDz2ElJK1a9fyu9/9Dq1Wy4oVK3jnnXcAeP3117n55ptpbGzk2muvRcreO9U888wz/OY3v6GpqYk5c+bw9NNPU1xcDCgbnS9fvpxHH30Uh8PBNddcwxNPPBHbg/TPf/4zjz32GPX19RQVFbFy5UpmzZqF3W7n5ptvZvPmzVitVm6//fZ+F++N95IN1Nann36aVatWIYSI7drw6quvDljXfffdR3l5OSaTiVdeeYUf/vCHPPTQQzQ0NJCZqfwt2rlzJxdffDGNjY0cPnyYZcuWsWvXLoQQLFy4kCeffJL09PRj/zAwBKEmpZRCiD1AqpSyDmXW5/HEDcQvJ9zzuSuJbU8DTwOcfvrpMjG9P6aeOolv3fITPjrYhFGEaHS4CAR8WHURfF4v7m4P2kgAv8+HPnMUs8ZkcN74bCpb3Oyp78Qdt5XHYLgCfUNNXq93yPcXZtkoTDcxMT+VzQda+djuwuxtpr1qT5+8iUKxErA3Oxh/6XfwBUJEhIGmLi+VK39Ld+UHlCepT+gMaA0m9AYj6AzMXryMvYYvkJ9uIifVgFYI3n5xOV/bEGZsfgYWiwWdwYgrqCE3I5WOGhcdQQ3/6R7NP0Ia9oczafIbCUUiNLnquPasYvItkvcCIXQ6DXsanHR4g7R5/PgCYYJh2Nfk4qeXnsr+Jie/Wr8fXzAcW7pjb6OLbbXtbK/pRCJpaPcysziD+RNzeXVXg7L35YceSjKtzBqTzu56J6MzjFS3GnB1B9CLCAdbuvEEQpiNGlKMZmwmPZlmPaOzlJCyxajljX3NHG7zIAG/JsLHjU5qHN2UZFtj3sLWLsUbN3NMBss3HcTe6WVbbTutXQF0WghFwN7hxROI4PYGaXR58fpDBMMR9DotBelmahxuNBoN8yfmAILadg9IxZuZ6F0qzbby/iEHG8qbCIZDjMtJ4fTiTNz+UNQ7Jcm2Kl7GHs8lgN3pozQ7hd0NLjRCkm8zUZJlIT/dCFLxkA22r2z8TFJ/MMySWaPZWeekKCOFdyrbsDs9BELw330tuHxB3q9ycM4p2cwdl83imaOZHl3qZWqhLTahZXe9kwKbCZ1Gw8S8NGYVZwxpjTYVleNN2D3gSJ7jSldXFxdddBE//OEPefXVVwkGg3z88ccA/OpXv+L999+nrKwMIQRXXHEFv/zlL3nggQcAaGpqwul00tDQwOuvv86VV17J4sWLuf/++xFCcPDgQVauXAnAs88+G6vT4XCwZMkSnnnmGa644gqeeOIJ/vSnP8U2Xl+7di0PPvggr776KuPHj+fhhx/m6quv5t13342VsW7dOj766CNcLhezZ8/mi1/8IpdccgkvvfQS9913H2vXruX000/n0KFD6PV6IpEIX/ziF7niiitYvXo19fX1XHTRRUycOJGFCxcO2k/9tfX666/n3Xff7RX6HEpd//rXv3jppZf429/+ht/vZ9OmTaxZs4Zly5YB8Pzzz3PllVei1+uRUnLnnXdy3nnn4XK5WLJkCffdd1+vLa56eOedd7j88svp7Owc7qMQY6i+vZ0oMz/3HXFNQ6cCOA1lqyqin5uPVdgTYMKECfz2V79g7c56nN4gr+2x0+jykZNqJBSRlGSmkGU1sLfJjUErmFRgY1e9E70WWrsCTL5gCb+440YMIkSuWcPO6ia27LVT3+rk1DwjKdoIG3fWYtFFuOTMqX1mSU6dOpWvXHkVNc0d2AySoN+H1+vF4/Hg8Xjp7HLj83oJBf1ML87lmjOLcXmDrN/ThDsQwijCQ26rKyhodHkJSzDpoktvBPtsLhFDhgKEQgFCHuXc7fFS4+hmi0Ywb3w2ozPMbC57m4NNVQPW2zM9uPhrP8cw9gwatILiLA276jq586vn4He1I7Q63jaY0OgMaA1GpEaP1Bpp1huY+WcL6IxkX/BtzDmjOeTo5uUddUwtSKN8/XM0dvgxGM24DEYObTMxc2we0zJSKevy0OyVVLSaMATzEcY03tjbQkObF7+Elu4wbZ4O0i16Uow6rpo9GotBhycQ5t2DDmwWPW3uAPvsLnxhmFlkY8ooG0jBi9vqSTFoMeo0GPUa/r6tnoZOD9tr2pERiQSsBh0OEUADBEIR/MEIQkAYaHP5CUsISTBFwrh8AQxaLSY9pBr1bNhjxxeK4A9JNlY04vQqIege71JZXTurP6rD0eXDatIzKT+NcETS1OnjNxv3ce2ZxVgNWlKNeoJhicurrIXHJNhe28HHjZ1ohCAUiZCVMoozirNi4+oand5+vVk923NNLkhj7c56yuo7sOi1NDp92Ew6HG4/Rp0WQYRwJEIoAjIQptnl49+7G6mwd3LxqYV9ttHaWNHEwlPzWDzjkzC66klT+byzbt068vPz+d///V8ATCYTZ56pzEJdtWoVf/jDH8jNVcax/vznP+eGG26ICTW9Xs+9996LTqdj0aJFWK1W9u/fz1lnnTVgnevXr+fUU0/lyiuvBOC2227j0UcfjaU/9dRT3HnnnUyePBmAu+66iwcffJDa2tqYV+2nP/0p6enppKens2DBAsrKyrjkkktYsWIFP/7xjznjjDMAGDdOmcn/wQcf0Nrayr333gtAaWkpy5Yt44UXXhiSUBtOWz/66KNB6zr77LNZvHgxAGazmWuuuYbnn3+eZcuWIaXkhRdeYNWqVbE29LQjJyeHO+64g/vvvz+pnXPnzj0qkQZDF2qbgA1CiGdRPGox75WUckjb0wshdNH6tIA2OiEhJKVMXEH1b8CzQohVQCNwN/DsEO0cMlUON3vsTqpaunF5g3gDERo7/ei0ApPOR3VbN3PHZXH59NGxpR7eP+QgEIlQmptOe9hImxvapYkDwSzCOWZ0xgCagjTMFj1pkXEYtBo6s9L7zP686qqrKJ1zEVsqHcwbnx2bGbmjtj02SzMrxYBep2XeuCw+qG5nwaQ8vn1uCRsqmjntBz/kjIVfRRPxU37YwdljUinNNLDtYCP/2V2HWRNmlFVDdXMHlsIJePxBtEJysNWNXgPG9FyMhaWEg35EOIgmEsDn9eL3910BxSe1pGghx2ogP81MiklHMODrk68/9EYTJqMOBHj9YfY2dREKKPXIcIiQN/kq0lGdiPWcq0nTRHC4/YzPTmHt9hq2rP59n/z7k5RRDnz99xvJSknB7QvT4Q4gPQ7qn/sxDpOJNKuV5/5hQ+r0tPkgLPTYUlMICD0OT4SQ1kTjom+Tl26irt2LRa8hTePj3bf+w9TiHMbJbnbVtCL0ejR6E2GNDr3RjEUvMBt0CCGQkSBpKTqsRj2RCLS4fPhCEUwGDcGQpK7dTbpF2RLsg6p2Uk068m1mLp2Wz/TRxl6erM2VDvzBAKGwEmpwuAM4PQHK6joJROAvW6sx6bW89nETZp2GURkWvn3uWIw6DcFwhHSjnsYuZbeLdneQ//3CBIyjlXXcEmd09rCjtoMV71RjNmjRCkEkIrE7ffiCIZpdfnJTTZTmpqDXCjzBEA1tPlIMAotRh8WgpaLByd4mJx83ujHqJjGrOIMKu5OzT8mmts3DwqkFMZGYuNWWisrnkbq6Ok455ZSkaXa7PSaMAIqLi7Hb7bHzrKysXmOrLBbLkFbqt9vtFBUVxc6FEL3Oa2trufXWW2PiEUBKSUNDQ8ye/Pz8pPX2157a2lrsdnuvcGE4HGbevHmD2gvDa+tQ6opvL8CVV17JzTffjN1up7KyEiFELH/P/qpbtmyhq6uLSCRCRkbGkOw+EoYq1M4FqoHzE65LYEhCDUVw/TzufClwvxDiGeBj4FQp5WEp5QYhxK+Bt/hkHbWf9yntKJlSaGPaKFtsSySn14nVICjOTiUUDmPv9BIKExvwDJBhMSIjkGExKUtM2EwsmlbI2OwUdtZ18P6hdqYUpnL59FGEwhH2t7hJMWqSzv5MtpjoC9sOc9jhZf6kbMrqnTR2enljbzOBqI2BsKTa4SZFn0bWuNOYWZSO4aCDS2cUcu74HK6OzrAsq+skxaDF0ODC0e2nyxsiFIFAKIxOAwu++zNGZ1jY0+AkN9XEJVPzuXpOMQYt+Hw+3ttv543yOt7f30iNR0+T009ZXSetXX66vEFGX/wtii1hsi0a3G4PIuyn4rADn8+DJhLEIMOYNSG8Pi/jikcz9/TR1LZ5GZdj5UBLF0JoQAiQg0erR+dk0OqJ0N7tIRSO0NHpHPSeeN6r7eILMzI5f2Iumytb+biiEX9nC36UVZzrD/Z/r9AbufiOn1Le1EV5g5M0kxYRqOPHv1w2aL1avQFLXjGnfu9JxuekUu/0otNosDkP0rlpNcaUFBq8kpBQxhNWGU04A4LulBQ8Vgur63L5n/mzOL1kYWzSggYwhP34ne20dhuo0oawpVoQArQCNFpJq8uDJyjRaQQaIahs6aLc7qSmxaOEr21mnJ4gZ5Vm4g9JZhXbYrtA2J0+1u+xs2R2UWyB3P1NLlJNWnzBCPtau8iyGLlmzhjWl9tp6w5QmG4mxavjYEsXnd1BQijPaYrQRJeY0aHXarCadID8ZOKJWYej28+63XbG51oHXD/uRCCEMAJ/BC5CmSx1ELhLSvlaNP1C4ElgDMrSRddJKWvj7l0OXInyP8evpZSPfeqNUDkpKSoqYvXq1UnTCgsLqa2tZcoUZU/iw4cPU1hYmDTvcCgoKKCu7pNRTVLKXudFRUX87Gc/O6JZokVFRRw6dCjp9bFjx1JZWXlkRg9Az9i44dSVeE96ejpf+MIX+Pvf/87evXu5+uqrY3nuvPNOhBDs3r2brKws1q5dy0033XTM29HDUPf67LtF/TCRUt6HsqRHMnopmegfteP+h60ky8Lhdi+RsKS1y0cgHCbVrAf0WFx+Gp0+KuyKMNhS6WCv3Umn18/71Q5uWjAhtr7XrOJMdh7uwO0PMibTwqgMMxdMzqWisQunN0SVw93vvpc9lGZbCYck3mCYA81u7B0+IlJSnGkmxahXZtrtqCMUjlDR6MIbDFOQZuR/ziiK7SVZmm1lYl4qHn+Idbub8IfDXDgxhz0NXaSn6OlwByjNtdLS5efD6nYCoQg6jYayuk4MWg1LZheRkpLCuVNLSc/M4srzZnDLCzto6/LjCYTISTXR0OnFNukcPAY9Y8fnMH10Op3eIJ0f1pBi0BMIhfEGI6SZ9Oi0grnjcrCZ9JTbGznU6sLjD3PGvf8gz2rilgVjmVFowev18s7eev65rRpHRxfdHi8ZRsm0PDPGseN5v7aLti4vvlCIkuxUdJd/g4Dfhwz5qW3uIBwMkKINY9GEcbq7iQT9+H0+QgEfIY2ePfVOzHotX501mj8cGvpGxjqDiVZPAC1g0AiKMlNIaR1a2DkcDBAKBtFrtRSmm2hw+ujw+Am2NVK/+z3q4/J2xH3uGRlTDmx/4xxmnHUef3qrkorGLjKtesxVb9PwnDIOomc2j0arRaM3Uas1IHQGhM6I1mAgNH0ezqk/osmpLMuSZtETrnqfAzs/4pDByLrUVOaMy2NsfiYNXSEOdQT52Gyhu7aAmaV5tMkUHN1a5pRkkWU18ujG/TS5/Ow43I7DFSDDomdnXQdICIcV7W2MLuvS7Q8ihIkZRRmcWpiKxaBncsEn499au/y8uquRli4/B1vc/M8ZRSNtpqcOJXpwPkpXLwL+LoSYhjKO9h/Ad4FXgQeAF4GemMt9wHigGMgH3hJCfCyl/OzsEq1y3Lj88su54447/j979x3eZnU2fvx7W7Jk2fK245HhTLLJJGwIlFE2LaRlQ9lQoPwaSinjhRZKS2mBtxQoUNoyWuBtC2mBhACFMAKFBkggJosMO/GIt2x5aJ7fH4+kyI6dKIlH4tyf6/Jl6Xke6RzN59YZ9+Ghhx7immuuwe/389VXX3HwwQdz7rnncs8993DQQQchIvzsZz/jggsu2OMyTznlFK677jpeeuklTj/9dB555BGqq6tj+6+++mruuOMOpk+fzuTJk/F4PLzxxhvMmzdvp/d9+eWX88Mf/pAjjjiCmTNnxsaozZkzh4yMDO677z5uuOEGHA4Hq1ator29PdZNursKCgrYsGHb8JzdLeu8887jvvvuo7y8nH//+9+x7S0tLWRmZpKVlUVFRQX333//HtV3ZxKefyoiuVhfVoXGmPtFpBhIMsZs2clN9zrR3F7vrqklxWHDAAePzmH55iZKKz0My0qlJCeNWSXZjM5zxw3mTuOrqhZaOoJUNrXhcnQemPkAACAASURBVFjjBEorPXyyqYGm9iBVHqtbz2m3MywnhZw0Z6xFrafllSYXZ7Lwy0ry3A5stiQuOWwkf/5wE9mpyYzMTWNkXhqLS6tZu9VLcVYqQ7NcVDS1M64gI5bUNX59z8rGVjbVe0lz2FlX20pDm5+q5naGZqVywuQCyuvbmD0ym2RbEmPy3VR5OmJB6eyRObFEtcs2NTAyN42mVj8dgTBNbX5c9iQqAoamDj8rtjQxoSiTgvQUXMnJ+IPWUlBup52pQ9MBaGrzU93cTqM3QG04jMMmzBmdxyGjc5lWkk+220F2djan5RUwesxYijJd/HLRKkqrPLwXCBNe00h9a4BAyEB7gEavkH/ERcwdmU1da5CUikbaA4bhOam0dATJ9gUYkuHE0+HH6w0QBjxtPpZtamR0nptvHDaLaY8tJBDwYQsHyXEaahtb8La2saaingyHIddp+HzjVuz2ZNp8IZp9AcYVpjOh0I1JymP87CNx2w0t3la21DUhoQABXwfhgI9w0Ec4MgYwJcXF+EI3h47JJyfNyeul1dhSEn+fhm3J/O7ttfxreYXVSuW00167fYtiOBQiHGoFtk1yCQCe4jEs+rIKSRKKMl3MLsnm//75H0oXvxA77v1uyn068v/G+Tcz9YyryHU7AcOMEZk894v5fPTVR2BzkORwgs2aeexOTSUp2YnYHZhIwFhy4reYffKJIFaOuVVVHl5f+Aor1leSnpZKozfMsJJ8xqTn01rp5+/r13H0jAnk5wx8y5oxppXOPyxfFZGNwCwgFyg1xvwNQETuAupEZIIxZjVwEfA9Y0wj0CgiT2KtyqKBmtqp9PR03nzzTX7wgx/w05/+FKfTyY033sjBBx/M7bffTnNzMwceeCAA8+bN4/bbb9/jMvPy8vjb3/7GDTfcwPe+9z0uvPBCDj/88Nj+b33rW3i9Xs455xzKysrIzMzk+OOPTyhQmzdvHvX19Zx33nlUVFQwcuRInn32WUpKSnjllVeYP38+o0aNwufzMX78+F7JfXbZZZcxb948srKymDt3LgsWLNitsk4//XQuv/xyRowYwbRp02Lb77zzTi666CIyMzMZO3YsF154IQ8++GC39/H+++9z0kkn7dFi8dJ1Cm63B4kcjdUFuQw43BiTHtl2kzHmtN0uvRfNnj3bLFuWWJaQZZsa+MvHZdR7/aQ5bWysbWNIhpOhGU6+rPCQ4rDT7AsyNMvF948Z22mdyo/W17KuppVxQ9JjLWpdlzTKcTto94d45qONvLe2jtkjs8l0ORiZm8aKLU2x9Svjg7bFpdWU17XiDYQ4dHQO62tbmTo0k/EFGSxYXkEwHGZqcSbjCzM6LY8U/78o08XilVUsWVvDfzc2MCzbxegh6WS7kmn1ByitaOG0acUgEhsbF31cXWf8RcfMNXcEeG9tHaWVHlKddtr9IVraAzS0+TlqXD6Vng5y0hyU1XlpbPcxoSCTOaNyWb65iY/W1xEGhrgdhDAEQ4aMlGRmlWSTk+bkmAlDuh2TVNHYzvz/+5yNdV58gRDGGJx2obY1TFaKjeKcVIZlu/hkQz02EY48IJ+UZBvVHh+VnjaaOwLUtvhjPashY61gcMM3xnHI6Fx8gTBL11vrpR46Jo8XPinnzBlD+WBdLYjgdth57N315Kc7KKtvpaUjSF6ag46Q4dQpBdS1BTl2/BA+K2/g3XVWKpKRual8uKGBoZkuhmenUNPUwua6VnKzM6xkyIEwG2tbOboYbJ7NbNzaRGVtE/XNXvJSIBTwUV7TSE1jMyG/j2Hpdg45aCa+CSfx/roaMJDtTsa16nVWvvkiHm8rIb8PE/SDCXf7Ps+ceQoTvn0D+e4U6lp9jMhNY+kf76bik8TihQu+/yO8E8/AmZxEuy9EMBzmw0dvomntfxO6/UU/uocrr7iKJWut+s8syea7Jx1NS0XP3Q8/f/gP3HrdZQndP4CIfGqMmZ3wDXaTiBQAZcB04BrAYYy5Jm7/SqwhGm9jNYwWGmO2RvadDdxpjJnazf3GpxiaVVZW1tcPRfVg5C2vxS6X3Xdq7HLJj18FYNMvT+n3OqnBLdHvr0Rb1B4CvmuM+beIRHtqPmbbElL7lMnFmZx2YBGb6ts5eFQOL3xcRkGmizFD3FR7/bgcNqa6nRx5wJBO42ZcDhvHTiwkw2W1YGW47LEWqGMnFnYqw+WwkZyUREVTG1XL2wkD584ZEcsF9llZA9Es8UWZLsrrWlm9tQV/KExHZJboyFx3LO0CSCxAi1pV1dxpce5lmxpYVd1CeyBEVqqD3DQn5XWt5IzIwu100OwLUt/q58wZQ7d7XN3l7Fq6vp68NAfHTyrg+ElWDrGWjgD/WlFFdpsfQ5ikJPD5g1Q3d+APGZraAiTbhC1N7bQHwriSk5hZks3GulaqW9qpafGxtdmH25nc48oNVZ52xg1xU9nUQbvfCkK8AWscVqs/xKTCDM6ZM4I1VS2EjKHK08GkokzGDknGHwqzpaENE4aCTAfO5CRqm30My05jUlF6bOJGNA3EPz7dzBcVVpqIOq81MD8nLZmkJMhyJVOVJITDsLXFTxj422cVEDb8+6tqctwOkkToCIR5f109lZ52QiHDBYeUAENYV9PKiJxUqjwdbGloZViWi6vmjiXHfVRs3NmHG+pYU+0lP93JAaEwrZubCIbBnm6nIS+D4pQkphRn4UpOoqbFR3j6aTx7848YkZPK3a9+xalTi2hqbeX5pV9T3djCiPQkGr1tNHpaCDoz8PqCtPrbaPWFcLvsjD/0BAJphQT8PpLCAdKTw0zMT6GtrY3KOg9J4QChgI+2tjZWtziwedpIT0kmFAxT0+ojFEh8yd1DDxgKGIoyXdR7fZQ3WN3SOzKuKDfh++8vIpKMtTrK08aY1SLiBmq7HObByvXojrvedd92djfFkFJq/5FooDbSGBPtoI1+mfh34fZ7FZfDRobLgae9mc/LG+kIGcoa2phUnM4ho3JAhOMmFvDR+jra/VmdWpmimeGh8+LU3bVKnTljGIFQmK9rWtjc2AGYWMLWt1dbkwRSnXY87QHKG9ogHEZsSaypbsbttLNicyNOexIzS6xgcNmmBt5eXcPiYDUOexKHjcmNtc5F63Pm9BArK5tZ9GUlG+pbafeHaA2E+M6sYXxr+lAuOXwUQ7N7XGo1ZnJxJl9sbuLdtTWsrHRy1kxr1a/3NnvYWOulztvBmmohMzWZ4dmpZKYmI8AR4/JZs7WFodkptPuC5LidjMhNY0RuGgu/qMLb3k5zR4D6Vj+rqpq7XTJodJ6bpvYgdruQm+7EniRUNrSR5kyyWqbqWllW1kh2mhN/IERdq5+wMVw3dxzLNzew8Asna7Z6ufzIUeS5nfiCYZx2W2xiSHxgGs22X5yVSlVzB9OHZzFlaCb+UAWzRmSRZBM+39RAqy+EPwwdQYNgfQhqW/yML3AzJt/NjOFZfLCujhMmF3DomDxKKz20+ZvJT3cyd/yQ2PtmQ50XlyOz03JQtZ52mtr8nDyliPKGVnz+EMEQrKpqoqY5hYnFGVQ1t1Ne30qSLYml62rJnzmMqcMyKWto45LDRzOmMJuPNzYyuchqgc1wWS2MTruN1VVNOJMFG0lkT5xDVtp4fCGDXWDu+HwOGpXLktVbaaxswm63M3NENi0dAcoa2vBHEge3+kIEQobic+4hmSDFaTYkHKCsuo4sJ2Qmw7AMOxuqG3AQZESGHffwSSxYXslJUwo5cFgmze0BiqcdRVNdNblOSCZIvaeF9vZ2shwQ8LVT67Ntl85mIIlIEtaCJX4gOlq4a65HItdbIvui1zu67FNKqV2WaKD1lYicaIxZHLftOGD7rKv7iMnFmfgC1vI6xVlW4LKpvo01W1uwJSVR1+LjiwrrR3E0a3t3i09Hdd3X7g+xoc7LlKFZbKrzUtPcQVl9GwuWb2HJ2ho87UEa2vzUNHcQCkN+ejKFWamsrm4hEAIIsWRtLeWNbWys83LWrOGxRbnLG9ooimTDj29hi+apmlmSw4gcqxu0tiVAcVYK35o5PKEALf6+xhdm8GWlhylDs7Cy2VfQEbSWeGps89HhCzEk3c2PThzPA2+updUfJM/t4PCxuazZ6sVps7GuxsuyskZsAg5bEoWZLg4fk0ulx0dclpdONtR5KcxMIS/NwZEHDKGlI8AfP9jIiFwXy8oaqfS0s67aw+TiDDJSkllZ6eGoA4aQ43Zw7MRCpg/PYeGXlRw5bkiPSyNF5bgdXHDoSKuVzS6xWcCXHzGaiUUZeNq/pqqhnermDlzhMG2BMLnuZBq8AXLSnUwbnoXDJrT7Q9x4/PhYd3h88Bw/5i/+PeJy2Bia7cIfNgT8IWqaOzhsbD4pduGrLS2Ue9qw24VAyNDaESIYhnRnUmx5qMUrq1m+uYl3Vm/lgkNHctLUYpauqyUj1Q4GLjlsFP/3aTnZqU4QyE5zMCbfTUdkNYaCjFTCBv71eQUdoRAdQUM4EKC8oRVXsp1wOExxZgqNbX78AWsyyZD0FAKhMCdOKWRSUYa1ykRFE7akpFg+tDVbvdR7fVSaMB+tr2b6sEwyXMlMH57N7//3ftbVtFKYkcLmxjaWb25iU30ro3PT8AXDfG1zbpfOZqBEVmV5CigATjbGBCK7SrGW1YselwaMwRq31igiVVj5H9+MHDItchullNpliQZq87EG074GuETkceA04Iw+q1kfczlsOJNtfLKpkSMjrTpVnnYyU5I58oAhjC9M553VW2MtLrB9So14Xfd9VtYQaU0oYGN9G5WedjbUeiNlCcdOzCcQMiz8opKqpg7SnckUZ6exprqFUfkuTp06lAlFGdsN9I9flLunwNHlsJGRkkxZQwc1Le3Uen2sqW7epUAN6JQpPpqqYWSem/GF6dz+0gqWlTVhE+HVFZVkptoZV+DmzBnDYq0hgVAYuw0OKEinotHqCp1Z6Ob06cP4aH0dE4u6HzTeNchp94do6bBaHY+bkMwXFc1Utfhx2IK0pgY5YVIBh47JjbVqNrcHIot8p8USrO5M9P2wYLmVk+i7Bw0nx+3gmrljqW7uwG5LIieS9b/W6yMl2UaSCDNH5PDeuloqmtoZM8SNyzEk4Sz/AJOKMpk+PJvMVDs3HHsAH2+op8rTwcbGVkKhMMlJSaTYbZTkpZKd6uDcOSOYO34ILoeNa+aOZeGXlZw8tThW5sSiTAjDxxvrqWvxkeN2kJfuJNftZMaILMYNSWd4josFn1VS1dxOZpuVJiNoDNlpjkhnvFDtaaelI0iHv5WcdCc2m40ZJVmML8gg2ZbEvEgKD6e9gZG5qTjttljX/JnTh7KhzsuT76+nvtXHK19UUuO1JlhYQwRq+MWiVbT5g2SnJJOZkszmxjbcKcmMctl77BIfAI8BE4HjjDHxy4m8DNwvImcBrwH/A3wRmUgAVi7I20VkGVaQdwXwvf6rttpThRdvn2FeqYGSaHqO/4jINKxF2P+INW19zr444zPe6Dx3LMmny2Hji81NLN/SyKZ6L4eOyd1u/cPuxnL1vM865Tntds6aOYxN9W3kpztZX9NKVmoy9d4Am+q8GCMEw7Cxro3sdAeTirO4+LCRDM12MTrPzfLNDbG6RsuJBmlFmS7y3Y4eTmzCsJwU7DbB0xZgU33iy15195hKKz14OoJkuOwMzXYxa1QOX1W3WI+l1Y+nLciQdOsxL1mzlSfe28glh5Uwq2QUvkCYNVvLaPT62VhnLR7vaQ/0mLak63MZ300YnTBRlOWyVgiIdGlGu4ajObriX4NERbuOQWLBVI7bwU9Pn8LCLytp9Yf426flOGxJ5KensLXVSlVRmJlCYUZKLKjvLoDuKXg7dEweGa7k2Gu6qrqFTzc10O4L4XbZGJ2fSpoziW+MLiY9xY7Tvu220dZAoFNr3enTi/m6tpVct5MkwNMRYPLQTMYNSWfRympOmlLA8FwXFZ52hma5rPGL7X6+M3sEXn+Qt1ZV09Tmw2FLIhQOU+NpJxQWvtzsobktSI7bwcIvKxmV54790IlvMfQFQjiTbdxw7AE4bDauPnoM7YFQLOB/o7SShpY2nI5kAsbQ4u2gzRckJdnG1zVelm9u4tiJQ3bptettIlICXAX4gOq4HEtXGWP+EgnSfgc8hzVe95y4m9+JFeSVAe3AfZqaY+8RP2mgpwkCzsKx/VUdpXYq4dXJjTEVxphfGWO+b4z55b4epAGsqvKwYouHVVWeWFdfS0eIlRXNsfxpu2tmSXasKyjXnUJumoN3Vtfy6hcVtPpCfFrWQHlDGx3BIMk2a4khvz/M/BMOoLq5nb9+XM6C5RW88kUV76+rZVXVtvp8VtbIi//dzOLSamq9/k7dn/HlX3zoKB767gwuOrSEM6cP26PHM7k4s9N4uElFmYzISaOx3c+R4/IZV5BOaYWHhV9W8uH6OtbXtrBwZVVkYfBsZgzPpjAzBZsII3Ndne6rJ+3+EMs2NcTGLM0emcOa6hbe/9oKSDJcyUwsyqC00kO7PxSr45nTh/Hdg4Z3SlacKGfytsAvKhoQzZs1nINKchiS7mR4bhrBkCE71cGJkwv54QnjY92sXZ8r2Ba8dX1fxQfeo/PcnDm9mNOmFzEmPw2Xw8576+p5b10db63ayoLPK/jDBxv4rKyRruLLnDu+gLtOm8RJUwrxhQy5aU6OGpdvdS3WeGnpCPGtGUP59sxhjMlP54uKRr6qamZxaRUAI3PSCIYNDruQ7nLgD0LIGFwOG4eNzWXq0KzIwvFmuzGSR47Lwxc0vPjfzTS1BXj4vJlMHpoZ6+otrfSwuakdf1gIhML4Q2FM2BAWoT0QYktjG5u6eT/3N2NMmTFGjDEpxhh33N9fIvvfMsZMMMa4jDFzjTGb4m7rM8ZcaozJMMYUaLJbtaeMMfz4xz8mNzeX3Nxcbr755u0WTY9asmQJSUlJuN3u2N/TT1tJd3w+H5dddhklJSWkp6czY8YMFi1a1GO5f/7znzniiCN69bEsX76cWbNmkZqayqxZs1i+fHmPx15wwQUUFRWRkZHBAQccwB/+8IdO+9va2rj22mvJy8sjMzOTo446qsf7uv/++8nLy2PKlCmsXLltpeulS5fGlo7q6sorr+SJJ57YxUfY+xJqURORHOAmrKnpXZPT9vzM7PWk0/+ZJdlczijiW1T2xCeb6vnn8kpmDM8iN83Buq0t1DR30B4I42kP4LQnEQoZCrKc+AOGCw4ZCQjvra2j1Rfk+ElDCITSWfp1Pb5g/IfSujwy10WGK3OHdc1Jc2zXMrg7urZyHTomj6c+2MiKLc28t6421up08tRict0O/rOhEXtSUqzL9tw5JYwvSKe72as9tTZ11zL1VZUVWL+3NoUhGSmx3HHRY6LH7SzBcHd2NAYx+hzYRajz+mgPBElz2sl0JW93bHctrzvqNo8v9/Bx+YzMc/PWVzXUN/sIhCHdaSfdacdpT8Jui05l2L5u0bGRpZUeZpbk8MAba/iqysPskhzGF2bw81dLafUF+XxzI6kOO2PzrTVtXXYbbf4Qa7a2sKmhjWGZKfiDBjBkJ9vJTXdEHmc282aNiAVcXV+vaB2WrrMmRPqCwe0Wlp9cnMl3Zg0nOclGeoqNFLuNr6qaCbb7GZrpYs7oXM6csWc/KpQabJ544gkWLFjAihUrEBGOP/54Ro8ezdVXX93t8cXFxWzZsn1bSjAYZPjw4bz77ruMGDGChQsX8p3vfIcvv/ySkSNH9vGjAL/fzxlnnMGNN97Itddey+OPP84ZZ5zBunXrcDi2H0/8k5/8hKeeegqn08nq1auZO3cuM2bMYNasWYAVSAWDQVatWkVOTk6PQV9VVRVPPfUUGzZs4JlnnuGWW27h1VdfJRgMMn/+fF544YVub/f666/H1gdNVDAY7LS0VW9I9N7+CjixFkpv28mx+4z4MViwbTB+T3oKKLrzWVkD//fJZqpa/FQ3dTCrJIvsNAehUAhPm48Ml4Npw7P4tKyRQBBOnFLEqdOKWbJmK1s9HeRnOMlIcTClOJmva1px2qXTOCRnsm2H9dhZ0LGnXA4bPztjCg+9tZYbjzugUzfc3PEFZKQkAxJbNWFycWbsue06qL6nunYX3CTbhJRkO0OzUzhkdF5sJmVvBNY7CqbAek6bOoIIgtcXYvrwbObNHpHQfe+o2zy+Cx7gndVbrfVAk5NINkLIGFp8Qb5/7ESqPO07fKzxz+Ulh4+K/X9n9VYqmjrIT3dy4SEj+Wh9HRtqvZRuCXLQqGw8bSFSHEmsrPCwxdNOIBjCkWyjMNPFNyYWkGxLiiWt3dl7b2aJ9TitSQVNNLf7qWzq4OSpxeS4HVR7OlhV1YTbkcz44nRmDs+CJEEM1LUknv5Dqf6USJdpX3n66aeZP38+w4ZZP2Lmz5/Pk08+2WOg1pO0tDTuuuuu2PVTTz2VUaNG8emnn24XqK1atYqrr76aQCCA2+3GbrfT1NSEx+Ph+uuvZ9GiRaSmpnLFFVdw6623kpS08w66JUuWEAwGufHGGxERbrjhBn7961/z9ttv881vfnO746NLZYG1xJOIsH79embNmsWaNWv417/+xZYtW8jIsCZhRwO4rsrLy5kxYwYZGRkcd9xxPProowA89NBDnH766d0GqV988QVZWVnk5+eTk5PDu+++y9SpVirEmpoaSkpKKC8vp7S0lAsuuIDrr7+eBx98kOOPP55nn312p8/Frkg0UDsMyDfGDKpv0R2dPLuza8GPkJWaTJ3XDyLUtQZIEqHJFyJsIDMVWtqtnGPulGSOGpePy2GjvKENfzjM2CFpzCzJpt0fYmNdKxOLep480J2dBR29YcwQNw+fN3O77dE6nzy1mA113u3q3LVuPdW1u9dn3qwRpDnssZM+7F7rWXd29n6YXJzJOQcNZ3xhOv/dWM+8WUN3Oqt0R6KBty8QjnVh57hzOGZCAetrvIwdks7n5Q3UtwYIG8OmOu9OJ0d0nYhx26mTACsNSVl9GyJCY5ufs2YN575Fq3hjTQ0+f5j8dAdJCAgUZaRiEEbnpnH0+CGcO8cKRqN13dl7MDoxI7oe7qb6dhaXWsvRnDVrOFua2ggjJNuF2hY/gnDqgUX8a3kl6+taKcpycekRo3b7eVVqT3WX8HYglZaWdsqMP23aNEpLe55IXFNTQ0FBAampqZx55pncc889pKWlbXfc1q1bWbt2baeAKGrixIn8/ve/5w9/+AMffPBBbPv111+Px+Nhw4YN1NfXc8IJJ1BUVMRll+08UXVpaSkHHnhgp3U1DzzwQEpLS7sN1ACuvfZa/vznP9Pe3s6MGTM4+eSTAfj4448pKSnhzjvv5Nlnn6WoqIi77rqLs846a7v7GDt2LF9++SVNTU289dZbTJ48mc2bN/PCCy/w4YcfdlvuwoULOeWUU3A6nZxzzjk899xz3HfffQA8//zzHHfcceTnW9/H1dXVNDQ0UFZWRjjcfQLyPZFooPYFMAzYfmXV/UjXgGJHLWwzS7L50Tcn8EbpVjbVtzEqz8WmujbsSeAPhclJc7KutpVgKMwx43M4dIw183REThq5aU4OG5Mf62KKnsR3Jfja1SB0V0VXLgDZbkzXgs+38PfPtuAPhjn34BKgc527myyQaF3jW+76W7TFdWJRJlmuZKYP37PnNxp4zxmZ3WmsV5WnnYxUB15/gPV1bSQlQUVTO80dwYTq2N0Ehhy3gx+eML7T+/Xg0Tm8vrKKDmMIGyjITCHFnsSXlR7CYUOGK5lz54yIvbZdkwXvSPx7td0fwmETjplQwD8+3UxyUhKnTimiIxjm3XU11Ht9ZKTYqff6CYcNRZnOPXlalRp0vF4vmZnbPnOZmZl4vV6MMdstJj5hwgSWL1/OhAkTKCsr4+KLL+aHP/whjz/+eKfjAoEA559/PhdffDETJkxIqB6hUIgXX3yRzz//nPT0dNLT05k/fz7PPvtsQoFa18cRfSwtLT2nGXz00Ud5+OGH+eijj1iyZAlOp/X9sGXLFlauXMlZZ51FZWUlH330EaeccgqTJk1i4sSJne4jNzeX2267jWOPPZaCggJ+//vf84Mf/ID77ruPl19+mUcffZSsrCweeeSRWKvla6+9xr333gvAxRdfzNlnn80vfvELkpKSePbZZ7n55ptj95+UlBRb7qsvJDqZ4G3gdRG5VUQujf/rk1r1g/iB6j1d7ip6EoyeuHoaIB499tiJhdz8zYmcemARlx85lrnjh3DI6FwyXU7qvB0Mz0pl6tAsLjx0ZOw+nXarJQ5MbKH16Em8a/kDqbTSw4LllTz3ySZu/vsKKhq3ZS8YmeemICOFkZHZtL1Z5x29Pv1lQ523x0kcuyI6+H5mSU6n5yi6HaA9ECRJICnJCuB2Rfz7Mz5Zc/R6RoqDMUPcjM53M2/2MK48ajS2JKHDH6QwM4VbTpq43euW6OsZf1w0uK7ytFPW0IYtKYnrv3EAx08qIN+dgttpZ2N9Gw2tfgozU8hI2f1WSqV2xchbXov97S3uvffe2CSAaNem2+2mubk5dkxzczNut3u7IA2gsLCQSZMmkZSUxKhRo/jVr37F3//+907HhMNhLrzwQhwOB7/73e8SrltdXR1+v5+SkpLYtpKSEioqKro9Pn5CQ3l5+XaPI/pY0tO7XbgjxmazccQRR7BlyxYee+wxAFwuF8nJydx+++04HA6OPvpojjnmGN54441u7+Pcc8/ls88+Y9GiRaxcuRKn08mMGTO46aabeOWVV5g3bx433XQTAE1NTaxevZrDDjsMgIMPPpi0tDTeffddVq9ezddff83pp58eu+/8/HxSUnZhIeddlGiL2pHAFuD4LtsNVrqOfU70JOYLWN101iw2S292L66q8vDxpnreWrWV8oY2ctMcNLT6aQuECJs20lPsvPBJOdfMHRs58SeR53ZS5fGxutqbUD0GQjSVxZ8+3MTSjTVkuuzc8y1roeBDlGriZwAAIABJREFUx+SS4bL3SbdrX4+9S0RvdSv31JIY3T46z02aw86hY/L4aH1dp5x+OxINyqLpW4oyXfzj081UeTpYnblt8sXMkmwuO2JUbI3aDXVe7DYhJy2Fq48eu8t593YmmrC5ytPBhjovh47Jw2lPiqwnW0sobBiVl8rEoq5J/5Xaf9x6663ceuutnbZNnjyZFStWMGeOtWrjihUruu2u7I6IdJohaozhsssuY+vWrSxcuJDk5OQd3jZeXl4eycnJlJWVMWmSNayivLycoUOHdnv7rguRT548md/85jedWgK/+OILvv/97yf0WILBIOvXWx170YXpd1V7ezu33norixYtYt26dQwfPpyMjAwOOuigWAva4sWL+cY3voHNtu0H6cUXX8xzzz1HYWEhZ599dqfArLuAuTcl1KJmjDmmh79j+7R2fWhbq4VQ6emgKDOFycWZ3aZW6EkirQu+oGF1lZfPNzdRHQkGp4/IZHJROtcePZZDRuchIiz8spL319XhtAvfPWg4J04ujJ1kB7oFqSfOZBuTizJIddgpzNj2pu3Llr9deX36Sn+1bLocNiYUZZCd6mBCUUbC5UWD2XdWb6XW6+ed1Vtj7/GTpxZ3ev4qmzqo9/piXeszS7IZnZ+Gwy69/r6L5sM7ZsKQWAvx4ePyyU9PwesP0tDqZ0NdW6dUNEopuOiii3jggQeoqKigsrKS3/zmN1xyySXdHrtkyRLKy8sxxrB582ZuueUWzjhjW276a665hlWrVvHKK6/gcu34x1hBQQFbtmzB77d+3NlsNr7zne9w22230dLSQllZGQ888AAXXHBBQo9j7ty52Gw2fvvb3+Lz+WKtecceu30oUVNTwwsvvIDX6yUUCrF48WKef/752LFHHXUUI0aM4Be/+AXBYJClS5eyZMkSTjzxxB3W4Z577uGSSy6huLiYESNGsGbNGrZu3co777zD6NGjAavbMzoWLurCCy/k5Zdf5rnnnuOiiy5K6PH2lh22qInIwcaYj+Ouu+IzdIvIt4wxL/dlBftKfDqD6Jib+LE4vcVpFyYUuZk2NB2XM5lLDhvFR+vrqPJ0ML4onW/PGtZpHchoPZZtaoidZOPTT+wtSis9vL26hswUO1ceNYYzp3f/i6q39fXYu71JNODqmoJkZ6JBWPQ91fW9FZ18sXRdHZ+WNzJ1aFZs35TiTL6usVqY+6JFt6fUJVOKMymrbYutjKCU2uaqq65iw4YNsVmHl19+OVdddVVsv9vtZtGiRRx55JF89tlnnH/++TQ2NpKbm8uZZ54ZaykqKyvj8ccfx+l0UlhYGLv9448/zvnnn79ducceeyyTJ0+msLCQpKQk6urqePjhh7n++usZPXo0KSkpXHHFFVx6aWKjoBwOBwsWLODyyy/nlltuYeLEiSxYsCCWmuPee+/l/fffZ9GiRYgIjz32GFdffTXhcJiSkhIeeuihWNCZnJzMP//5Ty6//HJ++ctfUlJSwjPPPLPD8XZr1qzhjTfe4KOPPgKgqKiIW265hcmTJzNkyBBefPFFjDG8+eab/PrXv+5022HDhjFz5ky+/vprjjzyyIQeb2+RnpLmAYhIszEmI+56gzEmp6f9A2n27Nlm2bJle3w/u5KCY1fvD+g2KNvR7RI5tq/qviMNXj+PLfkaEeGEyQX7TfDUn3bnPbArlq6r5e+fbWHq0EzOnVMSW66rr8rs6f3Z7g/x/MdlLN/SyPTh2bG6JEJEPjXGzO6VCg6w3voOUzuWyHi0nc367O/0HKr/fPLJJ1x33XV88skn2+279NJLKS4u5p577umVshL9/trZGLWuP213dn2f11tjoOJPStH7WbqulgXLKzlzevFO0yzEtzwkmn6it8dv7Sjw21DnJdmeRF6aA18gHFs9QPWe3XkP7IqZJTmx8ZnRxMR9WWZP78/SSg91rX7mjMzlrMgaokopNVB++tOfbrdt06ZNvPTSS3z++ef9Xp+dBWpdm9t2dn2f11sDxbs/KUmX/72rt3On7Sjwi5bhC4T5ZFMDzuQkbVXbx8SvoRpNTNxXrXfQ8/uza+43pZQaKNEJG/HuuOMOHnzwQX7yk58walT/53js3XUO9hE7ainqrTFQ8eOEopn5JxZlsLHO22ez2np7/NaOAr/uxvipfU/0dYyuFrGr4+F2p6zutkfXO9VgTSm1t7n77ru5++67B6z8nQVqaSJSHnc9M+66AKl9U62+1R8pHrqeAMFqfVqxxcOoPDeHR/Jk7c32p4H7+7uuExD6O/DeG9KuKKXU3mhngdo+m35jR/pjeaX4QdnRsqxM/jCYeoz1BDs49PV4uO7Et2z3x2dSqUQNvfbpga6CUjE7DNSMMe/2V0X6U3+0FHUXwMwsyYktaD1Y6AlW7a7Pyhoik2tCHD4uXwN9tdewp+cOdBWUitkvx6j1h+7GqA3GrsTB+JhUf+nbyTVKKTUYJLrWp9pF0QBmQ523x/VAu9rddSwHcv3LisZ2fv7qV53W+lQqETNLsvnuQcOZWZI90FVRSqm9lrao9bFd6Rrc3fFe/T1OLH5s0Z+XbmThyioAbjt1Up+XrQYPbY1Ve6tgS33ssnaDqoGmgVof25WT0e6O9+rvcWLxgeElh4/q9F+pwUBErgMuAaYCzxtjLolsHwlsBFrjDr/PGHN3ZL8TeAw4G2gDfmWMeaC/6q16R8WjF8cud7cygVL9qcdATUSeJYHpicaY/l2ddB+zK8s67W4LQ3+3THRNUKotaWoQqgTuAU4Eulu5OssYE+xm+13AOKAEKATeEZGvjDGv91VFlVKD245a1L6Ou5wHXAy8ApQBI4DTAJ3DHNFTQDYY01dol5Ua7IwxLwGIyGxg2C7c9CLge8aYRqBRRJ7EapnTQG0AJbK+p1J7qx4DNWNMbLErEVkMnGKMeT9u2xHAHX1bvX1HTwGZpq/Yd/TnovZqn1cmIgZ4E/iRMaZORLKBYmBF3HErgDMHooJKqcEh0VmfhwD/6bLtY+DQ3q3OvmtycSZHjsvbLiCLtj7piX/vFw22E5mhq/ZbdcBBWF2bs4B04C+Rfe7I//g3kCdyTLdE5EoRWSYiy2pra/ugukqpfV2igdrnwL0i4gKI/P85sLyvKrav0YBs39dTsK1UlDHGa4xZZowJGmO2AtcBJ4hIBuCNHBa/mG8G0LKD+3vCGDPbGDM7Pz+/7yqulNpnJRqoXQIcDnhEZCvWr8QjsMatqf3YQOZw620abKvdEJ1wJZFxaVXAtLj904DSfq+VUmrQSCg9hzFmE3CYiAzHGoNRZYwp3/Gt9k06TmnXDMbJEkqJiB3r+9EG2EQkBQhidXc2AeuAbOC3wBJjTLS78xngdhFZBhQAVwDf6+fqK6UGkYRXJhCRXGAucLQxplxEikVkV2ZD7RN0nNKu0e5CNUjdDrQDtwAXRC7fDozGmsHZAqwEfMC5cbe7E1iPNTv+XeB+Tc2hlNoTCbWoicjRwD+AZVhdoL/CyhV0E1aajkFDZ2nuGk3VoQYjY8xdWDnRuvP8Dm7nAy6N/Cml1B5LdGWCh4DvGmP+LSKNkW0fA3P6ploDRwMPpZRSSu0tEg3URhpj/h25HB0869+F2yullFL7BF02Su1NEh2j9pWInNhl23HAl71cH6WUUkopFZFooDYf+IuIPA24RORx4M/AjxItSERyRORlEWkVkTIROa+H45wi8nsR2SoiDSLyiogMTbSc/cFgSomhlFJKqZ4lmp7jPyIyDTgf+COwGZhjjNmyC2U9gtVdWgBMB14TkRXGmK45hn6AteLBgVj52p4EHga+vQtlDWqaEkMppQZO/Nqhm355ygDWRO0PEp31eRTwmTHmV122H26MWZrA7dOAs4Apxhgv8IGI/Au4EGv6e7xRwOJI1m9E5AXggUTqub/QmalKKdV3fNVfxy47C8cOYE2USnwywBJgtYicZoxZH7d9EZ2XS+nJAUDIGLM2btsK4Ohujn0K+F8RKcZKLHl+pBwVoTNTlVKq71Q/fWPssk4sUAMt0TFqrcCDwFIROSFuuyR4ezedFyqGnhcrXguUAxVAMzAR+Fl3d6oLGiullFJqMEs0UDPGmCeBs4E/icj8XSzHy/Ytbz0tVvwYkALkAmnAS/TQoqYLGiullFJqMEt4CSkAY8wHwCHAuSLyLIm3qK0F7CIyLm5bT4sVTwP+bIxpiGT5fhiYIyJ5u1JXpZRSSql9XaKB2oboBWPMZuAIrPFtqYnc2BjTitUy9jMRSRORw4EzgGe7Ofy/wEUikikiycC1QKUxpi7BuiqllFJKDQoJBWrGmOldrncYY841xuxKi9y1gAuowVor7xpjTKmIHCki3rjjbgI6gHVALXAy8K1dKEcppZRSalDocdaniFxojHk2crnHBYaNMX9MpCBjTANwZjfb38eabBC9Xo8101MppZRSar+2o/Qc57Kta/LCHo4xWAlwlVJKKaVUL+sxUDPGnBx3+Zj+qY5SSim179BVClRf21HXZ6Lj18K9Vx2llFJKKRW1o67PIFbXZk8kst/WqzVSSimlBpDNvXsrv0Rb17RlTfWmHQVqo/qtFkoppdReYtj3nxnoKigVs6MxamX9WRGllFJKKdVZwnnQROR0EfmNiDwtIs9E//qyckopNRBE5LrIOsI+Eflzl33fEJHVItImIu+ISEncPqeI/FFEmkWkWkR+2O+VV0oNKgkFaiJyJ/B45Ph5QD1wItDUd1VTSqkBUwncQ5f0Q5Gl7F4C7gBygGXAi3GH3AWMA0qAY4CbReSb/VBfpdQglWiL2qXA8caY/wf4I/9PA0b2VcWUUmqgGGNeMsYswPpRGu/bQKkx5m/GmA6swGyaiEyI7L8IuNsY02iMWQU8CVzST9VWvaTt649jf0oNtB1NJoiXZYxZGbnsF5FkY8wnInJ0X1VMKaX2QpOBFdErxphWEVkPTBaRrUBx/P7I5e1WZFF7t9p/3B27XPLjVwewJkolHqitF5HJxphSYCVwjYg0Ao19VzWllNrruLHWII7nAdLZthSep5t93RKRK4ErAUaMGNF7tVRKDRqJBmq3A7mRyz8B/oL1pXRtX1RKKaX2Ul4go8u2DKAlsi96vaPLvm4ZY54AngCYPXv2jvJWKqX2UwkFasaYhXGXPwbG9lmNlFJq71UKXBy9IiJpwBiscWuNIlIFTAPejBwyLXIb1c/il3ZSal+WaIsaIpKKFaC547cbYz7s7UoppdRAEhE71vejDbCJSArWai0vA/eLyFnAa8D/AF8YY1ZHbvoMcLuILAMKgCuA7/V3/ZVSg0dCgZqIXAT8DvAD7XG7DKADK5RSg83twJ1x1y8AfmqMuSsSpP0OeA74GDgn7rg7gceAMqzvyvuMMa/3T5WVUoNRoi1qvwLOMsa8udMjlVJqH2eMuQsr9UZ3+94CJvSwz4eVzujSvqqbUmr/kmgeNT+wpA/roZRSSimlukg0ULsDeCCSlVsppZRSSvWDRLs+1wI/A64Vkeg2AYwxxtYXFVNKKaV2lc72VINNooHas1izmV6k82QCpZRSalBxFIwZ6CooFZNooJYL/I8xRhMyKqWUGtSKLvnfga6CUjGJjlH7E3BhX1ZEKaWUUkp1lmiL2hzgOhG5Ddgav8MYc1Sv10oppZRSSiUcqD0Z+VNKKaXUDsRPaNj0y1MGsCZqMNhpoCYiNqy17H4eSeaolFJKDVoty7ctJpE+/ZsDWBOlEgjUjDEhEfk+PWTpVkoppQaThsW/i13WQE0NtEQnEzwNXN2XFVFKKaWUUp3tymSC60XkZmAz1mLsgE4mUEoppZTqKzqZQCmllFJqL5VQoGaMebqvK6KUUkoppTpLdIwaIvI9EXlbRNZE/n+vLyumlFJKKbW/S6hFLZLo9iLgN0AZUALcLCLFxpif92H9lFJKKaX2W4mOUbscmGuMKYtuEJHFwHuABmpKKaWUUn0g0a7PNKC2y7Z6wNW71VFKKaWUUlGJBmqvA38RkfEi4hKRCVi51Rb3XdWUUkoppfZviXZ9Xgf8DlgBJAMB4G/A9X1UL6WU2muJyBLgECAY2VRhjBkf2Xce8AsgD3gTuNQY0zAQ9VS7xzXmoF67r/h1P+PpGqAqUYmm52gGLhKRS7C+fOqMMeG+rJhSSu3lrjPG/CF+g4hMBh4HTgE+A54AHgXO6f/qqd015Ow7B7oKSsUk2qKGiGQC4wF35DoAxpi3+6RmSim17zkfeMUY8x6AiNwBrBKRdGNMy8BWTSm1L0o0PcclwCOAF2iL22WA0b1fLaWU2uv9QkR+CawBbjPGLAEmAx9GDzDGrBcRP3AA8OmA1HI/0FP3olKDQaKTCX4OnG2MKTDGjIr7SzhIE5EcEXlZRFpFpCwyjqOnY2eKyHsi4hWRrSLyg0TLUUqpfvBjrB+pQ7G6N18RkTFYPQ6eLsd6gPTu7kRErhSRZSKyrLa268R6pZRKvOvTDryxh2U9AviBAmA68JqIrDDGlMYfJCJ5WLNM/x/wd8ABDNvDspVSqtcYYz6Ou/q0iJwLnIzV65DR5fAMoNtuT2PME1iBHrNnzzZ9UFW1G5o++EvsctYR5w9gTZRKPFC7D7hdRO7enUkEIpIGnAVMMcZ4gQ9E5F/AhcAtXQ7/IbDYGBP9pPiAVbtaplJK9SMDCFAKTItuFJHRgBNYO0D1UrvBs/T52GUN1NRAS7Tr8/8BtwMtIlIe/5fg7Q8AQsaY+C+rFVjjObo6BGgQkQ9FpEZEXhGREQmWo5RSfUpEskTkRBFJERG7iJwPHIWVV/IvwGkicmTkB+rPgJd0IoFSancl2qJ2wR6WsyvjNoYBM4HjgS+BXwHPA4d3PVBErgSuBBgxQmM5pVS/SAbuASYAIWA1cKYxZg2AiFyNFbDlAm8B3xugeiqlBoFE86i9u4fl7Mq4jXbgZWPMfwFE5KdAnYhkGmM6BXs6vkMp1d+MMbVAjxlRjTF/Bf7afzVSSg1mCXV9iohTRH4uIhtExBPZdoKIXJdgOWsBu4iMi9s2DWs8R1dfYI33iIpelgTLUkoppZQaFBLt+nwQaxr6+cCiyLbSyPbf7ezGxphWEXkJ+JmIXI416/MM4LBuDv8T8A8R+W2kjDuAD4wxTQnWVSml1CCnudPU/iLRyQTfAs4zxnwEhAGMMRVYwVuirgVcQA3WmLNrjDGlkUG33uhBkZUObgVeixw7Fugx55pSSiml1GCVaIuav+uxIpIP1CdaUGRR4jO72f4+kWWp4rY9BjyW6H0rpZRSSg1Gibao/Q0rqeMoABEpwuryfKGvKqaUUkoptb9LNFC7FdiElS4jC1gHVGLlCFJKKaWUUn0g0fQcfuBG4MZIl2edMUbTYSillBp03NNOHOgqKBWT6Bi1mEgOIUTkQOAOY8y8Xq+VUkop1UV/zfTM/eb1/VKOUonYYaAmIqnAT7DSaawD7gLygN9grRzwdB/XTymllBp04oPOTb88ZQBrovZ2O2tRewSYgbWG3UnAVKxlU54GrjDG1PVt9ZRSSiml9l87C9ROBKYbY2pE5GGgHDg6klJDKaWUUkr1oZ0Fam5jTA2AMWaLiHg1SFNKKTWY1b/+cOyyjldTA21ngZpdRI4hbp3NrtcjKwkopZRSg4J3xeLYZQ3U1EDbWaBWA/wx7np9l+sGGN3blVJKKaVg/1jTM/oYdVKB6s4OAzVjzMh+qodSSikF7B/BmVKJ2uU8akoppZTqfYkEqNrqtv/RQE0ppdReQVvSlNqeBmpKKaXUPqKnYFZb2gYvDdSUUkr1OQ0wlNo9GqgppVQvE5Ec4CngBKAO+Ikx5q8DW6ve1xvLIGl3Z+/Y3ZmjOuN076eBmlJK9b5HAD9QgLVW8msissIYUzqw1dpzuxJYaRCm1J7TQE0ppXqRiKQBZwFTjDFe4AMR+RdwIXDLQNatLxcC10XG9w69MXN0V19LbZXrW2KMGeg69AoRqQXK9uAu8rC6KPqTlqllapl7VmaJMSa/n+uyQyIyA/jQGOOK23YT1jrJp3U59krgysjV8cCafqto9wbitd2b6fPRmT4f2/TGc5HQ99egaVHb0y9rEVlmjJndW/XRMrVMLXPfLnMPuAFPl20eIL3rgcaYJ4An+qNSidjHnuc+p89HZ/p8bNOfz0VSfxSilFL7ES+Q0WVbBtAyAHVRSu3jNFBTSqnetRawi8i4uG3TgH1+IoFSqv9poLbNQHQ/aJlappa595a5W4wxrcBLwM9EJE1EDgfOAJ4d2JolZJ95nvuJPh+d6fOxTb89F4NmMoFSSu0tInnU/ggcD9QDtwzGPGpKqb6ngZpSSiml1F5Kuz6VUkoppfZSGqgppZRSSu2l9otATURscZeln8qMT3a5XzzPg5mIjBaRjMjl/noPHSQi4/ujLDX49df7dl8iInkikjzQ9VBqRwZ1ACEiI0TkReD3InI9gOnjQXkiMkxEXgWeF5H/FRGXMSbcl2XGlS3x//upTEfc5X55P4mIuz/LFJHvAyuxFtjuj/fQcBF5C3gRyOrLsrope66IHNvPZR4tIrdFA2HVN+Lft/v7j0cRGSkiS4EFwCsiMi3+B/3+RkQmRD77eZHr+21QLyJjRWSWiKRErg/4czFoP6yRZVyWAFXAKuB6EXleRFL7sMxc4FVgM/AocDjwVxGZ1ldlRsodKiI/Bw6Dvg8kImWOEJG/Ak+IyD2Rcvs0II2U+TLwJxH5o4jY+ykIng40AnO65MbqNXFB9q+w8m2tMsaMNsZ8HL+/r0RaFhYB/wCm9kcrQyQgXQi8A9yNJoTtEyJyhIi8JSK/FZFroe8/q3uzSG/HH4BPsdZkbQbuAi4ewGoNCBGxiciTwMfA/wDvi8hp/XEO2duIiF1Engb+C/wWeFVEDt0bnotBG6hhTYt/3xhzozHmAeAk4LvAlfHdkr1sBtBqjLnGGPMGcCzgAs4XkcK+KFBEzsU60f0E+GZ//CISkauBZVhB8NvAd0Xkj5F9ffKeEpHbgM+wguCfYb2+j0T29cljjfuFvRardetg4AgRcfZ2WXFfBscB7xljro/UYY6IZNH3n9WbgHpjTK4x5n+NMYG+LExEHscKSNcCI7F+VH2zL8vcH0VyuP0D63O6CSu32+19+YN1HzAMSAEeNcZsBS7H+m65QETGDmjN+t9kYCwwBqvH4E/Ab0XkqAGt1cCYCwzHen+cB3wO/F1Ehg9kpWAQBWoiUtyl60SAVBFJjpzIK4ENwAVYL0ZvlOmM/I+2PrQAE6PbjTHNwFPABODo3iizGwXA/cD5wFFYwUSftapFgoZxwHXGmPnGmGeAecC3RSSjL36pR16/MPBNY8wNxpgvgQ+ADBGR3nqsca+nDcAYE4rsOhTrC+xVrMSlo3qjvC5lpkQ2XQgcKyLXiMh/gCeBhcAzfdE1IxY3cGCkLETk7MjfyN4uL3L/owE/MM0YcyPgA3Lj69QX5e6nTgVeMsbcG/nBeh5wLnDKftz9KcAUIuuxRr6nX8I6R1wzgPXqFyKSEffaH4K1MHgdEDbG/Ar4D3Bx5HM6qEW6OEsiVw8GMiIJqzcbY36E1TDw44H+YbPPf1BFJFNEXgP+DbwuIudHTn4bsU7u50VO5COwWp5GEuki3N0TgohkR1qQfg8Q1/qwFavZNP7D/g+stf9mSdx4rt0Vd2KP3tdTwN+NMc8DW4DTe/sEG1emYJ1Unwdej2xLwhpHtQrrC7C3y7RHXr8HjDHLIh+sNcDpWIH3mXv6vHbzeoYi26Ofj81Y75+nsH6Jnysi94jIgb1YZkfksZZitd49gtU9cwQwH6t19geR2+7R8xwfkEae2zSsE1eziDwP3ANcCrwkIhfuSVndlCnGmA3GmOuNMRtFJDnSquEBjoke3htl7o8iJ+H4589H3A+LSEv/v4Fv04s/OPYlxpi1WGNO/ydu82pgKTBSRAbl8yIi40RkMfBXrM92CfAVUC4i0+N+ZP8Ca8mz3f5+2xeIyHewztc/iGxaD2wSkZFxz8WNWA0RBwxAFWP2+UANuBdoxxpH9DpW9+Zdxpj/wxqD8OvIyWcF8BrW2LFTYPdanURkKvAycBBwgIh8O253DdaH/ajohz3ygv8TOMsY49+tR0i3J3Z/5KTXYoxpjBz2INYH7EjphTFG3ZRpjDHtxphlxpjmSPlhwInVmujtgzKDkf++yCHFwO+MMWnAA8CdwG0ikr6b5XX7eopIUtyHdTqwxhjTAASA24CpWIFir5XJts/jFcA3jDF/ALzGmI+A24GrYPdbS7sLSCPB2lasz8cTQIUxZoIx5mTg78CpvRyQxg9oFyAYufpvoEREnPvz+KndJdZg+CXA08CLIlIU2bUWCIjIwXGHPwjM/v/tnXm0VcWVh78fIA5LJgWMoqIYkxZxiDFqolE6BoxGEySmSScqOMSh45w4dmIjkWBc2OKUpZ1lG41x1igRVkSXihPgGJU4dBQQhzgLouKEu//YdaG4Pt5w33v33Hfv/taqdc85dersOlV16+yq2lWF94w3ag/mJGBfSV+C5Y2zp/E0aXc9VmtIOgQf/n4MOAnoB/wK6IF3MIws3WtmT+CK7P4pbD3oCU3xBWAWMEjSLnj+98PrZQDMbDbwN+BnUNx/pctmgKRuqTtyMDA9fcgn4r0QoyWNSN24ewNTgW3N7GZgIG6PUGkB7Inv2TcO/7j8tNSjY2YfpGsfAidnYRbirZY+Fchr7sOu7B6Z2cPATGBfYGglslqSmQ+/ZR/dUcAz2VBhZ8r8i5ldkN73Lbz3Zxzee1oJTeanmX2W9dQ9CIyX9CTQGx92XYD3RHWkzI+T4vQpbrMFXpGCv98CZTNe20ILDQyAK/Betdx+cxpuu1JRj2VzSjAsV/xLZWgZsLaZfVTHH4YOR86xeF7difcSDcYnZwA8gTdkR5Qab2Y2HzcePyCdF24sXQB3JHdFdm1u+u0sG+Yi2RSYYGanmNlTuKnMj3BF/lF8xGf37P4bcDPn7c2IAAAO4UlEQVSeqq1aUC0yZcvw4e75+ESSucA/cLOAYVmQm4ENUyOykP9Kl6oQ5VOId5M0IBWe7ngPy7uwvFV0Jz7ceHq6NsfMrjazZ1LPwPYkRa01BTCTOTBdehIfanwEuA3P7KOyIA/gf/49JV0iaV/gEuAxM1tc4as3p0yUCl3pdwquTHxD0omSJqqy8fVVyVxWkpmU5e7AV/HhOiQdKqlSO48WZWaUFJgl+IzMVi3t0Jb8TIpTN2B93Oh2ipntBvwWWKe1L9XGMmRJtiVl9BP5WmpHALeZWaWt/VWmbfKfk+IyvBTAzB7Hy1WlPcEtlttMKZuO90SvV28fhs4kfTg2AX5uZhOS/eYhwI8krWtmc3Gbo+2A/bKgL+CmEg1JatgfBqwraZqkU/BG7mPAq4VGrnO4GFc4SmYIH+BDfWsC1+OmB8dqhb3WDsAMM1taQFw7lVLdCvTBh4Fn4nbru+OTqvoBh2T19TBgVjaqU33MrOYdrpD9Hi9Md+JdlPsmv8nAo2X374Tbo30nna+HF9LF+ObIlcrcp+yetfHx7Xtwg8zcb2dcaXoA+FUb37c0+WBgOu8J9MmeOx04IZ13ayL8eXgPzJvAqM6SiX/E++FG9mNSOr0G7N2Z7wl0T79b4DYGkzozP/HW6FodVG5blJnSdU3cuLVUbk/trDJU9p4Lk9+x+LDATUCvzi63+Myz+4ARbU3nRnWwfK/mTYF+WZpvjDdG/yVd648Pc83HbQ/3S/k8uuh3KNqlMnsQcB1wfNHxqWKZ+QreYOyZzoelumZu+h++AYwsOr6dnAaT0v+iG3AK/h37Y7p+C246dTe+usE3C41z0YnWyoTdGle8+uM9KSfjLcKvAwPwHrUx2f0bAffmBQ3v6u3dTpnzgF3L7hsGXIP3tpSurZYd92iDzPZ82LsBq+H2J59Q9hHuBJklZW0EK5TC06vwnr1we4pb8J6006qQnz3K3llVkClgCHA0rVSU2pm2JeV3KHA8Xmm3SjlsZ36WKs2BuC3IsNa+a7jP5UOpfO4OPJSX1ZTWJwBX4suiHFB0fGvJtfY/XS8u/cdvKLvWHR9xGlt0/KqUBmcDO6fjq3ATgdn4d7QPbst+ZNHxNKthRQ0fyipVPIcB89Jx6do1+JIJA/Bho9eBL2bhHwKGd7DMq/GZf0OyMD3xJRvuwCc23A/sUeE7d4QyMZrqKaTdcfuj03H7omrIFN6DcBgtKDBF5GcHyZxFhT1L7UzbvIHxuZ7aziy35fLDtTrtuzdx7dfApdm5mrs/XOM4VjTIrgYOTcdH4qM/A4qOX5XT4ky80fIEbpoxBZgB7FB03D4X16Ij0ETibY7bytyKt+oH40sU3I1PCCjdtzW+6OqodP5nfJhxCt5qf4A0BNNZMrPre+MzhV4GxrXxfTtKmdizyjJnAd8qQGaLCkwR+VknZajaCmnFjZpGd3gjKVfA1k+/SmXw++n8xJTWfYuOc7jacHhj6jbgNPxbuRD4dtHxKiAdxqb6ef90vgVwBrBZ0XH7XFyLjkBZwh2Cr1l1Fj4EMxOfxTkcN1Y/qez+y4Bb0vEAfBhuCm2wCatQ5o3puHuS+SFwdhvftSGUiWrLLCI/owxVRyENt1wR656dj8R7L89P573x3s1fpPR/Dtip6HiHqx2HLy30GW579Yui41NgOqxBF+nFLzwCZQl3JvDT7HzDVKlvgA+nXEvWiwPsg3ddrpVda5OtQXtlAoNoY2u1iA97A8ksIj+jDHWiQhpueXrmw8Qb4faA7wPHZNd3wT/C84H/KDrO4WrP4T3bJwBrFB2XcK3Ms6IjsFJk/AM3IB2vji+B8Di+ltMQfEHOqawwRp4AnNsFZTaKMlGEzChDdZSf4ZrMh4vwdef+p+x6N3yyzXFFxzFcuHAd50prUdUEZvYSLF+89SNJQ/HK50XzNa3Oxz8W0yQtAr6Mz+bsUjLxNW0+SnKbWtNmM+A4Sc+b2Qu4wf4M8wV1MbOXQ2bTRBmqr/wMViBpA3zx5YXA5mY2L13vASwzX39uCW7+EQRBnVBTiloJM7N0OBzfuufjdH2upB/ga8BsaWaXd0WZjaJMFKTAlGRHGaqj/AwAtyn6vvlCyaUdO8zSNmtBENQnNamoybfRWYavjlza/PtIvOKfaL5V0sNdXWa9KxNFyowyVF/5GSxP90fSqurdrJ1btgVB0DWoSUXNfMugHritz0BJ9+DbpBxsZm/Ui8xGUSYKUmCiDNVRfgYrSApbKGlB0CDUpKKW2AKfJbY1cI6ZTa43mY2iTBQhMxFlqE5kBkEQNCql7UVqDkk98R0HfmdmH9axzK3wGYKvUSVlooFkRhmqI5lBEASNSM0qao1CAykTVZfZKER+BkEQ1C+hqAVBEARBENQo3YqOQBAEQRAEQdA0oagFQRAEQRDUKKGoBUEQBEEQ1CihqAVBEAQNi6Thkl5qw/13Szq0M+PUWiT9QdKZ7Qj/nqQhHRmn7NmTJB1XYdgHJW3Z0XHqqoSiFgRBEFSNpOi8k/aLDapEUwqmma1d2jO2g2UNAA4ELknnG0maLeltSeeU3ftXSduXPWIyMKGj49VVCUUtCIIgqAqSNgG+CRjwvUIjU2OkRaTrhXHAdDNbms5PBS4HNgVGlRQzSWOAeWk3k5ypwL9KWr9K8a1pQlELagpJCyQtlbRE0iJJD0g6QlKLZVXSJpKsziq8IKgnDgRmA38AxuYeaRjvIknT0v9/jqTNMn9LdcE/Uo/cRWnfUySNl3Rldu9KdYGkgyQ9nZ47T9LhrY2wpBGSnpG0WNKFgMr8D07PfkfSbZIGZ34jJT2bwv5O0sxSr5akcZLul3SupLeB8ZI2k3SnpLckvSnpT5L6Zs/7iqRH03tcC6yR+fWTdKukN1JcbpW0YfKbiCvIF6bhzguzNP1iOu4j6YoU/gVJvyzVuymu90manJ49X9KezSTbnsDM7HxT4E4zWww8BAyR1Bs4BTitPHBam/ERYGQL2dMQhKIW1CL7mFkvYDBwFnAycGmxUQqCoAM4EPhTcntIWq/M/9+BM4B+wHPAxDL/vYGvAdsA/wbs0Uq5r6ewvYGDgHMlbddSIEn9gRuBXwL9geeBnTP/UbiiMRoYANwLXJ2FvQHvTVoXeBb4RpmIHYF5wMD0rgImARvg29FtBIxPz+sJ3Az8Ed++7XrgB9mzugGX4fXmxsBS4EIAM/vPFLej0nDnUU287gVAH2AIsBueVweVxfXZlA5nA5eWFOUm2CrdW2IuMCIpndsDTwG/BqaY2aJVPONpPJ8bnlDUgprFzBab2VRgDDBW0jBJ35X0mKR3Jb0oaXwW5J70uyi1Gr8Ozbd4gyCoDpJ2wZWI68zsEVzp+XHZbTeZ2YNm9imuzG1b5n+WmS0ys4XAXU34N4mZTTOz582ZCczAe5haYi/gKTO7wcw+AaYAr2b+hwOTzOzpFOffANumOmYv4O9mdlPyO78sLMArZnaBmX1qZkvN7Dkzu93MPkr75v43rjQB7ASshis3n5jZDXjvVOkd3zKzG83sAzNbgit+u9EKJHXH69lTzWyJmS0AzgEOyG57wcx+b2bL8GHM9YFyRbtEX2BJdj4JT++ZwEXpPbYG/iLpKkn3SCpXHpek5zQ8oagFNY+ZPQi8hP/R38dben2B7wJHplYtwK7pt29qNc5qrsUbBEFVGQvMMLM30/lVlA1/srIi8wGwdhv9m0TSnlphzL4IV6L6tyLoBsCLpRPzrXxezPwHA+clM41FwNt4r9igVYQtn12aPwtJAyVdI+llSe8CV2bx3AB42VbeTuiFLOxaki5Jw5bv4g3XvkkJa4n+QM/8eel4UHa+PO3N7IN0uKr0fwfold3/tpmNMbNtgPPw3ruj8aHPucC3gSMkDc2e0QtYVW9bQxGKWtBVeAVYx8zuNrMnzewzM3sCV7qaazU21+INgqAKSFoTH6rcTdKrkl4Fjge2kdQRw1vvA2tl51/IZK+OD19OBtYzs77AdMpszVbBP/Hhx9KzlJ/jitbhZtY3c2ua2QMp7IZlYTdkZcr3cJyUrm1tZr2B/bN4/hMYVDbcuHF2/HPgy8COKWyp4Vq6v7n9It8EPsEVz/zZLzcTpjmeAL60Cr/DgNlmNhcfIn3YzD4GngSGZfdtATxeofy6IhS1oKswCHhb0o6S7koGr4uBI2i+ZdxcizcIguowClgGDMWHK7fFP8T34j3k7eVvwK6SNpbUB7cLK9ETWB14A/g0GcG31kh9GrClpNHyiQnHkCmBwMXAqUprfiWD/B9mYbeSNCqF/VlZ2KboBbyHm28MAk7M/GYBnwLHSOohaTSwQ1nYpSnsOsB/lT37Ndz+7HOk4czrgImSeqWG7Al4j14lTKeJBrSkgXg6jE+X5uOzO9fGbdfmpftWB74K3F6h/LoiFLWg5pH0NVyxug8fLpkKbGRmffCKsrkWY3Mt3iAIqsNY4DIzW2hmr5Ycbuz+E7VzpraZ3Q5ci/fkPALcmvktwRWs6/AhuR/jdUhrnvsm8EN8UtNbwObA/Zn/n4HfAtek4ca5+IzHPOzZKexQ4GHgo2ZEngFsByzGFb2bMlkf4yYc49J7jMn9cfu5NfHesdnAX8uefR6wX7LVPb8J2UfjPZPzWFHX/m8zcW2OK4C9Uk9qzmRggpm9l84nAd/C6+mp2TId3wPuNrNXKpRfV2jl4e4gKBZJC4BDzeyONH17V7yCud/MDpT0OnCimV0uaQe8Qp5hZvtLWgs3QN3CzP4vPW9ffHbRGDP7e2ptjzSz6wt4vSAIGpS01MVLwE/M7K6i49PZSPoN8LqZTakg7BzgkDQ82vCEohbUFElRWw/v4v8Mn8Z9JXCxmS2TtB8+G2kdfAbRAnzywP4p/ATgSHxW0XfMbLakA4CT8GHQxcDtZnZwNd8rCILGQ9IewBx8SPJEfNhvSLYQbBC0SChqQRAEQdAJpOWDjsbt5J4CjjGzOYVGKuhyhKIWBEEQBEFQo8RkgiAIgiAIgholFLUgCIIgCIIaJRS1IAiCIAiCGiUUtSAIgiAIgholFLUgCIIgCIIaJRS1IAiCIAiCGiUUtSAIgiAIgholFLUgCIIgCIIa5f8BLlDCYUsCQIoAAAAASUVORK5CYII=\n", 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\n", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -426,18 +425,7 @@ "cell_type": "code", "execution_count": 9, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda2/envs/rdtools_dev/lib/python3.6/site-packages/pvlib/clearsky.py:126: RuntimeWarning: invalid value encountered in fmax\n", - " ghi = cg1 * dni_extra * cos_zenith * tl / tl * np.fmax(ghi, 0)\n", - "/anaconda2/envs/rdtools_dev/lib/python3.6/site-packages/pvlib/clearsky.py:131: RuntimeWarning: invalid value encountered in fmax\n", - " bnci = dni_extra * np.fmax(bnci, 0)\n" - ] - } - ], + "outputs": [], "source": [ "# Calculate the clear sky POA irradiance\n", "clearsky = loc.get_clearsky(df.index, solar_position=sun)\n", @@ -547,31 +535,27 @@ "name": "stdout", "output_type": "stream", "text": [ - "The P95 exceedance level with the clear sky analysis is -0.23%/yr\n" + "The P95 exceedance level with the clear sky analysis is -0.35%/yr\n" ] }, { "data": { - "image/png": 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\n", 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UOFg9V8iDl/eFV6sMglZuhX0b5DNXbRr9Bxg9HZK2QOo+KMhtWD9/iVpikF1Dzautj67aXDUH8jLqvudCH6zRoVfNn0lbZI2HTgL/wPObk18yn+dyr0GewPX8OY/tl+B86/otK5YmTJgw0QgwiVpDMGyy/AxrU//GN3KKkAfHDetcNqPz2Yi7DRWlrLZN0uj/sMl2Mmmrgs6DxFS6f1Pd7dW34TcE57qRp8QJSQsNr/0eD29o1lx+XixoCBHPPAwl+eLr5+ld+/y5Ws+GzKfzfcb74gLYOF+es171mJLrmvPGJkgGIT9XJG2BlXMgqg9cO8MkayYuG/zvf/+71F0wYQIwiVrD4OUL4VGiXHUdWjtx8PZ1vXmeC9Gpq6zz5uq4Ede1wQWEwPX328cydJIQjWGTxZ+tvr6FR8ORPfKztr64QuEJIYWtO0KPq89tIzfaHDa59vq7DBJF8HxJcUOQEgfblktfRk8XE27mQfGJy0uXZ8LxunObrtazPgKVsBZ2rgRPL/t9Rj3efnAyCw7uFqJd1xjrIk+O/QqPFtV12GR5Vi4mNCQg5OAuiOp74VVoEyYaiHvuuedSd8GECcD0UasdhSdgwZvisJ6om7s2zRdicK4EoEOvuhUvV2UNpcvRvyhpC6z4WH5CzY24Pr8pw38ucYtsjkcS5BUeLcEFjiTMGUcSIHmH/DTQEN+t2Hmw8jNY+p70ef8mmdeG+PFlJEvAQ0Zy7WWKTsDGhfLT6MOqOUKcGstXqkMvUfXyMqTOlAQ4uAOO7JXr4Z2gshyOp7pus0Ovs/0BjXVz9RwlboEvn4NtS6Gi3P7MGOsUEg5lhXAk7peN0fGZNEzjsfPs18/HF+987unQA3qPgeG3No4J1oSJ3wDy8/NRSuHv74+vry9t27bl448/vmT9OXXqFDfddBN+fn60bduWr7766rzLJyUlMWLECAICAujYsSMLFy6sce9f//pXgoKCGDRoEBkZGWc+/+qrr3jooYfOaisrK4vw8PBfOMLLG6aiVhsMkhHSCiY96tqk2VCci1moLp8uw+zm7JflrPrU5T9nqwK/IDHZpe4TApG8QxTD2kxprtp1VoVcKUfDJotfX+uO0s7KOdAkCIrzwd1d6qzNbFifqdRaBh/9HRI3yft7/9swc2lD4RhFGx4FraOkziSd6B5LhGNJQjQ8vGpv09tXyq+dK+97j6xb9VOAb4D80neM/XpGsoztyF7w9of2veofY0PVRUfTuIHzMXfX9xy66k9GspiQ/QNNs6eJS4cxLqKSVl5oB9jaER8fT0hICHl5eYCQlD/84Q9MmDCBkJCLrHoDf/7zn/H09CQnJ4f4+HjGjx9Pjx49iImJOafy0dHRTJgwgfvuu49Vq1axfv16rr/+euLi4oiKimL79u3s2rWL48eP889//pOXX36Zd955h8LCQmbNmsX69evPamv58uWMHTv2nMdUVVWFu/uvgwKZilptGDBeTEtdroT2PeR3L90X6mJE/rlS4boMghFT7H0w+hEeXVP1cYa1TIjZkEnQsY8Qi+BWEkyQfdg1+XOEEbnZZZD9M2dVqDbV0MMTrhggbWQdEnOhf5D0RaNhkYLO820oZ16+EBAGI6fa+zBgXE2ScL5rlbgFfvxYyO3eDXYltfMguPZP0LaLjCk4XOa+LhNtpRVO5chPqDtCsvMguO1J+OOLYi42YCh7pQUyp1G96yY21jJY8i58+TzErz37umMfDNO4o9nzXFRg5z7W9hwabSastUdRu1IcTZj4nSM+Pp7evXufeX/VVVdRXV1Nfn7+Re9LaWkp8+fP5/nnn8ff358hQ4Zwww038MUXX5xz+QMHDpCVlcUjjzyCm5sbI0aMYPDgwWfqSk1NZciQIXh5eTFy5EiOHDkCwD/+8Q+eeOIJmjZtelZ7y5cvZ9y4cQDMmjWLSZMm1bj+0EMP8fDDDwOSAueVV16he/fu+Pn5UVVV1WjzdCHx66CTjY2GKA156bKxZqfAgW2y2VksQngyDtqjETv0stcFdsWlSz3+Q67645wDzbFub197fWvmSt+yDotvz+jp8jLqiFtdsw8pcUI2+oyGcTNqthUeLb5BdQUVNEQRdFXmx0/hhw9Eues/DkIiIP84uHmIktbZhY+ZAUd1pnVUzahWQzkrLwMvH5nzjj1d98tZGWqoymSQ19Ydpa8GkTDGaS0TFajcCkf3ylzW5t/lHPTgSi107JcrZdPbV9bY8JXUsPfHGQaR3bUSco4KGXduxzB11+VvWduaO/seGn3w9hXCGjtP6q/NpzJ5J2z4HrJSYPq/ZX53rbo4kdImft9wpZzVgj59+pz5fdeuXReiN7UiLi7uTPsFBQU89dRT9OnTh44dO55TPddddx0bN250eW3IkCEsW7as3joOHjyIu7s7UVFRZz7r0aOHS3XrfMprmsa+ffsAiImJ4e233+b06dOsXr2amJgYdu7cSXJyMu+8885Z91ZWVhIbG8ucOXMAmDp1KjNnzqSgoIDAwECqqqr45ptvWLFixZl7vv76a3744QdCQkJ+NYrar6OXjY2GmHXCo0VJa91RHO8TN0NYWyFqjua1hLXig3X9A7Jxr5wjztE82rAEr45pKI7ssf80iFdt5s/Mw7BnPRzeLX0BIWaJW2DB62I+yzyoO8A7+Dk5kzSDGJ5LEEN94zHKKsR/K/MgeE2UqNmj+6D4lP1khNraMoIJ8jKEnDiqO8bP0AjxITRMdg1x3E9Y27AkuZ0HCYEwHO3zMoQc5x6zO93HDBbSknmw9kALkHm4eopdkXQ1bqPvFbrqVm5Ek/awrxHIZxpCXGsjNgaR7T1G1DdDha1tjs4Vjm4B/oE163H0LSy31kx2bIw7PFq+CFksNefJ9FEzcRlh9+7dl6zt+Ph45s+fzzvvvENxcTHXXHMNP/74Y40kvI54/vnnGThwIKNHj67xeUOIWH0oKSk5S8kKCAiguLj4nMtHR0cTFhbGrFmzeOSRR1i7di3r16/n6qvFetC1a1cmTZrEwIEDueKKK3jnnXeYMGECH3/8MW+99Rbff/89ERERvPvuuwQGBhIbG0uPHj1o0kROpmnZsiXDhg1j3rx5zJgxgx9//JGQkJAapPuhhx4iIiLiF8/LxUSDTJ9KqQlKqd8OqWuIWcfRd6bfWN3MFizXQsNlk0+Jg8PxorAdTZT6OvWRI41q++LmbIpz9KsaNll+ZqcKeQuNEDNhSYG9fHgn8G4CQfqpE2WFsGmRbIhJW4QI+QZAYKi9HpAN0ojwjJ0H67+H5yfD96+Liay4oPaIVlemutpMiobJMH4ttGwPvUdDi3bQuhPc9JBs0oFhdkXIuQ6jrYxk+3y072E3szqSoLA2NU12HXpBdD9RbApPuCaYmYfhVJb8rAsGqUhJkHkNDJN71nwF37xs77OroAfH+TLUzPqCUIxnstyqr8nbsqax82rWtW25rHFd0ceGCfjqW4WouWrnl5CiAeOh2zAYe5ddwd36g7wcnyMFVFVB2j5ZD2OtA0JESbtygjzjxrOeEmeaP0387lFeXk5SUhJ79uyhqKiI77//nq1bt+Lh4VHrPYmJiXTv3r1R2p87dy7+/v74+/tz7bXX4u/vT1FRUY0yRUVFZ8iRM+oq7+HhwaJFi/jhhx9o0aIFr732GrfcckuNYIBHHnmEhIQEvv32W7777juGDRuGzWbjww8/ZPXq1XTu3JmXX34ZqGn2NDB9+nS+/PJLAL788kumTZtW4/qvjaRBwxW1fwOzlVLfAl9omrbtAvbpwqMhpjzHlBQ/fipRfeHRYr7KzxElJz9H0iWER0FkF7mvXVeI7CqKjCs4KxrOakJ4lDjg52VIG4d2wY4VkJYIbbrIZ7tXirktrC3EDIUhEyEgVFI2pMRB5wEw+CZY+JY9GtFoq8Iqm+nqL4WE+AWIU3zHnqK8rJpzdpoG4z5H819tJsWSAvHHOhIP+zdLRGZVhfS7fXc5k7PitJjjKqzw0yey4TdrIe04zodBYlfPlTntMqimSdRIL+IY0HA0EdbqEUaRXe2KjnHvkJuEvDg6ztcGaxkc2g35uaKsXjEA0vaLkrl5ETRvKwTDOWrWeU2NuSs8IZGzrkzjxjO5ezX4B4BvIAwcL20aYywvg3XfQU6qjK02s6dhft+4EDbpEVVGehbnZ98VmXVWBJ2v56XLObL5uZC0DRa+AScyIaQ1BLeUZ79DDynbqY+Ui50nfy/G82L0Y+n7Qn73xAqxN65fYiilvID3gFFAMyAFeErTtBVKqUggFSh1uOUVTdOed7j3feBmoAx4VdO01y9e7000OhxNphc4yGDfvn14e3vTvr38PUyaNInnnnuO+fPnc9ddd50p9/777zNnzhyio6PJzc2lefPmZ9V17bXXsmHDBpftDB06tIZJ0MCUKVOYMsWuwpeWllJVVcWhQ4fo1KkTAAkJCbUGEkRFRdVZvnv37jXMoFdeeSXTp08/q56cnBw+/PBDtmzZwtKlS+nevTseHh7069ePN998ExCitmDBghr33Xjjjdx///3s27ePZcuW8eqrr9a4XpsqeTmjQURN07QeSqkewFRgvlKqFPgC+FLTtKMXsH8XBg0x5TkqJVUVYsILbiUKz9H90DwSIrtB+gHoPlw2VEezWm31Om/izik29m4Q52rD7Ha6RPx5dq0U5aIwVw4Hr6qA5O2i1KTEQZ8xQt6KT8kmnXHIdTRixkFpozBP2mjeBspKoGmoneRUVcBND9vv8fY924+otqhPbz+7mhgQLMEYPv5CjLx8Ycx0IZQHd4HnfjEbxq0RBRCkbkezZfJOIaqHd9n92Y7sgfSD8Ob94OEhRCzvmJA6b1/5zFoiBMkwFRsnCoycYictzs+CMQ7j91Vz5L2bmxD0gBDw9BGisn4eNA2Cdj1EeTV81Gp7ttbMFWXp4C4xjVc8AE1cnGzQZZDMSV6GqLle+rXyMiE7hXmyxmn7apI9g6Cl7hNyr4C23YSw10VKE7ecfRarIwkHu0nWiNA11iAvQ56VskIoL5G/kRbtpM6qConuje4nxNjIO+es5A0YLyStaXDjROs2HtyBdOAq4BgwDvhOKdXNoUygpmmuvJFnAp2AtkALYK1SKlHTtB8vbJdN/BYQFxdHTExMDUIxbtw4lixZcoao7d27l/Xr17Nlyxa2bt3KM88847IuV0TsXOHn58fEiRN55plnmD17NvHx8SxevJjNmzefV/k9e/YQFRWFzWbjvffeIzs7mzvvvPOseh599FFmzpyJr68v7dq1Y8eOHZSUlLBu3Trat29Pamoq5eXldO7cucZ93t7e3Hzzzdxxxx3079+fNm3a/OI5uNRosDlT07QEIEEp9TdgJPAa8JxSahPwP+BrTdNsF6abjYyGOJg7EpGSAmjbVTacJe+JonJoF/S7VnzXQlpBzJViBk1NgAPbaz9eqC41z1G5Mr60uXtCyw7QsZd8tnulfG4tg1Yd4GS2EJ3KSiGOConmrLTWNNF26CUbaNIW2XA9fSHmCvjDv+WzniPg21dE7QoIrbtvjk71BsKjhVSVnILqaoi4AnoMP1upAdnEC3KhXTeweIiC5MqU5+0rytHhXRKtatQ1ejrMeUZIsq+/pMpIiRMVyt0dbDZIWAcdegoxK7eKIlldJb87Bk3UFrRQUgCbFkP3oXDFQFGI4lZLnSezZF73xsoce3jaFbXa/AptVVBRIWt0dK8oigfzz34GQyNEUY25Uupc8ZGoVgGhQtADQiEyRghfZFcJPDD8HBO3yPp30v0xCnLFBGqoo66e8wqrfCExfOOMtTTU5DNE0VpzXI7BKyHhknOw6CQUnJA1aNkRovRgi/wcIWmulLxyqz7mcjEvJ245t0CcCwRN00oRwmVgmVIqFegD1OdZPh24U9O0fCBfKfURcCdgEjUT9SI+Pv4sM+bYsWN5++23sVqteHt7s2jRIu655x6UUiil6NatWy21NQ7ee+897rrrLsLCwggODub999+voahde+21DB06lKeffrre8l988QWzZ8+msrKSoUOHsmrVKry8vGq0t2bNGgoKCrjpppsA6N+/P+PHjyciIoLo6Gi+//57Fi1adJbZ08D06dOZPXs2n3zyyYWYjouOc/I7U0p1QFS1qYC7s7DsAAAgAElEQVQNeAb5tvkgMAmY2NgdvCAwNqLQCNm0nc/KNNSJcqtsHFcMgMHHxOfLP1DMO1UVorCNuVPMYh16wb7NorgUnnDtsF1bdKcB4/el74kalTlINttuQ2VjBDGxLp8tqktwOIyaLoQhPxuOH5GNu+cIIWpJWyTvlrVElCwFWNylj6dLZAM9kSnm1iXviV9ZeamYS50jRx1VNVf5zzKSxax3Kkve52UIkQU7MUqJk2CLjAPg3wxKC+F0kVyvrLCbyxzJhPPpA3GrZV06D4LA5tCqPRw7IAoiyPpY3OwqmKe3tHkqW1JqVFolafCA8TqRGS/3bF4Mo/9gN2P++CkcT5H57D1S+rh6rhCOohOwcQFcM13IYapD1Kcrx/gOPWBHGBTlQd9rJLVGuRXaOowrcQv89LEQb2sJhEUKuUzeIUS0TRdo1lLUu6AwXZVzSPeRlyEEzTARGwqco0nWkUQa6wHiU5l92MGsrfvlVVZIlLDxN+G4Do5EvVkLIay2Sug1wm7G9vZ1HWzh2JduQ6GlrsL99InM/2UY/amUag5EAfsdPk5TSmnAKuAJTdNOKKWCgJZAgkO5BODGi9ZZE79quIpuHD58OKWldkv7yZMnqaysBOCtt95izJgxF7RPzZo1Y9GiRbVed1bu6io/a9YsZs2aVWd7I0aMYMSIETU+e+ONN3jjjTfOvF++fDkPPvigy/vbtGmDj4/PWak6jh49Wme7lysaRNSUUn8GpiFy/rfANE3Ttjpcnw/kXpAeXggY2eXLSkTdaNetpqJjJIctyBGTTOYge9qBvRvkm3/bLjB6Wk1zTmQXuOFB8YNyZeYxNqcje2r66xiwlomjuLefJKUdMB4yD9XMcZZ7TMyunt6iJjUJhCtvEHNi/GohDTFXSr6tg7uF8Pn4CzFQQERnCG0NmgbFJ0ShK84XxadDTyEJbp5nHy5v5GLrOtSe/6ykwB4F2aGXqFfFBUIcT2baicC25aK2teoo6suB7dBrlKTpaNZCxrt7lRDn6L5nJ001SEW5VZSjrEPQqhNcd6+ukG0ANKnHxx/G/hECmtujLKP6wNZlkJ4sa1eQAzt/kmegskJUy/wc2LtRxl9VIQSwZQf5ffdqIVsjp8CGBRJpm5UiZr4/vXR2ipEKa01l6EiCkMKoPkIwHdOlGERXIV8ESovk6KjDu2QN23QBN3fxO2zVUc75dPMUkurpbV+XtjFiereW2CNFDdO9Y7CF8dORKHUZJG0v/0iIXoVV/Mp2rpD39UUvd+glueXORKo6kOrUfTJ2x35Yy+TZ8Q+SQJH2PWQdQsPBL/ByMn8CoJTyAOYCczRNO6CU8gf6AfFAMPCufv0awF+/rdChikLApee1Uuoe4B7gN2GiMXFxMG3aNKZNm0ZERAQ5OTk8/vjjl7pLFx3Dhw8/Ey3qCJvNxuuvv85tt93mMu/arxENVdSuRUydSzRNK3e+qGlamVLq16GmgT1HVnWFbCAnMmSzNjb2piFCXlpFiaqSsBZC24jyZJC7gTcIGXM0myXvkI3PmVwZcE4r4awyJG0Rk1ZwS8k+n5duV7EqraJ4VVhFMRp2s2xqGhC/Rn7vOtRuhkveCUqJcjXublGX1ujkM6i5BA4kbRVn8z5jZOPvN1bqGjBeCF/mYZmLpe8Lwdn2g5AVI/9Z8k67s/ro6bpJ1Vv8qAJD7aazgzth+wqpo+K0mEd3/AgtIiVFQ1BzMVe27ij3rPtOFM7WUbImq+YIkQgIlXkJjRByXVwgqpNPU1GbMg6JD15BHgy60a7MXTtDiIChEgY2l0CAE5n2IAEPT5nDxW8JaR3bVaISE7fIM+Cl530rKRBn/rxMOF0sz4ZjLrGkLRK16e+QHqXcKgpYy4524ulsRu48CG78iwQA9B4l89pzpJDOXSvFJ843QHzJHFN2pMSJ6fvANiF33v7QpJm069yGowrmSNo6D4L5/yfrHNIKbn5M1NBDOllc+r5E2CbvkHtcqV0VVti+HEp1c26lFb54Tohzv2trJrRd8ZEQZ4ubkLPELXram3RJ9nsZnVCglLIg/rgViOUATdNKgJ16kRyl1INAtlKqCVCif94UsDr87jKXgaZpHwIfAvTt2/fSpcI38atCnz59SExMvNTduKT429/+dtZnpaWlNG/enLZt2/Ljj78dT4OGBhNc14AyK395dy4SjBxZ+cdh0wLxOUreJhGbnt7w81zYs06c8b28ZfM7lgjWUiFiXXX/oSMJQj4cc30Zqk/xSVCP1kxe6ng8lKF2ePnaCYXh+B4cLhFw+zZDoE4aU+JlM24aAifShSz2u1YUl8AwuZaTKipPrL+Qrn0bQbNJYtwRU6RuQ/XoPAg2L7EfS0SC9GnPWiEERXmyUWcfkXG272EnuI75sAxHcYNMVZaLs7ubu9zn6S3j0RATV2WlqIZ5GTK/3v46sdWECFRYRfmy6HNhmPU0m4xZIcSodZQ98a+miXJTmCfEoGXHs48z6tgb0pPEd87HX4ikt7+QNC9fWb+Du6F5O/ms8yB5hUfZjw5LiROyGhAic5S8Xfzkyq0S5DFgvESJVlWIImqkRwkME6K4fbkoY16+9qTJhmLp7Sum4MI8mYOp/7JHen7/ukSbHkmARz+S9g11KjwaVn8lJuvwK8S0agQPHNot5HTCXySCtEaOugTpt3FqQfI2+cJScVrej5sBSV3lGTmwVb6oXHOnneAZSW+Nkwg2Lxb/zCbB9jIFeaKmVVUI8VbIuJO2CeG1WIRkpu6R56X4lJDwiQ6BLJcQSry5PwaaA+M0TauspahBsCyapuUrpbKBHohJFP33/S7vNGHCRKPBz8+PkpKS+gv+ytBQ0+fntVwqBzKARXqwwa8DBtGIWy2Kk02zn3+54ychQgGhYja0IcpbYAiU+wth8fKVDTh1v5j4ovvK50bU34GtsGWJEB9X2f5dmaCgZsTf3ljYvFA2tGYtRV0ZeIOQleOpQtjiVgv5MEgYSPRmXoYoY14+YiZM2iZbSSs9y75hkpv8GLh7gK8fbFoibaUnw4Z54seWfRg69oOyIhh8o5AyR7OUl6+k3Mg4ZCdTHl6i7BXkihqzd6+YJN3dxP8qQfeDKy2QSM3+48XxPzdN2r7qVmgWJhGL5boi1OXKs9fQOBIrJV7myWIRZa3bMCFENz0kBGnvBiEKg2+SCM2MA/KZrVrGY5Dz1TrpC24lZZ1PCTDMdRGdxcTdqiPMflLmZpduRj12QHzhTmRKn5s0E7J2OE5IedZh3WztKWtyxQD7fFrLpL9tukiOvOICUZoObIWCbKmrffezldojCULSc4+K+fN0iZC71XNh/Xfi02b4nxlkWrPJl5OcVCGrZYVgtco6tWgn8wFCqqqr5ZV7VEidcayVkfTWy1ty5PkFyNrbbBKlfOPDYkpP1f8t9Bkt85e0RfrpFwhlBeLT1q6rvF/zpSiclw/eBzoDozRNO218qJQaABQAh4Ag4C1gnaZphrnzc+CfSqmdCMmbAfzxYnbchAkTvx001PRZhPioLUFC1iOA64FvkH9kf1dK3adpWm2E7vKCoSy07yFmv7VfizrSa4RsYqeyJSdU92GioJQWQtIO8f85XSJm0hOZsukfiZfNskNP2cRS4sSHqLJCNtCMg9Kmo7moNhOUcQTP6rmABiVF0p6tSvyWCnLE5OapqzARncWXSkPImnEUVEayPXrwygmQdQS2LRNSERFtJ3XlVlHlQsOhrFT8xU5kiv+XX4AoXRvnyX1L3oNn5tWcRyO1Q7/x9gjTvHQxie7UZedBNwipOqwrYz5N5EDxhLVQfloIZ8uOQuKaBMka+AeKQrb+W4kgjOonpLfPaKnr+9eFRI+/V9SxKl3oOJkOG7+X8bm568mDU+xK4K6VQtosbkJIco9Jfe17yFzmHBUCt/AtIR3Guhj+cRvmS11RvWV81hIhumG6GbXzADFdVpTJ9Vv+Jopk4lYoOiXjyjokhOVEupiRDQJvqHUFObDyiJiHmzQTJUtT0LqDkMPwTvbzXTOSpa7qKiGdlRVChEAIWX62kFODeGanyvo0ayFfRKqrZA3Kc0QBDmohCmKFVfzTNi8WP72uQ0V9Nk4SiBksz2lZiXyJibhC5rd9d/nyUJIviuy1d8Oy96B9T7kndr48U8HhMg+to6D7VfYvOM3bXDb+aUqptsC9yJfR4w6pEu5Fvr69CIQh/xtXAbc73P4sQvLSgNNIjrXfjh3md4IltZxKVysus4PdTfx20FCiFoVI/5uMD5RSg4B/a5o2Wik1FngD+SbpErofx51ANySVx511lH0E+DvgC3wP3O/KN+68YahYJQV2JehUjpixel4NOWmykabsAd+mED0Aug2WFATHkkRB6DZUHKjfvE/Uo8zDshFvWixEz7cpDL9N6q7rHE1nHEkQQlFxGnz8AE1UJv8g+bz7EAkeCAuXjR0gbS8c6iYBDikJ4sO0Zq4QRYDW7SE2X/cDi7bn2jqRAaeOQ9chsnHnpgvxSIkTZcc/EKrKRTkb4uCCaBBdI0/ZyQwxz6buFfLT/SpRyQ7vknH0GC5kKjdNiJV/gOQgKyvWU2w0EZVq6M16ypMtcm+kPiaQTb1DL1F1bNUyjnKrPYGtRcGCtyBmiBBoH38hh/5BolyFhgtJa9FOzINZR6T/FVY5aSDvmIzBx1/mwDDtOvrHGWpacYGQaR9/GVtlha6UeYn/m08T6dvOn6CkUIiLhrRfdELOPPX0tp/9CXa/yPY95RmJWy0O/f7NxGzbqbfM+7zX5PlCk7GEtJZ2UaKgduwtauIHj4mpvuiEPbDlyB5ZB4sbTHpEnp+9G8RcXXFa/MuOp8qzczJb7u050m7qd0wu7OUr8350r3xxSU+SEzM0m6zV6RJRKCc+KgqutUxUYmuZqKAp8TIfsfPsEc3OQRiXEJqmpVH7+SIAX9dxbzlwl/4y8SvF9S6yFAHndF6oCRONgYYStQGA82kEO4H++u8/AeHUjSzgBSQyyqe2Qkqpa4AngRH6PQuB5/TPGgeGM/eGBXourAjZSHeskA0qur+YwE6ki2rSIlJXWDTZQAJDJQVG/Bq47/8ky3+/sWLayjwk/jiaDdZ+A8NvEfIUv6ZmJKOBhLWw8G2JrLvhz9IP/wCweopCE9hCSMPRRPEL8m8mPjxxq+V4nvQkUbBy0mDzAiGRmYPEtJa6R1ST7JZCWNzcZFM9vEs23uwUIVYJ6yVJ73X3SlRmzlFRTwZcV9NcasBQ0gZPsucpa+stvmebFgoRzEgWApt1GHYsB3dvUSjbdBZfNG8/CAgTtTCoBQyeID5NRSfEt+pkthA1T2+Zu9BwIaDHdAdaD0/7eZejp8sxWGFthGQVn5J+XDVZ5mvwTaJ02aqFCAe3lPnpOVKI+oFtQkpPZELTZkJoW3WUddu3QfzqMpJlvm57Wvy5TpdCcGuJ/tyyWJ6P4FZiCj+RJfOemyYEKyBYnh1bNQS1FP8z46xVg8Av/0jUsFNZcPUd0rfVXwg592sqpKxleymfvF3moFkrUVJbdZTno1V7MSE2DYE/vgCfIgTbIFeBYeITFtRcSNqA8aKKeXrJWP0DJWJ4T6yYQ9t21SNodX84x9MqkrbUVGk15Hl19xBlNPZ7CUy4XfIqseIjIYyto2QsKXEyH8bJGXB2pLEJEyYaDadPn+aWW24hNjaWMWPGcOONNzJnzhxWrnTtXj58+HCmTp3K3XfffZF76hr33XcfrVu35l//+tel7kq9iIyMZPbs2YwaNapR6msoUYsH/qOUelbTNKtSyhtJBmn4pbUDTtVVgaZpCwCUUn2pm9RNBz7WNG2/Xv55JPS90YjaofRMPvy//2FJ3o6lqgK31oFYjqRiqSjD4n8Qi48vlsBQ3Hz8CcnJ4E/N9Wg33wDwacLBU6WseeweLBlJuEVcgcVWhWXTHiylhVhOpGNx88UtuAWWUx40/2o2Q2+eak/m6RdA6pa1HOp0FW7BLbGsX4Jl+w4syUexnKjAcjIbt4IKLB4+WFq0JbhjN9ru3ywKRudBEBZOXnoaRV7NsTTrhGXXT1hOFWIpB7cWkVgC22HxCMAS3A5LThbeXv54F+aJibdNF0hLxFatoXz8UIHNxUfJ21d8g5qGSMoPbz9x/HcmlWBPIVJVJRuqp7f9NAXjXM4mgaDcpL8WJeSitFAUpE69RYHKTROyVZgnBOHQbkkevHG+kGMQMmoESyRuEQK2ebEoWSAmuaYh8Op0MfNVWIUsNG8Hx/ZL8lWUblLMFUf3opPSVraeI63fWIl+DY2wR5BqNqnraKIoftU2SVablwbfvQxdh4nSV3xSn4tK6YdCyIiHh0TcluRLFG+zluI7l35AlKtdK4WUlhQISd64EIZOEtLn20SIYPNI8TULaiEErEhfQ4UQ9vJS6DtGyFOPq2UOy60STbnsA1H+vHwk55q3r6zBDx9BZrLU7e4hQSSHdwlxa9kBBo4TX8VTx6HNFRJZnJLgWuGqsAqZ8w0Q06e3v5Cuglwp75hfMCVO5iEvHdDkGQtpLUQteQeM/ZOkwWnfw36PCRMmGhXff/89OTk5nDx5End32fodj4q63PHBBx80uOydd95JeHg4L7zwwgXs0cVDQ4nadOAroEgpdQo5+24nYKxyM+CBRupTDLDY4X0C0FwpFaxp2snGaODo/gT++4WDv9XubIerefrPNAC6BHrxpzGa5B6zloB/EFtzT3P/vFgptiUP10iH73cwsn8vfv7Xu6I4pCbAxoV8u2AlTyXMdip/Chb986xapo0fxefTxkiONAVsLuGFl97ireWxTiWzgCSgZuLBvw9K5+Wh7WVjTBCz4a1L9/L903JorUWBReXi9smNWCxuWLDJZ+6eWDz+wUvP/IN7O/jaz/9M2sLN/5rF7uwCLB/EYnH3wK2qAkvV/7BUnsai2bAEBGOxVePWJJ0X/zCBUQODhbiEtoa4NUz57CdysjNx8/HHohQWyyksHl5Y8o5hqSzHotlwCwjG4nGKmf1yuSKyq8xdThoU5vFAbDrVa1Ox+DTBolVjyTqMxcMTi48fbnu+w+LmjuVkIZZTcTz+2BM06z1UlLSOvTmdspc35y3DUgaWdXuxzPsBS+4xLCEZuJV6Y3F3x1KQiyXtPSxlRUz3PYl7dYWcCgAU5h7np51JWCzuWE7lYbFW4VbdFEunAViyyrDkVmLxaoclujue8asZGuIphMbHHzy9KNy1lkMb10s7/cbhdmw/lpxULJk5WKwW+R2F28FkPE8W0GpgHxh7t5hgV31G+cQnKC0qxdK6A27t+2IpLcVyYBuW+DVYug3FkpuOJeFnVEq8KGX9x9p92qJ6i0+lt5+ohombhTxVnJYvAj/PlSADpUSt27xYfASdFS5rmZBY3wAhj36BQoZPZUngwZ5YUQ0d87eNmS4K847l0n5IhG4at4qaOOQmIXnOh8ibMGGiUZCWlkZUVNQZkmaidlRVVV1W81RvT/QQdQswDMm43QrI1jTtmFFG07Sdtdx+PvDn7GSRIAkjaxC1800Wadv1c4PLWtzcxByYnydO9u26Yctq+HDdLJaaGfabhmD7OQ7xQW5A+6eyZUOtOC2bbetOVC/YWv+Nxv2FuXD0NGz/UchO9+HYfOy5N20a2DSNKlsV4HhsYSVQSsW+zZB+UlSw6L5QUkDWiVOk5p+G/FLn5gS5RsqodAra2qBzK/E9O5EJleVsOnSMtOO1EVwdWUKeHyosFpOnQpzyA8P4OHEHFdXOTroVSAqrHPtH+7Zwz31lNPPyPeOXV6a8eWqFfgLQ+sMO96fqP2vmJpr6zETctQpJROvhQ/rRDG79fM3Z/V39hdMHWwny8+HUm3+VA9yjekNYW7Zt2MQ13+hkev5Be/H5h3FGTBML+3qUiMpkcYPETXzzzEPcucDZC+FsKAoZ3dKbn3zeFpJ43X1wLIn/Syrg+SU/YfHwEFKMDYt7sZBbpXCrrsLi6Yll0edMHNKXVx57UEzr4dEQEMKrr77Kd3M+wVJ0QpTkhYeEIFssWCwKS0k+FutOLB+v4tYHH+euO26zn/LRPJL/Hvdje+IxLGV7cbMoLDYNS8EWLOuO4Za2nz/3iaBX66j6k+yaMHGB0cp+bjhZV13ctvfv389f//pXdu3ahYeHBw8//DBPP/005eXl/P3vf+e7774D4JZbbuGVV17By8uLdevWMXXqVB555BFeeeUV3NzcePHFF/njH//Is88+y0svvYSmaSxatIg333wTNzc3Zs+ezcaNGwFYtWoVf/nLX8jOzmbatGloWs3/sZ988gmzZs3i+PHj9O/fnw8//JC2bdsCctD5+++/z2uvvUZeXh5TpkzhnXfeOXNe6UcffcTrr79ORkYGERERfPnll/Tu3ZusrCz+8pe/EBsbi7+/P4888ggPPfSQyzlxVMnqGuuHH37I3LlzUUrxxhtvcPXVV7N06dI625o5cyb79u3D29ubJUuW8Pjjj/PSSy+RmZlJs2bNADmDdfTo0WRnZ3Ps2DFmzJhBQkICSimuueYa3n33XQIDAxv/YaABRE3TNE0ptRdoomlaOhL1eSFRgiSINGD8flbCyPNNFhnVux+vjliPrVMfqgtPYjuwA1tVObZmrbAV52PzC6La0wdbzlGaN/UXU9iQmySNwMHdRBUe5t6OfthQVDcNweblj83LB5u3PzbraWzZR7BZLNhOl9I9PFBMVYZP0oFtRHbpzqiccmzuHthOHcdmcZO63L2xNWmGraQQGxo2T18iKYGU3eDlJ0laO/UmuG172idnYFMWbG6e2MpPU22zYUNh0zRsNhs25YZN0/D28pZjmk5l6ebTAWja7gYvhsW3CTTzlCjQFR9Dqw7Y3DyQYLb64VZ8CiqC5BBxFBxPxXa6FoLnqv3DuyHWQ3ybystgyM1Uv7ej4fdbi8U/apskWLX1PbeTfCzj7xFfP/0EC1vFJhqaEsui2cSh38ML0pKgOB/byez6bzTuR5P0HMs/ghmvwMK3sJU0gwYQtTN/DMePgptF1CwUZRZv8ssLodyBlJdXIsTcQAUAuQWFknokfo2oyT2Gc+zIEXYlJjuUdfxO5YBjBfRZuwy8soWoArRox+Z8Gwv3HK1Z9rD9cOfrW/vQy/TVNnEZILvi0rRbXFzMqFGjePzxx1m6dCmVlZVnktv+5z//YevWrcTHx6OUYsKECbzwwgs8//zzABw/fpzCwkIyMzNZtWoVN998MzfeeCPPPfccSikOHz7Ml1+KNeWzzz470+aJEyeYOHEin376KRMmTOCdd97hgw8+YNq0aQAsXryYF198kaVLl9KpUydefvllbr/99hoHsy9btowdO3ZQVFREnz59uP766xk7dizz5s1j5syZLFq0iL59+5KSkoKHhwc2m43rr7+eCRMm8PXXX5ORkcGoUaOIjo7mmmuuqXeeahvrPffcw+bNm2uYPhvS1uLFi5k3bx6ff/455eXlrFu3jvnz5zNjxgwAvvrqK26++WY8PDzQNI2nnnqKYcOGUVRUxKRJk5g5c2aNI64MbNy4keuuu46CgoJzfRTOoKHaXhwS+XngvFtqOPYjCSK/09/3AHIay+wJ0O7a23kiMlJ2s0O7YdkB8AwT5/PEbXLYubunREWWFkg0Xl66lE9YzZUBGlcObiXkZeIjYtoyUlOUW2VjS0sUX6PgQlj2P0jaDN2GQ/xq7ijcxx0Tu0pS0d2rJTqutED8pLoPE5NTR/1g7RUfiZlq5BQ5HLzzIJ6bs4DndqwQE9MND+hBDIcl2vLbV4SQ5aaJienQdihzE1OWhzsU5LHgzpHw2ky09GRsWUeoDmuLLTgc26aF2FpEYtu3WUisbwC+bkDcSomgtFVBXiYL/jgaa59rqc5OxbZpMbbSfGxdhmCLGYotfg22A1upjuqPLTicjiXpUFkofmDuHlBu5euHp1AW3Abbvg3YOl+Jzc0dW+JWbOnJVAeEYWvRDlvyDmyBzel0Mhl2F0uail4jIHUfH9zQj+qCHGyevtjadsGWfghbXjrV7Xpg822KzcsP25512MrLCdyxGJo0EUWq/7X4hIbz9wHtsBXmSjnfAGxKYTtdiq20CJuXL7bSQmyawtY8EotSsjaR3aCygqbtOzN5fDm2rBRJsdc0RAiyly+2smIh6zYb1UX5NPX2EP+6EXfA8Fth3bc02RBLnxBvbN5NqLa4yT3KDVt5GbYmwdh8mlBdVYXNWkqrJu7Qo6/4r21cCD2vxiPxOIEBTeULgUHKbTZsIGRf0zC+CFuCW8HAEWLK9PaD5pHYthyFPXEN+jux5KZBQomouTlpsOJjbKdONPjvzHJgGzRNg+NpEugREIqttG4l2dK+m/iqmTDxO8WyZcto0aIFjz32GADe3t4MGDAAgLlz5/L2228TFhYGwLPPPsu99957hqh5eHjwzDPP4O7uzrhx4/D39yc5OZmBAwfW2eby5cuJiYnh5ptvBuCvf/0rr7322pnrH3zwAU899RSdO3cG4Omnn+bFF18kLS3tjKr25JNPEhgYSGBgIFdffTXx8fGMHTuW2bNn87e//Y1+/foB0LGj5Erctm0beXl5PPPMMwC0b9+eGTNm8M033zSIqJ3LWHfs2FFvW4MGDeLGG+WLvI+PD3fccQdfffUVM2bMQNM0vvnmG+bOnXtmDMY4QkNDefTRR3nuuedc9nPIkCG/iKRBw4naOuBHpdRniKJ25gu7pmkNOp5eKeWut+cGuOkBCVWaplU5Ff0c+EwpNRdxvPon8FkD+9kwGAeMb1osDt+9R0O/ayRfV7Ge4yo0Au57TaI4iwvE/BMYKhmUOvQUUtblSokYtFjEEdzDS6Lm/ALFkdviJhvkySyJBFRINJ+tWhzZPb3FQd3dS6LnmlVDQqyQveNH4Hrd7e/MGYg97JnlE7fImZPxayR/VUm+RJ8ePyIpIfyaSDtu3hASJFGVnt7iWxTdDzRQJzJxa90Bt9HTpbJ/q1AAACAASURBVD4vd/DyAg8FOYdEwWvWSsZ5dJ8c23Q8lVZ9hkKrFrB9HjRxAw9fCGsKnSJhbxH4VIBbIXQeDnQUVaeyXIhvTiqDe8SIOllxBIYPkblIT4bPZ8IfZopj+Tcvw571kqy1uljMxhqQvI27r+wC7j1kzdp2hf/eBb4KIhXc+Tc50eHkTzKPWUkwcAKMuxe6DMIfeHnWLCHITQPhwA7oPlzWaG+sBCj0Gim/e3pJot5eIyRDf/xqIn2b8t1dt4o/VWCYnIXZoYf4wDkeYm8tgznPSD61EXdIsIEGg6PbsrNvb7jqZpj/pqQ2UQpKNRgxER5+z/6cxq2WSMh13wgpD2nF1NufZuqm5XLqQmCYpMHYME/aGzMdxt+L9vOXaAd3oXXqLV8iug2V+ooLeLx7KH/2CcXWsRe2Kc9iW/IetkNxVEfGYHP3xpawHlvRSWy+gTTx9ZQI2fY9oYfkFHxy8jjuGtgFm7UU246fsPkHUR09QEjjkb3YTmVi8wnAVlJAu2FjoXVLOeUjuh+kJfFEzzDuCPfENvgmbJ7e2HIzqK6qwHbsALby0/SwFNU8F9SEifPBrziFRnp6Oh06dHB5LSsr6wwxAmjbti1ZWVln3gcHB9fwrfL19W1Qpv6srCwiIiLOvFdK1XiflpbGww8/fIY8AmiaRmZm5pn+tGjRwmW7tY0nLS2NrKysGubC6upqhg4dWm9/4dzG2pC2HMcLMGnSpDOm4IMHD2KxWM6Uz8nJ4eGHH2bDhg0UFxdjs9kICgpqUL/PBw0laoMRJx5nS70GNIioIYTrWYf3U4HnlFKfII5BXTRNO6Zp2o9KqVeBtUgaj/lO9zUOwqOFbKXtk2/7foGiWhzdK6SqrFhIWutOQgSsJdCht2zcLTsI6SopELIU1ELUoisGyIxsWiCZ3DUk/9a4GULcBt0g6peHpyhkB7ZBVbWsQnmZRCSGRkgU4eaFcDgenvzCfqbojhVCBo/sEef2KwaIk7+XHpEXGiF+YOlJ4nx214tyALpB9I7ug61LJKnqbU/WPExcIedIVljlVIXsFEnn4eUr6SAO7hRlyaeJ+Ex5eIN/UznvsqJMiF6rTtB7jOQWM5ICh7SWsyuzDkvfw6Nk7F6+9gO8rWVi3jt+RMjajFckn523n+QM63eNqCyr50ri2JJ8ycHVsRfkr5EyyiLRjMk7haR6+UkqjJgrJTrSSC+SEidzERQmkZdZh2VMtzwh5OsKPeNMYJjMSYVVxurhJeOzlsh8RvcVAr9mrjxDKQk1U0sYSXI9vCSVS0qcPFvWEnm2fvpcks227SrENP2AHrBSZo+wLC2Qo6O6DZNkxi0i7eenGud4psTL4fbN2wqhykhGjZqKuqKflN21Eha9I8/xtmX4WEvxCQ2DyQ+BpwbeFvBRkJMkJLVHHzG1WzxlfQdcJ2ljyssgP5c2p4tpk7lVvtz4jZI+j5omfysH20jQi60aLCHQqZOkRmnaTBTZ/ZsY7BcAnYIgzAaZ8XA6U0h7t1ESAdx5gBn1aeJ3jYiICL755huX11q1akVaWhoxMTEAHDt2jFatWv3iNlu2bEl6ut2rSdO0Gu8jIiL4xz/+cV5RohEREaSkpLj8vF27dhw6dOj8Ol0HHBJUN7gt53uCgoIYM2YM3377LUlJSdx2221nyjz99NMopdi7dy/NmjVj0aJFPPjgg40+DgMNPevz7CPqzxGaps1EUnq4gr9T2deB139pm3UiJUFCHmOGiuNy4lbxpdGqJUWCxU2I1sK3JIFq+BXQZ6REt3XoCV0GytFJqXuEiOzfJOQhLVEIU2RXISs+frB3vf0g8iP6hp7RVwhAaCvJ7H8iw06o/AMkQrN0j7Q//d+wf7Nsur3HCDkzko8am3rMYNnkR02FH/4npGzvRrj1CenbtuVSd8feogBmJNvvWfGR/UijITeJQnRwp2zugWFw5/PSj77XwL5Y6Xd4JyFNhbliGmveTojIqWyY+FdJGbFqjn6mp6eQoIiomik/YgaL/943L4t5uSgfyuLh65fFdOsfIOShr54EN3kbtGgP3YYIyTLOtCwrsacm3bRQyHGTIFHKBt0gudCM9BU/z5HjqboOFcK6/QeJPvzkaSEK6UlyfNbJLDFtpyeLUtXvGqn36F5d3ewludtOZsn6R3SWPoRHSz869BLiX66T0NuelFMijh+VrPy5afrxTBWSZ63rUGkraYv92KrcDBln7DxZC63avm6e3rByjjybvk3k+pF4OLpfjmjy8Ze+bFwopwzsWScKYVR/uPo2MZUPuUn6ZHGTcWQky/MT1EIniYmS4Dlhrax5fo4oYz7+8uUmO0Ve236QdQ4Mk3NFK6yiBh7YJkEoR/eCxV1UspAIGYdxikFpgaxL92HShnF8lQkTv1Ncd911PProo7zxxhvcf//9VFRUkJiYyIABA7j99tt54YUX6NevH0op/v3vfzN16tRf3Ob48eN58MEHWbBgATfccAPvvvsux48fP3P9vvvu41//+hc9e/YkJiaGwsJCVq5cyeTJk+ut++677+bRRx9lyJAh9O7d+4yPWv/+/WnSpAmvvPIKDz30EJ6eniQlJXH69OkzZtLzRfPmzTly5MiZ9+fb1h133MErr7xCWloaa9bYg8iKi4sJCAggICCAzMxMZs2a9Yv6Wx8aHH+qlAoGxgEtNE2bpZRqhRxCnHHBenchUWkVE+GIKbKJL/9I8nT1vUbOnzSSvIaGizJ0698lb9bVU+TzxC2w5B3Z3NMSoVMfUbyaNhM1yMi2nhIneal2rYSeofZcUaER4pxfXCCKQnALOS2hz2g5GklDNs9xM2Sj3L9ZjvHx9JQNz/Ewd8djiJJ3yEZ7aLeQALBnpc9OlaSpkV3tStaqObBvU81EshVW2dSTd8gmDvDYx0I6Sgtlc533mqhp3k2gWk8Ie3SP5E/LPCw+e6On2021zsTSWiakxEg63CRIzKNVGlSeFjWtslKIx8dPSb/2b5Z5bt4WrrzRPv5bn5A6C08Iieg5QhKunswStco/SNTPciscSxZSYSCsrZifvXzkyCZlERJSUqifBar7TK2ZK+1dMUDWPyVOTmJwc5PnY+86UfGyUyUH3fBbJWfcoV3yrGXo7RbnQ6e+Mt79m+U5C4sUMlNWJOvWWTefjpwC+zbK2jSPlICK/2fvvMOkKq8//jnUpXeRXkUQEEEUFUUUwYrdqKCCvcSWYIkt9hITNXajiYpo1KhoYhdbQAP8BBEBFRQQBJQmbSlLO78/zr07d4eZ3Vl2ZmfL+TzPfWbmtve9Ze77veec97y5q+3cdeptiWZ/nGnHvH61WbV+/dk+twfDSu17lLlNq4ol5D36QrMivv+0DW/VoqNZ5bbk2XX84Sur7+LvzSq8Zpmdx70GxUZ56HVIICgPMzHWbX9Y8rwlSq5ewxIZfz/VrIubNpr7tUpVOPxsE6qzPrP7sWlLK2tTrgnmcKgwT3jrVGLq1avHuHHjuOKKK7j11lupWbMmV155Jf369ePGG29k7dq17LnnngCccsop3HjjjmmdikvTpk155ZVXuPzyyzn77LM588wz6d8/9h884YQTyM3N5bTTTmPBggU0aNCAwYMHpyTUTjnlFFauXMmwYcNYvHgx7du3Z8yYMbRr14633nqLUaNG0aFDB/Ly8th9993Tkvvs3HPP5ZRTTqFhw4YMHDiQN954Y6fKOvbYYznvvPNo27YtvXrFYmdvvvlmzjrrLBo0aEDnzp0588wzeeCBBxLuY8KECRx55JElGixe4rvgJlxJ5GDMBTkF6K+q9YJ5V6nq0J0uPY307dtXp0wpRpaQLz8y60rnvWNuyB++MnFTrUbBsTsnv2MNmVSJJYKd/gm8fK/t67Q/wL/utWGj9jrUxBVYY6aY8PnsNcvK/+MMs+gs+R4+fdl6lB5+juWdGv9KLF9ZyKzP4Z932QgCbbrC4SNj9Zo6zuKPQhdi3gbbR90G5iY85hLY72jbTyjKli+CfkdZQxha2jbmxtxOhw43q1/eJhOgX31kbsLBI2zc0hkTbDDvxi0stu7Ua03kLphpLuG23UykhMMWJRsKaNbnJlSX/mjWtv2OtXiutStMyDRrY3XK22j12bjOLHd9hsAfno+NjnDI8Fgqh3Boq069LT5swqsmImrWMmtXx17wf+9aGYgJ9Ja7mQDOXWVCbdN6O46fvjXhNCAQXKGV8tDhNvwS2D2w+AeLXXzvGcjLNStrnfrQ/0Sr94JZcMAJcMGfzbL1yn1wyigbqeGF2+yeyalr+6qRY/Fwx/42Zu0MO430GgCT3rbjOOJcW/76g2bprNfIhhnbstmuV/P2sevw2et2n69cAt0OgN89abF/z95o13Dob82aW6e+3f+Hn23Lc3+1a92yswnjGRPsPjj6Qjv2qePsvvlucsz136CZuXoXfw/zpkHthia6GrUwsdamG3Tqaa7Yk0aZsP7yA3OVd93PLLnxgr4IRGSqqvZNaeUyTrGfYU5y0hCjJuNi33XwTu7Ex/p0CiHV51eqFrW/Aqeq6kcisiqYN5nYEFLljz32h8VzTLgsmm0WoGUL4bX7TRx06mUNedQapdtt/bnTzE1Tu65lu3/+NmuwmreHSx+OZYIPhchxl5rLqE4D+Gys7WPZTxbLU68RdN4Lnr/dss+37hJzfYGVf+wlJghadTYrV1gvMEE1NfJE+Xm+NaB7DoSOPa0ezdrEhgyaPyOWFyvcR+vdY8HweRtMkA04xSyDXfrYfMXqXbeRCaj6TU2Arltp4nT2JBs2CWDOF1ZeVETF06m3CeQ5X5p47d7fRNJXH5srcOsWEyWd9jSrWpUqJmpq1oSxwZvL1q0FR2MMxSvYeJebNkCjZnZ8q5dD3yPsOHJ/tfpt3WzbN2hq4qJlZ8uZV6WK9fJcNNvq1qWPiZofvoRZE8ztHY7VmbvK9lGjBqzdaCeqTVe7v9auNGtY05Z2T9RpaMvqNDQL2NYtJv6rVQ+G1GpiA9aH1yUcqF2wsqLu1U0brL59j7AxOjv3sW2+/Z9dl1p1TTSuWAzN2tlxb1xn17lOQ7Mkgo0iMeAku0+WLrCXi9xVFhe39xAr6/1nCo6v2no3uw+at7NtdLsJsUHD7T+09EcTny06mojbvtWsllPfN5Gfu9rSxXTdDxZ9a599BtkxOY7jOAVIVai1V9WPgu/hK8LmYmxftggtL/2ONotD7mp7u9+lLQweaY1hm67WKIFZk8KknVHrVZ8hJp7GPgCojfM4boxZXDZvsgZxwzoro3UwUHWdBhbLs3yRbXvIcEum+vWntu/5M2Our5C6DWNWuqhIAxOU0U4Bn70O33xuDWOtuuZK2phrMWchn79uLqqhF8csN+FA7bXqWWO/ZbONKdpt/5j7smYOrPzFeriGhIOy/7o01tDvc5TND0VU1NIVPa4aOXDIqTC5rlnzOvaMjRX5xXsmPmoGg7hvWmtpSqb/16YmLWwA9mgqh/AchOV07AkfjjGLVJMWdh6+/Z9Z7Oo2MgvdzAkmFHZpa9do9XKznu45wMTKikVWRsdeJjxadbZjmzrOxHej5iZUN+TavqpUNeH9/tPWAaDTXhbkD3Yuw3O2eJ5ZEpcvNMtknQY2oHs0M38oZvM2mVD/cYaNFLBott2zY/9q42YeeFLsXjjp93Ytly+y42nWylyd1Wqaa3/9aov5+83Vwfic+xc8d6Go79jLBOysz03cV69h99PMCWZZnPqBnb8Na8wqfcBxZukFO5c/fGXbbMqFD58PEubuYgI/JEwCHZb97USzBA8aXvBlxXEcpxKTqtD6RkQOV9X3I/MOA2ZkoE6ZJ7S8NGpuFob5080SsGqpxYiFbsGp4wJrSZAaYs4XtjwniA/LXWXC6fBzbCzDrVvMxTR3mrmK9jvaUi8smBlL5VC1amCNCXoRHnG2ib4fZ1pw++LvzZUYDoYeuk0POikm0kKL3dRxQTxZEICdU9vcsM3amKDo0DOwbJ1uueEGROIJot+/mWhuOcUa1MYtbfvouQI7L18GQ1n9Mt8sLmBWnR++MnfnLm0tWH3CaxbgnmgfYZmfvAAdetl5XBQkUa1e0+rRvqdZe76daC61hrvYuWvY3M7pkh8s+H7e9FijnlM7tv9NG6wuTVqZVStvvVlKly+yWK2Nuba/bdvM4jXwNBM6H71g7sb1q0zEhHXr3t+Ea7jvmjkmoFYtNSvgN/+zaxf2Jl00x1yNJ/3ejmfNiuBem2kCrfsBcMzFFoy/SxvosKfVbfUyO1/d+9vx9B5k13rF4sBK1cGu0Ucv2D3zw5e277bdrE69B8XEdSiAPnkJlv9o8YPLFsX2GyU8d7M+t3qEbvjNm8ytWiMn5ppc9YtZ2GrVtf/N8oV2b4bXWjFBt31b4HYW6NEfuu1nnXZWLzPxmlM7NhZop94xce/eIsdxnHxSFWqjgLdE5G2gloj8DRgKHJexmmWSqMuvdRdrGMJcWHmbYsHaEHMt9jzIpvjlnQJXVfWaZrk5ZVTMLZi3ydxrS36wuLfWXUxo9BpoQeVVqliZNXJM4C1baBa4RbNNRDRpae6u1UstXmxTkNG/e//Ers/u/c0KctT51vgt+t6ExNoVscD+Tr3NkhZFMGtHl71j6RS69it4rjr1NkHw/ZcmgNavDoTFcnN9/fqz9WSsUdNE2pwpJhKHXlxwH9EyFROEUSvhvK+DAdhXwtJ5VsamDRYHduDJFi/WejeL9Vq7PHmj/u1Eq8eBJ8C3LQMBtcLiz7rvb+dy00azgE1805Z1Cjp6fIEJxWjv2iihqAkFW7M2ZlHbva+Jqaat7Xq27WqCbfkic7N/M9FEyr5HxgZSX78GNq63ZMXRDiLx92t4Xn6cYSKtQTPrhLBkjp2rZq2tHi//2eIsO0WseMNvjFm4Bg2365goHjJa1vJF5vL8+lPL5xe6sGvWtheJhrsEA9pPtvi5UHBNHWcW0e3bzL3fuLlZro++0M5l3gazvu0VWN/mTrN8hp+9bvdtl33sOjhOlpnSL9s1cBwj1fQck0SkFzYI+9NY0tt9y22Pz5zaJtLCxipsIENLQNjrLNoYRxui6PKQfY6ExruaSAsT6n70glmZGrcwF1Wz1mYpW/KDWRmWLzSh1bGXxZQt/dFE1fo10GuQiZLNmyxFQrs9bJ95m2JDUoUNetR9BAU7GoTi8puJdmyw4wDbYEIu7M24amlMQIZCdO40SyT71uMmOnsPCqxf2y3Oaq9BNrXfI2bJC612UUtXSLf9Y/uP9gRt3cVGIQgJUz2sW2Eu1vWrTfRUr2mWv2SNemidWb7YYrP2HAA5gbu5az8TIt9OBhrb9Zj6vpUNJkJ262MiprDEq1Er1PrVQa/Vrbbt6dfbef/+S7vuA04x0T5nKrTobJ0HfvzGrveM8Wbd/c3ViXs75tS269O6S8xFvW4l5NQy4b/3EBNDT11rQ05tXGeCtEZgYQtFYRiL+L//mCUOdhTtYVlzp8FXn5rQ/OGrmFUZ7AVg5RI7wbXqwqplNj/6AqTYsF1Vq1pHEbDYyO4HWH3Ca96pN3z6L7NKLltgPVs94a1TBti7ftHrOE5pUCXVFVV1sareq6q/VdV7yq1ICxn/ivW6/OgF6w35+b/NldTjoIKiJ2yMQzfN3oMTJ+QMxdHcaSY4Nm+yNB99hpiVatlCK++DZy2GrFYdi7nausk6Inz9qfX4O/oCOOVqOO63ZsXY6xA48lxr3GrkmNga/0qsrGj9QsJ6hmLoq49NMNRtFMvzFa33tI9N/ES33bwJ3vuHCbzw2LZtNmG2Nc/chS06mBWkaSsTaMf91gTDLm2DXqKzkweIJ6p3WJflC+249zvaAt0v/Isdf7WaMdHTooOJtdBlGs8e+1vvyPZ7BIJtkQmcNx+zHHrte9i5OewMOP5Ks/i06mwWr932NqGRrO6bNpg4C5d36m0Wu5VLTOR129+ObY/9rYft4BH2MtC+h7kRl/wAbzwMHz9v7tvNGy0msDByatt+W3W2a7jHASbCd2lrbsTJb1vC4NoNzKJXu37sGN59yoYx++iFIGnw8liy5ETHlRccV7uuJg4F62QzbrR9X7fS7pcZE0ycLppjy6CgVfe0P8DJV9t5GP+KxUYuW1jwmufUNqFZu665obfk7XiPOk4lR1W59tpradKkCU2aNOHaa6/dYdD0kLfffpsDDzyQhg0bsuuuu3Leeeexbl1sqOyRI0dSo0YN6tatmz9t27Yt4b6effZZDjzwwBLV/YEHHmDXXXelfv36nHPOOeTl5SVd96OPPqJr167Url2bQw45hAULFhRY/uGHH9KnTx/q1KlD69at8wenj+enn35iv/32o3HjxgVGUwA48sgjSdS7esmSJbRu3XonjjDzpGRRE5HGwFXAXuyYnHZABuqVecJGape2ls9Kt1uOp+U/mZUmUXqAqMtr2kcFhwyKuvdCwbElL8jdNctExtyvzJJWv4k1rls2W8wQWC+4JfOgxwEFrUxRa1Sn3jGXaqsuOwrGaNB+dJt5X1ujumGN5WyL71UaurrC2Kju/e34tm61+LpDg2zUuastc/92NaE09UOzEoVxfqELM8zKn8iCVxhhgtZf5sfqEp6D+JxsydySia5VaIkMk68KyS16YWLcrwLxGk3QGxIfc5dT2yylUz6IxfbN+rzgdZj1uV2Deo0scW+zNmb1WvULoNYBIb7TRfg7POa8TebOXb3U7qE6jUwY1syx87Fkrrkcm7c3URhaSOcEFrhWne36h51iaiY5rnlfx5Lb9jvGyvhptrnGO/aCASeb6G/WyvLNVaHg/RMSPb/h/y1eHIKJcsHSj/y6pGDcYZYQkZrAY1gsbmNgLnCdqr4bLB8EPAq0xXrAj1TVBZFtHwdOBjYA9wZJvB1np3jyySd54403mD59OiLC4MGD6dChAxdddNEO665Zs4Ybb7yRAQMGkJeXx7Bhw7j66qt54okn8te55ppr0pKvrCjef/997rnnHj7++GNatmzJCSecwM0338w999yzw7rhwPB///vfGTp0KDfddBOnnnoqkyZNAuCbb75h2LBhjB49msGDB7NmzZqkY2jefffdjBgxgmHDhtGnTx9OP/10+vbty8svv0yHDh3o23fHjBjvvPMORxxxRLGOT1VRVapUSdnmtVOkGqP2T6AmNlB6xehDX7O2ZUdvvXvMLfTSPWbdGv/Kji6hKHOnmWUiOmRQvKCa9zX8NMdcUat+tsSwebmW4mDwWRbP1rk37NLahhH6caalfvg1GLctmQusRo41+GGnhpBonrTo9qHICd1u8S9hUREUFT3d9jc325yp1uj3DtInLFtoxzXhdahe3dx47XsEcX69Y3nnGu6yo3WyKBbNNjfq9u3JrSpzpxdPAObUNmHy1mMw5JyCQjh++6i4C1O3xIsPSBxzVz3H4rGq5yTuPBGuu261Cbqq1azTBQRDTeXs6J6OF049D7IYs3WrzV1apYqJsbCX8IjbYrn7oi8QQ0bE5kHsPolPLBt1XYbCcNVSs6odc2Hs+n7/pe07d41ZU8OOL4nc7+GxNGha8D8VFaVg99X61fYyUTY6E1TDQjwOBhZiyb7/JSI9gVxgLHAe8CZwO/AyEI4GfQuwG9AO2BX4RES+UdX3SvMAnIrD6NGjGTVqVL7FZ9SoUTz11FMJhdqwYcPyv9euXZvzzz+fm28u/iiM3377LRdddBFbtmyhbt26VKtWjdWrV7NmzRouu+wy3n333fz9X3/99QnFyujRozn33HPzh7y66aabGD58eEKhNnbsWLp3756fRPeWW26hadOmfPfdd3Tt2pU77riDCy+8kCOPPBIg37qYiPnz53PFFVfQoEED9tlnH+bNm0eXLl245557+OSTTxJu884773DGGWfw5z//mUmTJvHaa6/lL7v88ssRER588EEGDhxI//79+fTTT/nyyy+ZMWNG/gDtmSJVoXYA0ExVk9ssyxvxDcmmDfZm36xN4rf+KGHahFCcxJNT21yAX4+34XzqNoRhN8B/XzErxDcTYeK/TcysXmru0blf2XiPVaoVLm4SiYTweMJhfMIOD1Gr3JHnB+kiktQ3kWhp2dkSkob7mzvNzs1L91gqkj0OsLQa0SSlUQtdzZzkiUvjrUVhLNzsKSaW33/G0nOEgiO8XmFKjOK4x37+wcZvXbnIXKlFkUy8Fna+4lNNQGIX+poV5vps1TkmsMIevD0PKuhajxdO0R6/UsXOcc8DC5ZRI8eEctQaGPYCBRNy30y0OML4+ySkZoLOEp+8bJbn/Y81S/H2bdC6k1l2ZyZ4cUh2n4ZE/39gx9K1X8wSmGVUdT0Fh7x7S0TmA3sDTYBZqvoKgIjcAqwQka6q+h0wArOwrQJWichTwEjAhVo5Ii0Jb9PErFmzCmTG79WrF7NmzUpp2/Hjx+cLpZDHHnuMxx57jA4dOnD99ddz0kk7Phe7devGE088wd///nc+++yz/PmXXXYZa9asYd68eaxcuZIhQ4bQokULzj333IT1Pu64WJ/DXr16sXTpUlauXLmDyIo/xjp16tCpUydmzZpF165dmTRpEp06daJnz56sWLGCQYMG8dBDD9G4ceMdyu3Rowfjxo2jefPmTJ06lZtuuombbrqJK6+8ssDA7CFbtmxh/PjxjB49mv33359bbrmF1atX07BhQ7Zu3cpLL73Eu+++m7/+mDFjePfdd9l9992TuqDTSar2uq+Bsum83Vni483mTrOGqHqNHV1C8YTpDfoMSi5EJr9tObi2bjbB8dN31qFg/KuWGLZFB8vLVaeBNdqd97Ls8LvtXXhW9kSxXWCNebPWtq+ZE2KxcmEsVTQVQnzsVXzMVSLChnXRbIs9OvhUE7Zzp8fi5cL6DR5h8XahEChsf/Hxdu17mFVlWjByxLjRsV62ew+OjTmZLDYtEYcOt9i/0IUbT3j8a1YUPF+JznMyoucXkp/rRbNjaV2iAfVhvtrrNwAAIABJREFUTGG0zLAODZoWnN+pN7Dd9v/2U7Eyw2UNdzEx9u3E2ID3/37UYtU2b7JcbNVqxO6TkGicZbT8z16HNx600RneecpiA1t3iXVASRS3WdT5C4+59e5Wpz0OiIm0VM95KSIizYEuwCygOzA9XBaIurlAdxFpBLSILg++F2wpY/u9QESmiMiU5cuXZ6r6TjknNzeXBg0a5P9u0KABubm5RYqEcePGMXr0aG677bb8eZdffjnff/89y5Yt4/bbb2fkyJF8/vnnKdVj27ZtvPTSS9x9993Uq1eP9u3bM2rUKMaMGZNyvYECMXPJ1g3XD9ddtGgRY8aM4bXXXuP7779n48aNXHbZZQnLve6665gwYQIHH3wwl1xyCZs3b+brr79m6NChDBs2jAEDBvDII4/krz9+/Hh69epFvXr1aNGiBQMGDOCVV14B4L333qNp06bsvffe+euPHDmS7t27U61aNapXr57KqSsRqVrUPgbeE5FngF+iC1T16bTXqjSIz+GULD4qSrLErYkYcIrFRDVsZr0LF82xlBDVa8Deh1msz3eTY2Mndu1ngm7AKcnLKaz8RbNjbqqw4Yy3GiZyyUHMXTnv64IxWTVyzHoVdWuFn+HYm70PTdxQh2kpko3bmMhaBNZQy+9N5C35YcfYuWgv3FSJd7uFrFlhLuytmy3+LnQxhrnpijGUEbCjlSjRuU5kaUpkoSuMMAB/4Wx7YYjfV/seFjOoQZ2+n2ojAlStZlbSLvuYxTcc5quwuoG55xvvavfnUedb/N6AU2LnZmfG5Yz2mJ0xwe6zMjrOp4hUB14ARqvqdyJSF4hXVWuAesRieNckWLYDqvok8CTYEFLprLdTPrnrrru46667ADjjjDN44oknqFu3LmvXrs1fZ+3atdStWxeR5ENlTZo0iWHDhvHqq6/SpUuX/Pl9+vTJ/37UUUcxfPhwxo4dW2Bsz2SsWLGCLVu20K5du/x57dq1Y/HixQnXT1RvsPFMi1o3XD9ct1atWpx99tn5x3L99ddz2GGHJSy3cePGvPzyywBs376dAQMG8MQTT3DPPffQo0cPnn32Wfr06cOgQYPo1q0b77zzDkcddVT+9iNGjODxxx/n/PPP5/nnn+fMM88ssP82bdokPkEZIlWhdhCwCIg3ACuWrqP8ER/TBWYpaNbaxEMYDB7fKzFR4xu/31BM7d7Xetv9+rM1/CsWWxB4w+bQoLk1pu16WBk5tWNiIhyDM144FZa5PT4rf/y8RJ/RbWdPMStMOITVpg0WM5RTz/KWReO33nkqGIy7346jKITnafkiO5dFBftDwVQM0WSs4cDt61Zbot3Q2pKuhnz8K9YLt1Fzy+0VdlCIz02XKonObzJLUyKK8yLQtR/0X1hQMIXEu2GHjIh1IAATRMt/Sh6jF0/1HLtnDzjO0omEFs1EKTSKcwyQXLCXEUSkCjAGG4nl0mB2LhCfvKE+sC5YFv7eFLfMcYrk+uuv5/rrry8wr3v37kyfPp1997VRG6dPn76DOzPKtGnTOPbYY3n66acZNKjwjjkiktQyFy8EmzZtSvXq1VmwYAF77LEHAAsXLqRVq1YJtw/r/Zvf/Ca/3s2bN08YW9a9e3dGjx6d/3v9+vXMnTs3/zj33HPPAvUpTKRGefLJJ9lvv/3o0aMHM2bM4He/+x01atSgZ8+ezJgxI1+ojR07Nn+b448/nosvvpiZM2fy1ltvce+99xZ6XjJNqnnUDsl0RUqdZGIizK8WH5QPRcfdhPsNG/lOvc2V+cW7JtbWr7EA+3DYnjDpa3ycUHxPzNA6tnlT8szthQXHF7ZOOD9qhQmP472nrXND266xYbTmzzSRtmFNTGTGk0g07gzRfHTRjhvpIrR6tuocy+3VoGnxrXahoIwG7BdHrISk8iKQv+50GymjVZcdx1ONv87d9o/VL37IscIIRRfEOkqkEnsWvmREe+YmOw/JBHsZQOxp/A+gOXCUqm4JFs3C4tDC9eoAnbC4tVUi8jPQCwjNq72CbRxnpzjrrLO4//77OeqooxAR7rvvvqRuv5kzZ3LEEUfw8MMPM3To0B2Wv/rqqxxxxBHUrl2bDz/8kOeff54333wz4b6aN2/OokWL2Lx5MzVq1KBq1ar85je/4YYbbuC5557j119/5f777+eqq65KWu+RI0cyfPhwWrZsyR133MHIkSMTrnvCCSdw9dVX89prr3H00Udz2223seeee9K1a1cAzj77bG6//XbOOOMMdt11V+655x6OOeaYQs/bsmXLePTRR5k4cSIAHTp04JNPPuGAAw5gypQpjBo1ivnz55OXl0e3bt3yt8vJyeHkk09m2LBh7LvvvrRt2zZZEaVCoTFqItIv7netuN8nZKJSpUKn3rEcV6FFq3t/a1iSWYOijUqymK5o7FtObXMV/eZqOPU6OP5yOOOmWHlhXrT4eDIwy9ZehxZ0YdbIsdxgmQi2DvOOhfvu1NsGgx880hrcsKfrD1PNmnPi75PXo7jxXYkIU6CsW21jWR4yPP3WlgZNbViofkfvmNsrrH+q8XsfvRCLqftmYsFYr1Tp1Lvg6BeFEQr2+Be7RPUN6/fJC7HhsFK5Nonuu1Riz5q1jg1DVdR5SOX8Zo/HgW7AUFXdGJn/OtBDRE4SkRzgj8DXQUcCgOeAG0WkkYh0Bc4Hni3FejsVjAsvvJChQ4fSs2dPevTowdFHH82FF16Yv7xu3bpMmGA9xu+77z6WL1/Oueeem58nLWp9e/DBB2nVqhUNGzbk6quv5qmnnmLgwIEJyz300EPp3r07u+66K02b2ovUww8/TJ06dejYsSMHHnggw4YN45xzzkm4/RFHHME111zDIYccQtu2bWnXrh233npr/vLu3bvzwgsvANCsWTNee+01brjhBho1asTkyZN56aWX8tc955xzOOuss+jXrx/t2rWjZs2aPPTQQ4Wet6uuuoo//vGP1K1rEQnXXXcdH3/8MW3atGHo0KH07duXt99+u4DbM2TEiBHMmDFjB7dnNpDCghFFZK2q1o/8/lVVGydbnk369u2riZLYFZtUXDdhL71wXNB0lBVaIpq1LtiTLnQ37oyFpqTEp1CIT/1Q1DYlqeusz+Hdf5gQOeLcgvGEpXkOUrnWoUUtHMez96E7F+OWannRMuOvR6Ltk61bFDtz/aPbxfdWLcnxJkFEpqrqjkmRSoiItAN+BPKArZFFF6rqCyJyGPAIloIjzKP2Y7BtNI/aRuBPqeRRS9szzIEhJXdNpaXX5wcedljWOeqoo7j00kt3EGsLFy6ka9eu/PLLL9SvnxmZk+rzqyjXZ/zdXtTv8k8qMVCtdzfXTlEpIooSLYlyry1fVLBDQKp1SifxwgOs/Pi4uETHVxz3XWHEp0BJ1353ph7Rz0SEcXXRwdB3VkymUl5YZo2cgkOaJds+GvdXHOItyKm6oIvjzkz1eEuZIHlt0uebqn4IdE2yLA84J5gcxynDDBw4kEMOKRjdtX37du6//35OO+20jIm04lCUUIt/HSjqd/ljZyxAYQ/LwsYkTJaANhnxubuymaJg7jSzZv08Fw46ObVcWIUJhZ0hXlxkq0FPNfgf0nPtiiPKo+ck0agU6aRTbzjoJFj8Q3qHeCrtlxDHKU2SWfbc0lZmuOaaawr8Xr9+Pc2bN6ddu3a8917ZSH2Yaq/PisvOWGpS7VQQjXVLRRCWlUarU29o0AwWzLJ8W4XFI0U/IXPHUFbOTZRU0nFkkniLVybLz6ltud9WL7PYs0RDa5WEbLn3HcdxItSpU4fc3NyiVyxFihJqdURkYeR3g8hvAcr/E3VnLDWpiIb4no+ZbkjTSU5t6/Qwvmvhed0yKZ7KQ8OdSjqOZKT7+FJ1x5eE+N7I6bz22XJtO47jlHGKEmqHlkotskmmLUBhr7awAS1jsThJiSaJLU2RGQqY+EHdy6Jwi793inNu0i1MUnHHl5R493w6KaOxak7lZfFB2a6B4xiFCjVV/W9pVaTCUhEsBaXZiIbnK37cy4pwHqOk+5yWhkUNKpdr26nUtMzJdg0cx/AYtUxTni0F0TQLAHmlYNVKliy3PJ/HROyMMEllCLFMWtQcx3GcUseFWkldasVJwVHeCK1Y4RiY4ScUzNGVTvFW2OgJ5fU8povCrIoVTcg6juM4gAu1krvUKppLLkp0HMZ50y1urFWXgmKgIh9/WYuLK0yMuZB1nLSyZFPsu7tBnWziQq2klohk2ydr5Mta418Y0cY/dzW8+hc4+aqK7ZKMUtZEaLbEWHm6Zx0nTbSaEPu+0yMTOE4aSCrURGQMKSS0VdWz0lqj0qakjV+y7cNGfvOmgsMJlbXGP1W+Hg9L5sEnL8E+R8Ya7PjerRWpMa/IIrQ4lNd71nEcpwJQmEXth8j3psAI4E1gAdAWGAqMzlzVyjlh4563qWAjV14b/1NGWbLTxrsmzqH1zUQb9PuQ4dBnJ4YrKou4O9Eor/es4zhOBSCpUFPV/CHuReR94GhVnRCZdyBwU2arV46JWppq5mRv3M50sUtbGPWP5Dm0BLO/VrzRX53yes86juNUAFKNUdsPmBQ3bzKwf3qrUwEpTiNXVmOBUhlHstv+MRev4ziO4zhpoUqK600D7hKRWgDB553AV5mqWKUkjAWaOy3bNSlIKvUKBWlZEpiO4ziOU85JVaiNBPoDa0RkKbAGOBCLW3PSRafeBbPxlxVa7w6Nmmc+630iwk4KmzaUftmO4ziOk2VScn2q6o/AASLSBmgJ/KyqCwvfygEKZvdfNLtwt2ZZjQXKZtZ773HoOE5hDPHAWKdik6pFDRFpAgwEDlbVhSLSUkRaZ6xmFYVQaIx/pWy6NVMhm5a+smpldCo0InKpiEwRkTwReTYyv72IqIjkRqabIstrisjTIrJWRH4Rkd9n5QAcx6kwpGRRE5GDgdeAKZgL9F5gN+AqLE2Hk4xodv/QolbeyKalr6xaGZ2KzhLgDuBwoFaC5Q1VdWuC+bdgz8Z2wK7AJyLyjaq+l6mKOo5TsUm11+dfgVNV9SMRWRXMmwzsm5lqVSCiQsMHy3accoGqjgUQkb5AcTwHI4CRqroKWCUiT2Exvi7UHMfZKVJ1fbZX1Y+C7+FoBZvxIagqPh7M7ziJWCAii0TkGRFpCiAijYAWwPTIetOB7sl2IiIXBC7WKcuXL89sjZ1ioYNjk+Nkk1SF2jcicnjcvMOAGWmuj1PWSJaawwWcUzlZAeyDuTb3BuoBLwTL6gafayLrrwnWSYiqPqmqfVW1b7NmzTJQXcdxyjupCrVRwAsiMhqoJSJ/A54Frk61IBFpLCKvi8h6EVkgIsOSrFdTRJ4QkaUi8quIvCkirVItx0kzyYL5y2rON8fJIKqaq6pTVHWrqi4FLgWGiEg9IDdYrX5kk/rAutKup+M4FYeUhJqqTgJ6AbOAp4H5wL6q+kUxynoUc5c2B4YDj4tIIpfAFdiIB3tiqUBWAQ8XoxwnnpJYv5IlsvXemI4DsVCQKkFc2s/YszIkfG46juPsFKn2+hwAfKmq98bN76+qn6ewfR3gJKCHquYCn4nIf4AzgT/Erd4BeD94W0VEXgbuT6WeThIykYvMe2M6FRgRqYY9H6sCVUUkB9iKuTtXA98DjYCHgE9VNXR3PgfcKCJTsJfS84GzS7n6ThqYujb2fe/6yddznEyTameAT4HvRGSoqs6NzH+Xgmb+ZHQBtqrqnMi86cDBCdb9B/CgiLTEHojDg3KcnSW0ern1y3FS5Ubg5sjvM4BbgdnAXcAuwFpgHHB6ZL2bgceBBcBG4E+emqN80ndy7Lt3KHCySapCbT3wAPC5iJylqh8E81NNCV0Xe6hFSRZk+z3wE7AY2IZ1WLg00U5F5ALgAoC2bdumWJWAsjoAeiZw65fjFAtVvQXLiZaIFwvZLg84J5gcx3FKTKqdCVRVnwJOBp4RkVHFLCeXHS1vyYJsHwVqAk2AOsBYkljUStRjyoPhKw/eQ9VxHMcpp6Q8hBSAqn4G7AecLiJjSN2iNgeoJiK7ReYlC7LdC3hWVX8N3k4fBvYNcxWlDQ+GT0wyUVOexY6LcsdxHKeckqpQmxd+UdWfgAMxt2lKPkNVXY9Zxm4TkToi0h84DhiTYPUvgLNEpIGIVAcuAZao6ooU65oayXozVnaSiZryLHZclDuO4zjllJRi1FR1r7jfm7AA2tMTb5GQS7DUHsuAlcDFqjpLRA4C3lXVMFnkVVhPqu+BGsBM4IRilOOUhGQdD8pzhwSP0XMcx3HKKUmFmoicqapjgu9JA2NV9elUClLVX4HjE8yfQCyjN6q6Euvp6WSDZKLGxY7jOI7jlDqFWdROJ+aaPDPJOopZyRzHcRzHcZw0k1SoqepRke+HlE51HMdxHMdxnJDCXJ+pDi+1PX3VcRzHcRzHcUIKc31uJTaOXSIkWF41rTVyHMdxnHiGpJoNKj20qFGqxTlOUgoTah1KrRaO4ziOU4ZYkmiAQ8fJAoXFqC0ozYo4juM4juM4BUl1rE9E5FhsEPWmREYkUNWzMlAvx3Ecx3GcSk9KHQZE5Gbgb8H6p2AJaw8HVmeuao7jOI5TARkiO06Ok4RUh5A6Bxisqr8DNgefQ4H2maqY4ziO42SLN5fHJsfJJqm6Phuq6szg+2YRqa6q/yciHm7pOI7jVDiO/Sr2XQdnrx6Ok6pQmysi3VV1Fjb25sUisgpYlbmqOY7jOI7jVG5SdX3eCDQJvl8HXA78Gfh9JirlOI6TTUTkUhGZIiJ5IvJs3LJBIvKdiGwQkU9EpF1kWU0ReVpE1orILyLiz0jHcUpEShY1VX0n8n0y0DljNXIcp/yxaQPMnQadekNO7WzXJh0sAe7AOk3VCmeKSFNgLHAe8CZwO/AysF+wyi3AbkA7YFfgExH5RlXfK7WaO45ToShOeo7amECrG52vqv9Ld6UcxylnzJ0GU8fZ9+79s1uXNKCqYwFEpC/QOrLoRGCWqr4SLL8FWCEiXVX1O2AEMFJVVwGrROQpYCTgQs1xnJ0iJaEmImcBjwCbgY2RRQq0zUC9HMcpT3TqXfCz4tIdmB7+UNX1IjIX6C4iS4EW0eXB9+NLt4qO41QkUrWo3QucpKrjMlkZx3HKKTm1K4QlLQXqAvEJG9YA9Yh5G9YkWJYQEbkAuACgbVt/53UcZ0dS7UywGfg0g/VwHMcpD+QC9ePm1QfWBcuIWx4uS4iqPqmqfVW1b7NmzdJaUcdxKgapCrWbgPuDQFrHcZzKyiygV/hDROoAnbC4tVXAz9HlwfdZpVpDx3EqFKkKtTnAscBSEdkWTNtFZFsG6+Y4jpMVRKSaiOQAVYGqIpIjItWA14EeInJSsPyPwNdBRwKA54AbRaSRiHQFzgeezcIhOI5TQUg1Rm0M9gB6mYKdCRzHcSoiNwI3R36fAdyqqreIyElY56rngcnAaZH1bgYeBxZgz8o/eWqO8kmfpJGFjlO6pCrUmgB/VFXNZGUcx3HKAqp6C5YTLdGyD4GuSZblYWMjn5Opujmlw9T9il7HcUqDVF2fzwBnZrIijlOu2bQBZn1un47jOI6TJlK1qO0LXCoiNwBLowtUdUDaa+U45Y0KlvDVcRzHKRukKtSeCibHcRJReRK+FqTiDR3lOI5TpihSqIlIVaz7+Z1B/IXjOPFUnoSvBXFLolNBeXJR7PsFrZOv5ziZpkihpqrbROQSkgTWOo5TiamslkSnwnPht7HvpSLUhkji+R94H77KTqquz+eAi4DHMlgXx3HKG5XVkuhklmSixXEqIcXpTHCZiFwD/IQNxg54ZwLHcRzHcZxM4Z0JHMdxHMdxyigpCTVVHZ3pijiO4ziO4zgFSTXhLSJytoh8LCKzg8+zM1kxx3Ecx3Gcyk5KFrUg0e1ZwH3YGHbtgGtEpKWq3pnB+jmO4ziO41RaUo1ROw8YqKoLwhki8j4wHnCh5jiO4ziOkwFSdX3WAZbHzVsJ1EpvdRzHcRzHcZyQVIXae8ALIrK7iNQSka7AaOD9zFXNcRzHcRyncpOq6/NS4BHg62CbLcArwGUZqpfjOI7jZI1jmma7Bo5jpJqeYy1wloiMBJoCK1R1eyYr5jiO4zjZ4k0fFc0pIxQnPUcDoC/QAxgoIoeKyKEZq5njOE4ZRUQ+FZFNIpIbTLMjy4aJyAIRWS8ib4hI42zW1XGc8k2q6TlGAo8CucCGyCIFOqa/Wo7jOGWeS1X179EZItId+BtwNPAl8CQ2RvJppV89x3EqAqla1O4ETlbV5qraITKlLNJEpLGIvB68ZS4QkWGFrNtHRMYHb6pLReSKVMtxHMfJIsOBN1V1vKrmAjcBJ4pIvSzXy3GcckqqQq0a8EEJy3oU2Aw0xx5mjwdvnwUQkaZYL9O/AU2Azmko23EcJ93cLSIrRORzERkYzOsOTA9XUNW52HOvSxbq55SAW+bGJsfJJqn2+vwTcKOI3L4znQhEpA5wEtAjeMv8TET+A5wJ/CFu9d8D76vqC8HvPODb4pbpOI6TQa4FvsFE2GnAmyKyF1AXWBO37hogoUVNRC4ALgBo27ZtxirrFJ9b58W+39Ipe/VwnFSF2u+AXbFho1ZGF6hqKk+XLsBWVZ0TmTcdODjBuvsBM0Tkf5g1bTLwW1VdmGJdHcdxMoqqTo78HC0ipwNHYXG89eNWrw+sS7KfJ7E4Nvr27asZqKpT3hkiied/4LdLZSFVoXZGCcupC6yNm5fsLbM10AcYDMwA7gVeBPrHr+hvo47jlBEUEGAW0CucKSIdgZrAnCTbOY7jFEqqedT+W8JyivOWuRF4XVW/ABCRW4EVItJAVQu4FPxt1HGc0kZEGgL9gP8CW4FTgQHAFUB1YKKIHIT1+rwNGKuqCS1qjuM4RZFSZwIRqSkid4rIPBFZE8wbIiKXpljOHKCaiOwWmdcLe/uM52vs7TTEBZjjOGWJ6sAd2PjHK7ARWo5X1TmqOgu4CHgBWIZ5DS7JVkUdxyn/pNrr8wEs0e1wYsJpFnBxKhur6npgLHCbiNQRkf7AccCYBKs/A5wgInuJSHWse/tn8dY0x3GcbKCqy1V1H1Wtp6oNVXU/VR0XWf5PVW2rqnVU9ThV/TWb9XUcp3yTqlA7ARimqhOB7QCquhhoVYyyLgFqYW+ZLwIXq+osETlIRHLDlVT1Y+B64O1g3c5A0pxrjuM4juM4FZVUOxNsjl9XRJoBKxOvviPBW+XxCeZPwDobROc9Djye6r4dx3GcckiyHo2O4+STqkXtFawLegcAEWkBPAK8lKmKOY7jOI7jVHZSFWrXA/OxdBkNge+BJViPJsdxHMdxHCcDpJqeYzOW9PZ3gctzhap6b0zHcRynQnJ+cSKwHSeDpBqjlo+qLgcQkZ7AH1X1lLTXyin7bNoAc6dBp96QUzvbtXEcx0krT+6R7Ro4jlGo61NEaovI7SLypojcLyL1RaSjiLwOTMR6ZTqVkbnTYOo4+3Qcx3EcJyMUZVF7FOgNvA8cCfQEugKjgfNVdUVmq+eUWTr1LvjpOI7jlB6Jesz6+J8VkqKE2uHAXqq6TEQeBhYCBwcpNZzKTE5t6L7D8KuO4ziO46SRooRaXVVdBqCqi0Qk10Wa4ziOUyzKYb60C76Jffd4NSebFCXUqonIIUD+vyz+dzCSgOM4juNUGJ5aHPvuQs3JJkUJtWXA05HfK+N+K9Ax3ZVyHMdxHMdxihBqqtq+lOrhOI7jOE5JSOZi9k4G5ZpURyZwHMdxHMdxSpliJ7x1HMdxnKSUw44DlRZP8VEucKHmOI7jFB8XZI5TKrhQcxzHcZyKjIvqco0LNcdxnDQjIo2BfwBDgBXAdar6z+zWqgR4Q+84WcOFmuM4Tvp5FNgMNAf2At4WkemqOiu71SoCF2SOU+ZwoeY4jpNGRKQOcBLQQ1Vzgc9E5D/AmcAfslq5EBdkTjLScW94h4S0UmGE2tSpU1eIyIKd3Lwp5p4oDUqzrNIuz8vyskq7rHYZ2GdJ6QJsVdU5kXnTgYPjVxSRC4ALgp+5IjK7FOpXGKX9fCrrNAVWyLhsV6PMkNr9IZXiRSAd/5WUnl8VRqiparOd3VZEpqhq33TWpyyUVdrleVleVlkoqwxQF1gbN28NUC9+RVV9EniyNCqVCpXsOhWJn4+C+PmIUZrnwhPeOo7jpJdcoH7cvPrAuizUxXGcco4LNcdxnPQyB6gmIrtF5vUCynZHAsdxyiQu1IzSdD2Utpujoh6bl+VllUlUdT0wFrhNROqISH/gOGBMdmuWEpXmOqWIn4+C+PmIUWrnQlS9d4bjOE46CfKoPQ0MBlYCfyjXedQcx8kaLtQcx3Ecx3HKKO76dBzHcRzHKaO4UHMcx3EcxymjVAqhJiJVI98zmolPRGpFvleK81ueEZGOIlI/+J7pe2MfEdk9k2U4TjIyfX+XR0SkqYhUz3Y9HKcwKrSQEJG2IvIy8ISIXAagGQrKE5HWIvIW8KKIPCgitVR1eybKipQp0c8Ml1Uj8j2j942I1C2NskTkt8BMbODsTN4bbUTkQ+BloGEmykhQ5kARObSUyjpYRG4IBa9TNone35X9JVJE2ovI58AbwJsi0iv6Ql/ZEJGuwTOjafC70op6EeksInuLSE7wO+vnosL+WUWkN/Ap8DPwLXCZiLwoIrUzUFYT4C3gJ+AxoD/wTxHple6ygvJaicidwAGQOYERlNVWRP4JPCkidwTlZUSABmW9DjwjIk+LSLUMi91ewCpg37icVyUmIqLvxfJnfauqHVV1cnR5ugksBO8CrwE9M2ktCAToO8AnwO14QtcyiYgcKCIfishDInIJZO4/XB4IvB5/B6ZiY7KuBW4BRmSxWllBRKqKyFPAZOCPwAQRGZrJNqWsIiLVRGQ08AXwEPCWiOxfFs5FhRVqWLf4Cap6pareDxwJnApcEHVPponewHpVvVhVPwAOBWoBw0Vk13QWJCKnYw3jdcARmXwDEpHaltTZAAAUf0lEQVSLgCmY2P0YOFVEng6WpfXeEZEbgC8xsXsbdv0eDZal9dgib87fY1aufsCBIlIzXWVE/tyHAeNV9bKg7H1FpCGZ++9dBaxU1Saq+qCqbslEISLyN0yAzgHaYy9FR2SiLGfnCXK4vYb9f3/EcrvdmIkX1nJEayAHeExVlwLnYc+eM0Skc1ZrVvp0BzoDnTDPwjPAQyIyIKu1yg4DgTbY/TEMmAa8KiJtslkpqEBCTURaxrleqgC1RaR60NAvAeYBZ2AXoyRl1Qw+Q2vFOqBbOF9V1wL/ALqSYCDmEtIc+DMwHBiAiYy0W9UCMbEbcKmqjlLV54BTgBNFpH4638iD67MdOEJVL1fVGcBnQH0RkZIeW+R6VQVQ1W3Bov2xB9NbWELSDiUpJ66snGDWmcChInKxiEwCngLeAZ5Lp6tFjLrAnkEZiMjJwdQ+XeUE++0IbAZ6qeqVQB7QJFqXdJbnlIhjgLGqelfwwjoMOB04uhK7PwXogY2/Gj6vx2JtxMVZrFepICINItd+P6Cdqq4AtqvqvcAkYETwP6/QBC7OcGD0fkD9IGH1T6p6NWY4uDbbLzbl/o8a3HRvAx8B74nI8KCxnIs1/sOChr4tZolqT+AyLG6DIiKNAovSEwARa8VSzFwa/ZO/ho35t7dE4ruKS6ThD/fxD+BVVX0RWAQcm66GOFKWYI3vi8B7wbwqWHzVt9iDLl1lVQuuz/2qOiX448wGjsWE9fE7e/4SXK9tkWMB+xO2wc5pDnC6iNwhInumoaxNwbHNwqx2j2LulgOBUZjV9Ypg2506n1EBGpzDOlgDtFZEXgTuAM4BxorImTtTRoKyRFXnqeplqjpfRKoHVok1wCHh6iUpy9l5RKR+3P2UR+QFJLD4fwScSBpeTMojqjoHmIG5+kK+Az4H2otIhTwvIrKbiLwPvAC8FgiUb4CFIrJX5OX7biwspNjPwfKEiPwGa7evCGbNBX4UkfaRc3ElZqDokoUq5lPuhRpwF7AR2AsTFacCt6jqK1gMwl+CRusr4G0shuxoKJ4VSkR6Aq8D+wBdROTEyOJl2J98QPgnDy70v4GTVHVzcQ8qQcO/OWgk16nqqmC1B7A/1EFSglikBGWpqm5U1SmqujYodztQE7Me5qaxrK3BZ16wSkvgEVWtA9wP3AzcICL1illOwuslIlUif8LewGxV/RXYAtwA9MQEYonLIvb/Oh8YpKp/B3JVdSJwI3BhcOzFshgmEqCBWFsKTMeGNlmsql1V9SjgVcyCkg4BGg1IF2Br8PMjoJ2I1KzM8U/ZQiwY/lPgOeBlEWkRLJoDbBGRfpHVHwD6YhbzymoBvQc4QUS6QP5L3LfYOdnp51tZRUTOxdzf04BrgMbATUA1zNAwJFxXVb/GOlmdEWxbEXRCInYFJgKtRORA7Po3wp7jAKjqJEw7/Bay918ptxdARKoE5sh2wDtBQ38nZrU4UUQGB2bcY4D/AL1V9Q1gFyweobg3YA1srL6RWKN0fmjpUdUNwbxNwLWRbRZibysNinlsyRp+iawjqjoF+C9wArBHccooqqyoWy7SOB8PfBdxHWairDdV9eHg+FZiVqGRmHW0OCS8Xqq6PWKhmwzcKiIzgPqYu/VHzDKVjrI2BwJqKxbDBfZgJDieHyXSwzUVinhhAGuoe2AxkiFvYzEoxbJMFiZ2IV/Qh/fGNqCuquZV4Ad7mUOMK7Br/DHW+LbDOncAfI29yA4OX+ZUdT52758Z/M56sHQW+DCYnovMmxl8pjuGuSzQAbhNVf+gqt9goTOnYUL+S8zzMyiy/qtYOE/GsxeUNhGxpZi7ez7WkWQmFrd8tIj0iGzyBtA6eAnNyn+lXD1QxboQHywizYKbpyrQCuu1E74VfYy5Hf8YzJusqi+q6neBRaEvgVAr7AaMlLVLMGsG5nKcCryPXeRLI5v8D/vTHykifxORE4C/AdNUdU0xD7UwkRHeZOHnXzGRcYCIXC0id0rx/OnJytoWlhWI4qrA3pgbDxE5T0SKG89RZFkRQkGzDuuZWWjqh+Jcr0BAVQFaYMG0f1XVg4E/YW+ahVLMe0ODMjUQn1vEcqldBLyvqsV9e096DoPlk4M6DAw3UNXp2H+luJbdIu/DiCh7B7MoN69oD/ayTNBwtAdGqeptQXznucBpItJEVWdiMUd9gJMjmy7AQicqJcGL/QVAExF5W0T+gL30TgN+yWrlMsMTmOAIwxg2YK6+WsArWOjCFRKL19oX+EBVN2ahrhklfBYDDTA38KdYCMwgrDNWI+DcyPO9BzAx4vUpfVS1zE9YI/MUdjN9jJkoTwiW/QX4Mm79/bB4tCOC382xm3QNNjhyccsaGrdOXcyvPR4LxIwu64+Jp/8BN6V4fGGng12C3zWABpH9vQP8PvhdJcH2D2IWmhXA8ekuCxOFjbCg+1OD87IUOCYTxwVUDT67YTEEd2fiemFvmbVLeB8WWVZw/mphwarhfXhduu+NuONaGCy7AjPvjwXqZeo+xHqOfQYMLsl/3afUJ8gfq7kD0ChyzdpiL6Ndg3lNMUvbfCxm8eTg/jgx28eQ7Sm4588G/gX8Ltv1KcV7pjf2glkj+N0jeDbNDP7Hy4Eh2a5vhs/B3cH/ogrwB6x9GxPM/zcWOvUplvXgoKzWOdsnLcUTuycmvJpilpZrsTfC/YFmmEXt1Mj6bYAJ0RsNM/XW38my5gED4tbrAbyEWWPCedUj36ulUFZJGv4qQHUs3mQLcY11GssKxdpgYmLwjxk8rnpYvMS/MUva9Rm8XtXijlEyWJYAHYHLKEIwlfAchiJ3D+B32MO3UFFYwusVPvR2wWI5eqTrf+9T8abIfTwI+CK8RpFr9XvgeSytypnZrm9Zmor671e0KXg2vBo3ryrmcRqR7fqV0jm4F+gffP8nFiIwCWtXG2Cx7Bdnu56qZVioBScqfPBcAMwLvofzXsJSKzTD3EzLgM6R7b8ABqaprBexnoEdI9vUwFI6fIh1aPgcOLyYx5gOkXEimRegVbE4pT9icUiZLEswC8EFJBE0pXm90lTWRIppaSrhOYy+MOxggc3EfRhfrk+lMxEI87h5twP/iPyWwtb3qfJMxF7kXgTOC75fjHmBmmW7fqV8Lu7AXlq+xkI7/gp8AOyb7brtUNdsVyDBydsNi7F5CwtkboelNPgU2Cuy3p5YMtbjg9+vY+7Gv2Jv/f8jcOGku6zI/GOwHkKLgZEpHl+6RMaRpVTWRODQUiwrqaApzetVzu+N0hKgxX458Sk9E/byFBVgLYJPCe7Z44LfVwfXqmG26+xT2Ziwl7H3geuxtnIhcFi265WF8zAieJ6fEfzuBtwKdMp23Xaoa7YrEHfizsVyW92DuW7+i/XiHIgFsV8Tt/4zwL+D780w99xfSSE2bCfLei34XjUoaxNwb4rHViFFRmmVVZrXy++N9ApQn9I3YUKsauT3EMz6+VDwuz5mHb0quH4/APtlu94+lZ0JS0G0HYu9uirb9cniecihnHgBsl6BuBN3B3B+5HfroFFoibljXiZi3QGGYqbL2pF5KcUalLQsrLdpSm+ppdnwV+CySvN6+b1RwrJ8Sv9EQTdzGyyecD1weWT+gVgjPB+4JNt19qnsTZhl/PdATrbr4lOK1yzbFShQGWsQmwXfa2KpEqZjOaA6Yok8/0MsmPk24IFyUFZFFRmlWZbfG+XoevmUuQkb5WIb8GTc/CpYZ5wrs11Hn3zyKX1TmKuqTKCqiyA/mWueiOyBPXx+Ust99RDW2LwtIquB3bHenGW6LCyHTV5QXqIcNp2AK0VkrqouwAL3P1BLpIuqLq7sZfm9Ub6ul5N+RKQl8H9YTNFuqjovmF8N2KaWv24dFv7hOE4FoUwJtRBV1eDrQGyIn83B/JkichKWA6a7qo4uD2VVVJFRyoImLNPvjXJ0vZy08jPWSWAq5I/ooRoMw+Y4TsWkTAo1sWF3tmHZkcNBwS/GGo471YZOmlLeyqpoIiMbZfm9Ub6ul5M+gus2NciqXkV3cig3x3HKF2VSqKkNKVQNiw3aRUTGY8OknKOqy8trWRVVZJSyoPF7oxyV5aSfQLC5SHOcSkKZFGoB3bBeZnsC96nqX8p7WRVVZJRmWQF+b5STshzHcZySEQ4vUuYQkRrYiAOPqeqmClRWT6wH4VIyLDIqcFl+b5SjshzHcZydp8wKtYpKBRYZpVZWRcWvl+M4jhOPCzXHcRzHcZwySpVsV8BxHMdxHMdJjAs1x3Ecx3GcMooLNcdxHMdxnDKKCzXHcRyn0iIiA0VkUTHW/1REzstknVJFRJ4VkTtKsH2uiHRMZ50i+75bRK7cyW3/T0S6p7tO5RUXao7jOE6pEQidVcF4s04pkUhgqmrdcMzYNJfVDDgL+Fvwu42ITBKRX0Xkvrh13xWRvnG7+AtwW7rrVV5xoeY4juOUCiLSHjgIUODYrFamjBEkoa4ojATeUdWNwe/rgNFAB+D4UJiJyKnA/GA0lCj/AQ4RkV1Lqb5lGhdqTplCRH4UkY0isk5EVovI/0TkIhEp8l4VkfYiohXsgec4FYmzgEnAs8CI6ILAjfeoiLwd/P8ni0inyHINngXfB8+GR4NxTxGRW0Tk+ci6BZ4FInK2iHwb7HeeiFyYaoVFZLCIfCcia0TkEUDilp8T7HuViLwvIu0iy4aIyOxg28dE5L+hVUtERorI5yLygIisBG4RkU4i8rGIrBSRFSLygog0jOyvt4h8GRzHy0BOZFkjEXlLRJYHdXlLRFoHy+7EBPIjgbvzkcg57Rx8byAizwXbLxCRG8PnblDXz0TkL8G+54vIkYWctiOB/0Z+dwA+VtU1wBdARxGpD/wBuD5+4yC341Tg8CIuT6XAhZpTFhmqqvWAdsA9wLXAP7JbJcdx0sBZwAvBdLiINI9bfhpwK9AI+AG4M275McA+2JBuvyH1hnxZsG194GzgARHpU9RGItIUGAvcCDQF5gL9I8uPw4TGiUAzYALwYmTbVzFrUhNgNnBAXBH9gHlA8+BYBbgbaIkNX9cGuCXYXw3gDWAMNvzbK8BJkX1VAZ7BnpttgY3AIwCqekNQt0sDd+elCQ73YaAB0BE4GLtWZ8fVdXZwHu4F/hEK5QT0DNYNmQkMDkTn3sAs4Hbgr6q6Osk+vgV6JVlWqXCh5pRZVHWNqv4HOBUYISI9RORoEZkmImtF5CcRuSWyyfjgc3Xw1rg/FP7G6zhO6SAiB2Ii4l+qOhUTPcPiVntdVf9PVbdiYm6vuOX3qOpqVV0IfJJgeUJU9W1VnavGf4EPMAtTURwFzFLVV1V1C/BX4JfI8ouAu1X126DOdwF7Bc+YcNuxwbKH4rYFWKKqD6vqVlXdqKo/qOo4Vc0Lxt29HxNNAPsB1TFxs0VVX8WsU+ExrlTV11R1g6quw4TfwaSAiFTFRPJ1qrpOVX8E7gPOjKy2QFWfUtVtmBuzBSYwE9EQWBf5fTd2vv8LPAbUwMT2myLyTxEZLyLx4nFdsJ9Kjws1p8yjqv8HLML+6OuxN72GwNHAxSJyfLDqgOCzYfDWOLGwN17HcUqVEcAHqroi+P1P4tyfFBQyG4C6xVyeEBE5UmLB7KsxEdU0hU1bAj+FP9SG8vkpsrwd8GDgil0N/IpZxVol2Ta+d2l0X4hIcxF5SUQWi8ha4PlIPVsCi7XgcEILItvWFpG/BW7LtdiLa8NAhBVFU0wELojMWxAcR0j+uVfVDcHXZOd/FVAvsv6vqnqqqvYCHsSsd5dhrs+ZwGHARSLSLbKPekAya1ulwoWaU15YAjRW1U9VdYaqblfVrzHRVdhbY2FvvI7jlAIiUgtzVR4sIr+IyC/A74BeIpIO99Z6oHbkd34Quljv0tewnoTNVbUh8A5xsWZJ+BlzP4b7kuhvTGhdqKoNI1MtVf1fsG3ruG1bU5D4MRzvCub1VNX6wBmRev4MtIpzN7aNfB8F7A70C7YNX1zD9QsbL3IFsAUTntF9Ly5km8L4GuiSZNkFwCRVnYm5SKeo6mZgRvA7pBswfSfLr1C4UHPKC62AX0Wkn4h8EgS8rsGEWGFvxoW98TqOUzocD2wD9sDclXthDfEEzEJeUr4CBohIWxFpgMWFhdQAagLLga1BEPyQFPf7NtBdRE4U65hwORERCDwBXCdBzq8gIP+UyLY9ReT4YNvfxm2biHpALrBGRFoBV0eWTQS2ApeLSHURORHYN27bjVjoR2Pg5rh9L8Xiz3YgcGf+C7hTROoFL7K/xyx6O8M7JHiBFpFdsPNwSzBrPta7sy7QF4vXQ0RysFi2cTtZfoXChZpT5hGRfTBh9RnmLvkP0EZVG2APysLeGAt743Ucp3QYATyjqgtV9ZdwwoLdh0sJe2qr6jjgZcySMxV4K7JsHSaw/oW55IZhz5BU9rsCOAXr1LQS2A34PLL8deBPwEuBu3Em1uMxuu29wbZ7AFOAvEKKvBXoA6zBhN7YSFmbsRCOkdgL56nR5Vj8XC3MOjYJeC9u3w8CJwexug8lKPsyzDI5j9iz9ulC6loYz/H/7dwhM0RRGMbx562iomu+gCgIGDOCGTOCJaAItPUBBIogqrKoYYZixn4AG6QNRthmRuUR3hNWMrMz6x72/2s33HvPLWeee97zHmm5rKQOOpV0ZPu9XJ9ImlfO01cDx3SsSLq3/Trk+/+V+F7uBpoVET1Ju7ZvS/v2nHKCebC9FRF9SW3bFxExq5yQr223ImJCuQF1xvZzed6qsrto3fZT+dtesH3ZwOcBGFPlqIsXSRu275oez6hFxLGkvu2zIe7tSNop5dGxR1BDVUpQm1Iu8X9K6iqX389tf0TEmrIbaVLZQdRTNg+0yv1HkvaUG2OXbD9GxKakQ2UZ9E3Sje3t3/wuAOMnIhYldZQlybay7Dc9cBAs8COCGgAAI1COD9pX7pPrSjqw3Wl0UPhzCGoAAACVopkAAACgUgQ1AACAShHUAAAAKkVQAwAAqBRBDQAAoFIENQAAgEoR1AAAACpFUAMAAKjUF7zpUl+hqEveAAAAAElFTkSuQmCC\n", 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V4QRSk5UtpXwaeBrg9NNPV/fzGyE89dRTJ9oEFZUYqlA7xgwmfI5WGPXnqTlSD86O2g7WljWweEaEc8dnD9uekU6iYDoenq6esv3BSK+yP2+C5rOIEEIDPAcEgJsApJRuoGcwWbMQ4iagUQiRBrij19MAX9znrk/NaJWj5vrrrz/RJqioxFCX5zjG9AiBCrvziNIHY0qhjXnjs/t4anqul2Zb2VbTjjcQHmKJklAkwv5m1zDuGXl4A+Gk7e7xAPWI4sT+6+++4dBTx6zijKTfjcrJiVBGlP8FyAOWSCmD/WTt8YSJ6Li0RuC0uPTT6B0yVVEZkI6ODoQQWK1WLBYLxcXF/OUvfzlh9rS3t/PlL3+ZlJQUiouLef7554d0X2VlJSaTiaVLl8auLV26lIKCAtLS0pgwYQIrVqzodc9tt91GRkYGZ599Ng0NDbHrq1at4tZbb+1Th91uZ/To0UfYspMDVagdY/oTUkNNH4xE4ZF4vcrhHpYQnFWcyewxGbS5A0csHhM5FuJnuAxVACf233CE82Dt6u+7UTlpWQ5MBr4opfT2XBRCnCmEmCiE0AghsoDfA5uklD0P0d+Au4UQGUKIScAy4NlP2XaVI6Tkp/+OHSeKsrIysrOzcbvdeDweHnroIW644QYcDscJsecHP/gBBoOB5uZmVq1axfe+9z0qKgb/3+MHP/gBZ5xxRq9rd955JzU1NbhcLl555RXuvvtutm9X5ud8+OGHbN++naamJubOnctDDz0EgNPp5Le//S2/+MUv+tSxfv16LrnkkmG3KRRKNmF7ZKIKtWFytCJkOC/zI6lrKEIwvlyzQcuS2UUsmJR7zDxBR+s1PBKOVAAP576htutECFWVY4sQohi4AZgBNAkh3NHj60ApygzOLqAc8ANXx93+c+AQUAu8DfxmsKU5VFTiKSsrY9asWbHz888/n3A4TEdHx6duS3d3N2vWrOGBBx7AarUyd+5cvvSlL/Hcc88NeN8LL7xAeno6F154Ya/rU6ZMwWg0AsoyKEIIDh06BEB1dTVz587FaDRy4YUXUlVVBcDPfvYzfvSjH2Gz9f07vX79ehYtWgTAb37zG5YsWdIr/eabb+a2224DlCVwHnnkEaZPn05KSspJI9Y+l0Kt3R1g5Xs1tLsDw773eIU2E1/u3kCYNdvreGtfS9KyhhrqG4qNx9oTdLRewyPhSNswnPuG2q4TIVRVji1SyloppZBSmqSU1rhjlZRytZRyrJQyRUpZIKX8hpSyKe5ev5Ty21LKNCll3lAWu1UZWTQ+eyuNz97K7NmzT0j9O3fujNXd2dnJnXfeyezZsxk3btywyrn88stJT09Pelx++eVDKuPAgQNotVomTJgQu3baaacN6FFzuVzce++9PProo0nTv//972OxWJg0aRIFBQUxoTVlyhS2bNmC1+vljTfeYMqUKWzbto39+/dzzTXX9CknGAyyefNmLr74YkAJq27YsIHOzk5A8Zq9+OKLXHvttbF7Vq9ezb///W86OzvR6U6OYfonh5XHmPV77Ly6u5FAKML0ovRhDewfbDbflEIb/mAYfzAS81gNhcRB7hV2J3anj0KbqU9dPSKu0emL1TmcCQrHe0biyTozcLCJHkNt12d1xqeKyueFQLPi4dnRfGLqLysrY82aNTzxxBN0dXWxcOFCNmzY0Gsh3ngefPBB5syZw0UXXdTr+rp1647aFrfb3ceTZbPZ6Orqf37MPffcw3e+8x2KioqSpv/xj3/kD3/4A++99x6bNm2KedimTp3KkiVLOOuss5g0aRJPPvkkV1xxBStWrOD3v/89L7/8MkVFRTz55JOkp6ezefNmTjvtNFJTlUnVBQUFnHfeebz00kssW7aMDRs2kJ2d3Utw33LLLf3aNVIZkkdNCPElIcRnRtQtmlbIF6cXUJJtHXYoayAPTM+LHgQf1rQPy6OS6K2ZUmjjgkm5LJld1KeuHhFXEBVxFXYnb+5rYc32OryB8OduLNVg7R0oPT7tWHnCPs3+VcOsKiqfLfx+P3v37mX37t24XC5efvll3n//ffR6fb/3VFRUMG3atH7Th8OqVauwWq1YrVYuvfRSrFYrLperVx6XyxUTR4mUlZXx3//+l9tvv33AerRaLXPnzqW+vp7ly5fHrt9+++3s2rWLF198kRdffJF58+YRiUR4+umneeONN5g8eTIPP/ww0Dvs2cM3v/lNVq5cCcDKlSt7edOAk06kwdBDnw+gTD9/Qghx5vE06NMg02pg6dklnH1KVkwcDfTCi3+BDyWfPxQix2qgNNvaJ89QGehlX5ptpdBmYtG0QryBMNtr2unyBTnc7qXC7hyW4Gh3B3hmSxVv7m3p06ZjIQKGUsbR1nM04egKu5ONFU089p/9FNjMzCnJiHlDh8tInkShoqJyclBeXo7RaKS0tBSAJUuWMGbMGNasWdMr3/LlyznnnHP4zne+Q2NjI3l5eX3K6hFayY5LL700af1f//rXcbvduN1uXnvtNSZMmEAoFKKysjKWZ9euXUyZMiXp/Zs2baKmpoYxY8aQn5/Pb3/7W9asWdNrzF08oVAoNkYtnubmZp566inuvfdeysvLmT59Onq9njPOOIPdu3cDilC77LLLet23ePFidu/eTXl5OevWrePrX/96r/T+vJIjmSEJNSnlaSibE3uBNUKI/UKIu6ObE5909LxQgZgYGuiFF+/t2lHbwYsf1bGj9pNBnT1j3gpsZuaNz8ao09HqDlDlcPcpqz+G88KtcrhpdQfY2+hk+aaD/HOnndo2D2MyzbHFVoc6Rmz9HjsvbqvniTcre7VpuDYl0tPHO2o7Bi3jaMVGabZ1QGE8UH9MKbQRDEfYctDBut12qh3dvHvoyGwZqB3eQJitla1srXQcUyE3WNuPB8dKfKveQBWVvuzcuZOpU6f2EhSLFi3ilVdeiZ2Xl5fz9ttvs3XrVm644YZ+xcdrr70WE12Jx2uvvTYke1JSUvjKV77CvffeS3d3N1u3buVf//pXH09VD9dffz2HDh2irKyMsrIybrzxRi677DI2btxIS0sLL7zwAm63m3A4zMaNG1m9ejUXXHBBn3LuuOMO7r//fiwWC2PHjuWjjz7C7XazadMmSktLqa6uxu/3M2nSpF73mUwmrrzySq655hrmzJnzmdjxY8jhTCnlLmCXEOLHwIXAo8D9QoitwFPAaill5PiYeWwZ6p6U7e4A6/fYWTApj9YuH49saGRmUTqhSIRyeycuX4BGp59gOMKb+1oIhCJMzE/FH4owpyRz0JmX8eOhhrNfZPwCqwg4uzSTeRNyOfuUrFi+nlX4t9W0Dzh2bdG0QvY3uqhq8+BPmAFzNGOtevp4TknvtcXi+7TG4cYfUh6ZwfprIHqEa5XDTaa17xiywcaWZacYMOkEHn+IcnsnWSmmIxI+A/VXhd3J2jJlc2ejXhOz52gXQK5yuLE7fazfY08aJj8eDGXR4GR5Etv6edk3VEVlOJSVlTF9+vRe1y655BL+8Ic/4PP5MJlM/POf/+T6669HCIFGozlmYc/++OMf/8i3v/1tcnNzycrKYvny5b08apdeeinz5s3jrrvuwmKxYLFYYmlWqxWTyUROTg6tra0sX76cG2+8kUgkQnFxMY8//jhXXHFFr/reeustOjs7+fKXvwzAnDlzuOyyyygqKmLixIm8/PLLrF27tk/Ys4dvfvObrFixgmeeeeY49Manz7DGnQkhTgGWRo8IcC9wGGXF7iXAV461gceDoe5JubasgRc+qmXd7ka6vEHqnV7CoTCzx2Sw5WArT2+pxqzT8LU5Y/ji9AIK0y28vKOeNneA+RNzmVWc0a8NiS+pZPUn25rIbNDG8noDYfyhEDVtXmYUpScdy5bsfm8gzI7adkAwuSCNvHQTu+0u/KHeO9gcyaSAnpdxgc1MjtXA5AIbmVZDLL1nIkdtmwdHt58ah4ex2Slcc+aYIxYZR7MpeoXdyf5mNxqhQa/T4PaF0Wv6F30DMVB/TSm0sXhGGBAU2MysfK+GRdMKY+vewfDFijcQxuUN4AmEY2Hv4yV44vtzKAK+NNvKvkZXL8Gb+Myrky5UVPryxBNP9Lk2f/58uru7Y+dtbW0Eg8r6y48//jgLFiw4rjZlZmaydu3aftMH8s7dd999sc85OTm8/fbbg9a3YMGCPm16/PHHefzxx2Pn69ev56abbkp6/5gxYzCbzX2W6qipqRm07pHIkISaEOIHwLXAOODvwLVSyvfj0tcALcfFwuPAUAVIVoqetu4gLk+Q3DQz2VYjp4/NYt74HNbttuP1BxAYKMowMyrDQoHNzFt7tRzsDlBW18H00bYBX9zxP+PpEVI9njkg6X6VpdlW3jvUzvbaDiobnRiNepbNK2VUhrlX2YlbG8V7d/Y3uXj94xY6PQEOt3ezraad0mwrVQ53UmE3qzhjSEt/5FgNSb1ci6YVAnD2Kdk8+04VRp2GifnWo35Z+4NhdtR2xOwbqrdmSqGNiflWDrd7KMqwMLMoHRBHbU+yPjt3fA4AK9+r4dXdjQAsmV0Us2Ow8nq+857vpsLu5LXyZkKRCLPHZBxXwdOf6O+PZF7OxGf+ZJ0drKJyorn22mtZunQpY8aMoaWlhVtuueVEm/SpM3/+/KQCNRKJ8Nhjj/G1r32NtLS0E2DZsWeoHrVLUUKd/5JS9ll8TErpEUKcFN60eAbyungDYXbWdaLTSDyBCJ5gEAEYdIKyug58gQgmgxa9RrB2ZwPj89LITzNS6XDj9AXw+E0U2Mz91j3QS6rC7mTlh7UcbO7mjovHM39iHka9JuaJybIaWV9uJxSWZJj0GHQa3qlqo707SCgc5pdfnt6rDm8gjFGv6fWi7PHu+EMRxmSZmTkmg/w0M0++dZDZxekcau1m2igbV88ppsLu5OUd9XR6gnyXsTHBkYyeOuIFRTw9Ezm21bTj8AZo6w4wJtNyVCG7ZGHFoXhrGjq8PLu1Gr1W0OHxs62mjbsumxIr82g2qu8v1AmwYFIe+xtddHqCeAPhIYmVHqG0r9FFa3T9v/jvcTABfbT0J/r7I5lHTRVmKiOZ/nYi6Lle8/BlSdNPBLNnz2bv3r0n2owTyo9//OM+17q7u8nLy6O4uJgNGz47a0wPSahJKQddGU9K+Z+jN+fToUeg+YMRth5SXn49no2eF/SO2nbauv2MSrdQ3eqmrs2DVqPhzX0tjMu1crijG6c3DIQJRSKMy02lIN2MwxXA5Q2yu76TP285xE8umZxUBA4kBKYU2iAC7d1+Pqhu58yx2exrdLG9toM397UwOT+VquZuGjo9TB9tw+NXxpYZdBqyUgy9vGKJ3jEg5t3xBsK8d6iVmUWZLJySz5+3HKKh04teq8EfDFPe4Ip5cVL0WlrC/tiYsv6Ifxn3Fzr0BsL4g2HSTXq8wRBv7m2m0eln8YxRvcKkQw1fZlgMOL1BJuenxoRBvEjtrz+e3VrNuj12RmdYyLAYaXEHeHBdBWgEZr3yq3GkwiJeRPXsv9ojdjZWNLLH7uKD2g6c3iB3fGHioCIrmQCO99INp7+GSmJ5yUR/f+xtdLGr3klhupk0s/6Y2aSioqLSHykpKbjdQ5/Ed7Iw1NDn3/pJ8gP1wNroZIOTgviB7tkpBnYc7qAw3YS90xdbRBYEJp2OeeOyqXZ04w+DNhKhosEJkQgT8tJo6OjG4w+Sn2pi6igbRp2WyaNS8fhTaOny0d4dSDpuaLCwnNmg5e7Lp/DEf/fjD0Z4/oNathx0MG9cFqfmpzJjTAZVrW4OObrp8ARx+kKcXpyOzWJiUoGtl+cl3gOTOKjbH4zEQmdVLV0caHaTZtLhD4bp8oWYUZQeEwatbj+HHR66fEPfcqM/4VBhd7L1UBvBUJhgKMx/P25m66E2qlq6uHRa4bDDly98eJjtte3UOLo5rchGmtkQs9sfjPBhTTv7Gl3YnT42hpoQAvY1ulg8cxRldZ1IKbn41Fwc7iD//biJYDjCpVMLhhRK7PHKXXfu2FjIuec77BFR22raY+3wB8Ns2t+KWa+hIN2EECL2jAwktOIFsNmQfIHjYz04P7G84QlBZbxjZUsXB1u6WTwjwrnjs4/aJhUVFZXPG0MNfbpQxqi9AtR+tZD7AAAgAElEQVQBRcAXgRdQNi3+iRDiRillf4JuRFGabWV3XScuX4hgJAIIKlvc7GvqYtooRZyU1bUzLteKxx8i1agnFAqTn25hSqGN96racHqDCCJ4g5Jgu4ffvXGAS6bmY9RoMFm0fOm0QrKtxn6XhIj/mYxRGWa0Oi2v7GpgamE6VqOO2jYP/pDknYMOCm0mbGYtGRY9mSlGTslJpbbdSyAUxuMPcfZphXR4AklDkD1rh4VCEeaOy2ZnXScV9Z3sa+rCatbQ6QkTjkhCkQjzJuRQmm3F6Q3RHQyx83AHV8wc1a/d8S/z/mb++YNhbGY97xxw0+0P4wlE6A6E2VzpwOUP4Q+FsHf6WDApb0jLjFx37lgOt3Xj8oeobOnGE3DFBGrPrNPSbCvr99ipanXT6PLT5PQTCEcwGzQcbvdiMei45YISwuEw1W0ezpuQCzDorNk/bznEq7vs1LZ3882zxzK5IK2PB7MnDFhgM7OxohGrSUea0cToTAunFnwyOH8woRUvsD+MW16mh8TnKlFYDdfjlljecITgrOJMjHotDR1eNpQ34/IF+817rD2BKipHS86Se060CSoqMYYq1CYAi6SUW3suCCHOBn4hpbxYCHEJ8DjQr1ATQtwEXAdMQ1nK47oB8t4O/AQwA2uA70kp/UO0dVCqHG521new+qM6xudZOac0i8J0MwdbupmYZ2Vvo4vn3j9MJCLxhyIIDUzMtzG9KJ2547IAyYc17aSZ9DR0evGHQrS4/PyrzE5rlw+tELj9IR77n5lD3ooo2csqK8WAlGDv9OANKmtNzRuXRYpRxxenF+DyhYgAM8cos0v9oRAbKppwdAUozrKw9OySXnuH9kxQ8IfCHG73UNHYyYaKRuaNz8Fq1BKOhOnoCuOLKA+GPxTBrNfy0vbDBEMRxmZbmDkmo9+tsbyBMKs/rKW8wcWSWaNjs17jhdaO2g7WltkpzjSTajYwa4yBcrsTty9Em9tHi8vPPa+UEwlDtz/EDfP77m3XE7KtafOyeMYoRmWY+cY5Jby8ox6QzCnJjAmm0mwrexudlNV1UJhuptXt4429zWg0ggsn53LdOSVUtnRTYDOzt9HFjfPHs7FcGej/n4omnn23huvPK+XSaQVJn6Uzx2aypdJBQ6eXNTvqmDUmA7vTFwunewNh/u/1fVS3eej0BNnf4kJKqOvwUlbfidMTZEZReq/JI/0J054dKLJTDEnzJT5X8cJqSqGt17ZjQ/G4JZbX3z8Y/QktfzDMlgMtNHR0s/lAC2eOzeojYhPtVMewqYwELONO+nXdVT5DDFWonQl8kHBtGzAn+nkjMHqQMuzAL4GFKAIsKUKIhcBPgQui9/wTuD967ZgwpdBGulkZH2Uz6RibbaUkOwV7p5fJBTY+qHbgcPmZVGBFp9Vid3rRaTVohWBivo3NBxzodRpy00yMy03h3UPtBENhfKEw4TDoDAIJw1ouYUdtO2vL7CyeEY6NH7MYtUwttJGdqudgczdNTi/1nX46G7sIhcO4A2GUmiT7mrrITDGiAUanW1gwKY+tla3sb3bT5PQSCEWobHXj9oVIN+vxh8K0uoL4QxE+qmnnosl5vFvVRs8QNKNe0OT08cC6ChBQ3dbN6Awz7xx0MCrDnLRdFXYnexqcdHqCgOwzTmxKoQ1/KITD7acwXdnbLcWkZZTNTCg1gjcU4UCTk3ZvGK2A96vaGZ/X0mt9OID3DrXy0Gv7EQIMWsGS2UX4Q2FMOg1v7W8FYFZxBqeXZLKtRunXZpcPrUagFdDo8qHTCNaW1XNWaTZjMi389b1qHF0BLptWwO4GJ+V2J75AmLoODx9UtfUr1OZPzKPR6WNbbQdpZgMLJuWxsaKRHYc7KUw389b+Zl4pa0BoNBSkGqhv95FlNZBi1DEm04IQgvV77HxQ3U5Dh5ebLhjfr1dpSqGNfY0uGp0+jHrNoN6nmOfYG2JHbUe/e8cOFW8g3GuCwECe0037W/i/1w8QkZIuf5iq1m7WltWzp8HJtFHpXD1nTB+P46e5aK+KyucNr9fLVVddxebNm/nCF77A4sWL+etf/8p//pN8ePn8+fNZunQp3/3udz9lS5Nz4403MmrUKO65Z+R7O0tKSlixYkWfvVePlKEKtTLgV0KIn0spfUIIE3Af0DMubSzQPlABUsp/AAghTmdgUfdN4C9Syopo/geAVRxDoVZbU8O2l/9ElzvEBx+n8uF6I8V5GYSEnpaKXOzuMPWVHYRabcyZUMg5pbkIIRBCsLG8kTaPnwyLgbp2L2Myzeh1GjKtRnz+EBorjMlMId823EVTRa+fFXYnTm+IqaNslNV3cKDZTRioau1iVEYK+WkmugNhJuWn4fGHONjsZt74bLJTTSycks/G8kbePtCCzaInL9VMu8dPe5efDm+AwnQTGo0g32agtSvAmMwUDja70WkEFqPAFwK9RjEl1aQnO0VPty/M3HFK+Yntil87bVqhjZJsK7OKPwl19njZLp9eQGWLm3BE4vKEKW/oxBeKEI5Isq0GzAYdJdkp+Ju6QAj22J08+241aWZdr43na9q8SCJkWUwsmJTHjtoOnnv/MC0uZYyhTiOYWmjDqNdSYDMzOT+V4kwLB1q6MGoFBWkm3P4Qe+qdfGx3cdrodFpcPhzRMX3pFj0T85VZvLk2M8vmlQ74zU3MSwUEbW4/jU4vE/NS2VnXwQsfHabG4SEUkeRaDRRmpGB3BXD5ggSCEUbZTJw/IYfJBWkcanFT2eymxuEGcpPWYzZoWTK7KNYPiSR6tqocbvY2dbG3qYvFMwo595SsuOds+PSsgQcwNtvK2rIGLp2qiHKLQUtrl5839zZj1GnZetBBW7efDLMeq0FDqklHVoqRqtZuWrv8TMxLjY1Z65l4MDbbqo5jU1E5Trz88ss0NzfT1taGTqe8+hO3VxrJ/OlPfxpy3uuuu47Ro0fzy1/+8jha9OkxVKH2TeB5wCWEaAcyUTxqPd9yJvD9Y2TTFOBfcee7gDwhRJaUsu1YVPDWtj1sWLU8adpzCedvZ49iwT3PU5xlwWrUkWU1smfzRj547mGEzoDJbMYvdVhTLKRZU7BZU6jS6vk4omP7c5lcNPcMbr311l5lVlRUsGvXLsxmMxaLBbPZjNAZON0WISPcQVNTiGy9lnQD5OamsbOuA4my31dpdgrj8tLISzOj1ykeiQ+r22jo9PD2gVayrEaqHW6qHN0gYUZRJudPyOHZd6owGbR0d4bZdbiTsFQ8XuOyreSmGfigqgOdVkO2VRExAAU2Mzqt4KxTcghJgV4neHWXnQKbkUuj66HBJ6Erm0nHHrtT2S3hlCxACXVu2t+KAGrautnX1AXA+9UOPIEwVoOGkpw0LAYt+5tc+AIhcqNCKtWk49xxWX28Ngun5LPzcAc5qUYanV78IWUjeoNOw7hcK/PGZ+MPRXh5Rz02sx4N0OUNUNfuQasRzBmbSW2bly5fgIZOH55AmNlF6bgCEb55VjFv7W9lTKaFHYc7EFKyv6mLzBRD0tm7PeHEc07JwjjaRmm2lQ+qHbS6ArR2+YhEJDlpJs4qzaI0x8rmSgdZVgNeTRihETHP2LwJ2RRlpbBwSn6/4+Li11LbtL+ZrQfbmJyfRmWrm2XzSqlxuHt5ZXtmnirh7gg1bR6anF6qHW4WTSukrK49Fj6On22brM4phbbYGngLJuXxz511VDZ3UZxp5pCjm6qWboSQ2Mx6ctPMXDApB7Ney4S8VFZ+UIsvFKGuw0MkIunsDlBu74yFxvc3uQhHIvhDoUHHBKqoqBwZtbW1TJgwISbSVPonFAqNqH4a1BKhbCKmAc4DCoBCoFFKebgnj5Ry2zG0yQrEb5bY8zkV6CXUhBDXA9cDw9rPK88y1L3oIazR4/YFyU01IwR8VN1GwNuNr1sRHN6odR76rvi7D3C3N/URaq+88gp33XXXkOovPfsSzvjmvZw7LhudRpBtNfDys39iefkWNDojQm9AbzAR0uhxpVjwSR1SoyclxcLU4hyCtnm85g/x+r4W8qxGRqebMftaqbQ7GD82F7MuhYA7Qne3G6HRI5BMyk9jcn4qhxzdNHb6KDvcweIZo1i7s579TS7WbG9g/sS82Mu0x7vj8obYdKCVt/e3MjEvlVnFmZTbOwmGIpRkmymwmSnJSqGmzUN5nbLH47J5pWRaDTzxxkGCEYk3EOL0kkymjkpnTKYFkKz+8DALp+THJgWs3VlPIBymvsNDa5cfo06DNxiiuctHYZqFYEgZW9jm9tPi8pNm1rOtpp1OTwCrSc/4XCv+UITmLj/d/jCHWruwWTJJM+l5a38ruxuc2Mw69tR3UtPezZaDDu5aNJkLJvfe9LjC7oyFEycX2Njb6OSv71bz0vY6QuEwGSlGinOt7K7vpLK5C5DoNYJOT4AMi4FAKEJrl5/VHx6mze3nnFOyeGtfc7/jyHrE6vbadp577zBOX4D/VDQRAfQawdmnZONw+3H5PhE8s4ozWbO9jh2HO5SJM1IAStj31V2NeINhDFrB0rNLkj5/iWHNnjXwPqxup9MbBAFWgxa3P0iHN8jCvFTavEHcvjDzJ+YyuSCNLl+QcrsTvVaQkWLA5Q2yv6krOjEizB67k2mjbBh1OnWsmsqIoP7Jb8Q+j/7Bpz9HrqKigttuu43t27ej1+u59dZbueuuu/D7/fzkJz/h73//OwBXXXUVjzzyCEajkU2bNrF06VJuv/12HnnkEbRaLQ8++CDf+ta3+PnPf85DDz2ElJK1a9fyu9/9Dq1Wy4oVK3jnnXcAeP3117n55ptpbGzk2muvRcreO9U888wz/OY3v6GpqYk5c+bw9NNPU1xcDCgbnS9fvpxHH30Uh8PBNddcwxNPPBHbg/TPf/4zjz32GPX19RQVFbFy5UpmzZqF3W7n5ptvZvPmzVitVm6//fZ+F++N95IN1Nann36aVatWIYSI7drw6quvDljXfffdR3l5OSaTiVdeeYUf/vCHPPTQQzQ0NJCZqfwt2rlzJxdffDGNjY0cPnyYZcuWsWvXLoQQLFy4kCeffJL09PRj/zAwBKEmpZRCiD1AqpSyDmXW5/HEDcQvJ9zzuSuJbU8DTwOcfvrpMjG9P6aeOolv3fITPjrYhFGEaHS4CAR8WHURfF4v7m4P2kgAv8+HPnMUs8ZkcN74bCpb3Oyp78Qdt5XHYLgCfUNNXq93yPcXZtkoTDcxMT+VzQda+djuwuxtpr1qT5+8iUKxErA3Oxh/6XfwBUJEhIGmLi+VK39Ld+UHlCepT+gMaA0m9AYj6AzMXryMvYYvkJ9uIifVgFYI3n5xOV/bEGZsfgYWiwWdwYgrqCE3I5WOGhcdQQ3/6R7NP0Ia9oczafIbCUUiNLnquPasYvItkvcCIXQ6DXsanHR4g7R5/PgCYYJh2Nfk4qeXnsr+Jie/Wr8fXzAcW7pjb6OLbbXtbK/pRCJpaPcysziD+RNzeXVXg7L35YceSjKtzBqTzu56J6MzjFS3GnB1B9CLCAdbuvEEQpiNGlKMZmwmPZlmPaOzlJCyxajljX3NHG7zIAG/JsLHjU5qHN2UZFtj3sLWLsUbN3NMBss3HcTe6WVbbTutXQF0WghFwN7hxROI4PYGaXR58fpDBMMR9DotBelmahxuNBoN8yfmAILadg9IxZuZ6F0qzbby/iEHG8qbCIZDjMtJ4fTiTNz+UNQ7Jcm2Kl7GHs8lgN3pozQ7hd0NLjRCkm8zUZJlIT/dCFLxkA22r2z8TFJ/MMySWaPZWeekKCOFdyrbsDs9BELw330tuHxB3q9ycM4p2cwdl83imaOZHl3qZWqhLTahZXe9kwKbCZ1Gw8S8NGYVZwxpjTYVleNN2D3gSJ7jSldXFxdddBE//OEPefXVVwkGg3z88ccA/OpXv+L999+nrKwMIQRXXHEFv/zlL3nggQcAaGpqwul00tDQwOuvv86VV17J4sWLuf/++xFCcPDgQVauXAnAs88+G6vT4XCwZMkSnnnmGa644gqeeOIJ/vSnP8U2Xl+7di0PPvggr776KuPHj+fhhx/m6quv5t13342VsW7dOj766CNcLhezZ8/mi1/8IpdccgkvvfQS9913H2vXruX000/n0KFD6PV6IpEIX/ziF7niiitYvXo19fX1XHTRRUycOJGFCxcO2k/9tfX666/n3Xff7RX6HEpd//rXv3jppZf429/+ht/vZ9OmTaxZs4Zly5YB8Pzzz3PllVei1+uRUnLnnXdy3nnn4XK5WLJkCffdd1+vLa56eOedd7j88svp7Owc7qMQY6i+vZ0oMz/3HXFNQ6cCOA1lqyqin5uPVdgTYMKECfz2V79g7c56nN4gr+2x0+jykZNqJBSRlGSmkGU1sLfJjUErmFRgY1e9E70WWrsCTL5gCb+440YMIkSuWcPO6ia27LVT3+rk1DwjKdoIG3fWYtFFuOTMqX1mSU6dOpWvXHkVNc0d2AySoN+H1+vF4/Hg8Xjp7HLj83oJBf1ML87lmjOLcXmDrN/ThDsQwijCQ26rKyhodHkJSzDpoktvBPtsLhFDhgKEQgFCHuXc7fFS4+hmi0Ywb3w2ozPMbC57m4NNVQPW2zM9uPhrP8cw9gwatILiLA276jq586vn4He1I7Q63jaY0OgMaA1GpEaP1Bpp1huY+WcL6IxkX/BtzDmjOeTo5uUddUwtSKN8/XM0dvgxGM24DEYObTMxc2we0zJSKevy0OyVVLSaMATzEcY03tjbQkObF7+Elu4wbZ4O0i16Uow6rpo9GotBhycQ5t2DDmwWPW3uAPvsLnxhmFlkY8ooG0jBi9vqSTFoMeo0GPUa/r6tnoZOD9tr2pERiQSsBh0OEUADBEIR/MEIQkAYaHP5CUsISTBFwrh8AQxaLSY9pBr1bNhjxxeK4A9JNlY04vQqIege71JZXTurP6rD0eXDatIzKT+NcETS1OnjNxv3ce2ZxVgNWlKNeoJhicurrIXHJNhe28HHjZ1ohCAUiZCVMoozirNi4+oand5+vVk923NNLkhj7c56yuo7sOi1NDp92Ew6HG4/Rp0WQYRwJEIoAjIQptnl49+7G6mwd3LxqYV9ttHaWNHEwlPzWDzjkzC66klT+byzbt068vPz+d///V8ATCYTZ56pzEJdtWoVf/jDH8jNVcax/vznP+eGG26ICTW9Xs+9996LTqdj0aJFWK1W9u/fz1lnnTVgnevXr+fUU0/lyiuvBOC2227j0UcfjaU/9dRT3HnnnUyePBmAu+66iwcffJDa2tqYV+2nP/0p6enppKens2DBAsrKyrjkkktYsWIFP/7xjznjjDMAGDdOmcn/wQcf0Nrayr333gtAaWkpy5Yt44UXXhiSUBtOWz/66KNB6zr77LNZvHgxAGazmWuuuYbnn3+eZcuWIaXkhRdeYNWqVbE29LQjJyeHO+64g/vvvz+pnXPnzj0qkQZDF2qbgA1CiGdRPGox75WUckjb0wshdNH6tIA2OiEhJKVMXEH1b8CzQohVQCNwN/DsEO0cMlUON3vsTqpaunF5g3gDERo7/ei0ApPOR3VbN3PHZXH59NGxpR7eP+QgEIlQmptOe9hImxvapYkDwSzCOWZ0xgCagjTMFj1pkXEYtBo6s9L7zP686qqrKJ1zEVsqHcwbnx2bGbmjtj02SzMrxYBep2XeuCw+qG5nwaQ8vn1uCRsqmjntBz/kjIVfRRPxU37YwdljUinNNLDtYCP/2V2HWRNmlFVDdXMHlsIJePxBtEJysNWNXgPG9FyMhaWEg35EOIgmEsDn9eL3910BxSe1pGghx2ogP81MiklHMODrk68/9EYTJqMOBHj9YfY2dREKKPXIcIiQN/kq0lGdiPWcq0nTRHC4/YzPTmHt9hq2rP59n/z7k5RRDnz99xvJSknB7QvT4Q4gPQ7qn/sxDpOJNKuV5/5hQ+r0tPkgLPTYUlMICD0OT4SQ1kTjom+Tl26irt2LRa8hTePj3bf+w9TiHMbJbnbVtCL0ejR6E2GNDr3RjEUvMBt0CCGQkSBpKTqsRj2RCLS4fPhCEUwGDcGQpK7dTbpF2RLsg6p2Uk068m1mLp2Wz/TRxl6erM2VDvzBAKGwEmpwuAM4PQHK6joJROAvW6sx6bW89nETZp2GURkWvn3uWIw6DcFwhHSjnsYuZbeLdneQ//3CBIyjlXXcEmd09rCjtoMV71RjNmjRCkEkIrE7ffiCIZpdfnJTTZTmpqDXCjzBEA1tPlIMAotRh8WgpaLByd4mJx83ujHqJjGrOIMKu5OzT8mmts3DwqkFMZGYuNWWisrnkbq6Ok455ZSkaXa7PSaMAIqLi7Hb7bHzrKysXmOrLBbLkFbqt9vtFBUVxc6FEL3Oa2trufXWW2PiEUBKSUNDQ8ye/Pz8pPX2157a2lrsdnuvcGE4HGbevHmD2gvDa+tQ6opvL8CVV17JzTffjN1up7KyEiFELH/P/qpbtmyhq6uLSCRCRkbGkOw+EoYq1M4FqoHzE65LYEhCDUVw/TzufClwvxDiGeBj4FQp5WEp5QYhxK+Bt/hkHbWf9yntKJlSaGPaKFtsSySn14nVICjOTiUUDmPv9BIKExvwDJBhMSIjkGExKUtM2EwsmlbI2OwUdtZ18P6hdqYUpnL59FGEwhH2t7hJMWqSzv5MtpjoC9sOc9jhZf6kbMrqnTR2enljbzOBqI2BsKTa4SZFn0bWuNOYWZSO4aCDS2cUcu74HK6OzrAsq+skxaDF0ODC0e2nyxsiFIFAKIxOAwu++zNGZ1jY0+AkN9XEJVPzuXpOMQYt+Hw+3ttv543yOt7f30iNR0+T009ZXSetXX66vEFGX/wtii1hsi0a3G4PIuyn4rADn8+DJhLEIMOYNSG8Pi/jikcz9/TR1LZ5GZdj5UBLF0JoQAiQg0erR+dk0OqJ0N7tIRSO0NHpHPSeeN6r7eILMzI5f2Iumytb+biiEX9nC36UVZzrD/Z/r9AbufiOn1Le1EV5g5M0kxYRqOPHv1w2aL1avQFLXjGnfu9JxuekUu/0otNosDkP0rlpNcaUFBq8kpBQxhNWGU04A4LulBQ8Vgur63L5n/mzOL1kYWzSggYwhP34ne20dhuo0oawpVoQArQCNFpJq8uDJyjRaQQaIahs6aLc7qSmxaOEr21mnJ4gZ5Vm4g9JZhXbYrtA2J0+1u+xs2R2UWyB3P1NLlJNWnzBCPtau8iyGLlmzhjWl9tp6w5QmG4mxavjYEsXnd1BQijPaYrQRJeY0aHXarCadID8ZOKJWYej28+63XbG51oHXD/uRCCEMAJ/BC5CmSx1ELhLSvlaNP1C4ElgDMrSRddJKWvj7l0OXInyP8evpZSPfeqNUDkpKSoqYvXq1UnTCgsLqa2tZcoUZU/iw4cPU1hYmDTvcCgoKKCu7pNRTVLKXudFRUX87Gc/O6JZokVFRRw6dCjp9bFjx1JZWXlkRg9Az9i44dSVeE96ejpf+MIX+Pvf/87evXu5+uqrY3nuvPNOhBDs3r2brKws1q5dy0033XTM29HDUPf67LtF/TCRUt6HsqRHMnopmegfteP+h60ky8Lhdi+RsKS1y0cgHCbVrAf0WFx+Gp0+KuyKMNhS6WCv3Umn18/71Q5uWjAhtr7XrOJMdh7uwO0PMibTwqgMMxdMzqWisQunN0SVw93vvpc9lGZbCYck3mCYA81u7B0+IlJSnGkmxahXZtrtqCMUjlDR6MIbDFOQZuR/ziiK7SVZmm1lYl4qHn+Idbub8IfDXDgxhz0NXaSn6OlwByjNtdLS5efD6nYCoQg6jYayuk4MWg1LZheRkpLCuVNLSc/M4srzZnDLCzto6/LjCYTISTXR0OnFNukcPAY9Y8fnMH10Op3eIJ0f1pBi0BMIhfEGI6SZ9Oi0grnjcrCZ9JTbGznU6sLjD3PGvf8gz2rilgVjmVFowev18s7eev65rRpHRxfdHi8ZRsm0PDPGseN5v7aLti4vvlCIkuxUdJd/g4Dfhwz5qW3uIBwMkKINY9GEcbq7iQT9+H0+QgEfIY2ePfVOzHotX501mj8cGvpGxjqDiVZPAC1g0AiKMlNIaR1a2DkcDBAKBtFrtRSmm2hw+ujw+Am2NVK/+z3q4/J2xH3uGRlTDmx/4xxmnHUef3qrkorGLjKtesxVb9PwnDIOomc2j0arRaM3Uas1IHQGhM6I1mAgNH0ezqk/osmpLMuSZtETrnqfAzs/4pDByLrUVOaMy2NsfiYNXSEOdQT52Gyhu7aAmaV5tMkUHN1a5pRkkWU18ujG/TS5/Ow43I7DFSDDomdnXQdICIcV7W2MLuvS7Q8ihIkZRRmcWpiKxaBncsEn499au/y8uquRli4/B1vc/M8ZRSNtpqcOJXpwPkpXLwL+LoSYhjKO9h/Ad4FXgQeAF4GemMt9wHigGMgH3hJCfCyl/OzsEq1y3Lj88su54447/j979x3eZnU2fvx7W7Jk2fK245HhTLLJJGwIlFE2LaRlQ9lQoPwaSinjhRZKS2mBtxQoUNoyWuBtC2mBhACFMAKFBkggJosMO/GIt2x5aJ7fH4+kyI6dKIlH4tyf6/Jl6Xke6RzN59YZ9+Ghhx7immuuwe/389VXX3HwwQdz7rnncs8993DQQQchIvzsZz/jggsu2OMyTznlFK677jpeeuklTj/9dB555BGqq6tj+6+++mruuOMOpk+fzuTJk/F4PLzxxhvMmzdvp/d9+eWX88Mf/pAjjjiCmTNnxsaozZkzh4yMDO677z5uuOEGHA4Hq1ator29PdZNursKCgrYsGHb8JzdLeu8887jvvvuo7y8nH//+9+x7S0tLWRmZpKVlUVFRQX333//HtV3ZxKefyoiuVhfVoXGmPtFpBhIMsZs2clN9zrR3F7vrqklxWHDAAePzmH55iZKKz0My0qlJCeNWSXZjM5zxw3mTuOrqhZaOoJUNrXhcnQemPkAACAASURBVFjjBEorPXyyqYGm9iBVHqtbz2m3MywnhZw0Z6xFrafllSYXZ7Lwy0ry3A5stiQuOWwkf/5wE9mpyYzMTWNkXhqLS6tZu9VLcVYqQ7NcVDS1M64gI5bUNX59z8rGVjbVe0lz2FlX20pDm5+q5naGZqVywuQCyuvbmD0ym2RbEmPy3VR5OmJB6eyRObFEtcs2NTAyN42mVj8dgTBNbX5c9iQqAoamDj8rtjQxoSiTgvQUXMnJ+IPWUlBup52pQ9MBaGrzU93cTqM3QG04jMMmzBmdxyGjc5lWkk+220F2djan5RUwesxYijJd/HLRKkqrPLwXCBNe00h9a4BAyEB7gEavkH/ERcwdmU1da5CUikbaA4bhOam0dATJ9gUYkuHE0+HH6w0QBjxtPpZtamR0nptvHDaLaY8tJBDwYQsHyXEaahtb8La2saaingyHIddp+HzjVuz2ZNp8IZp9AcYVpjOh0I1JymP87CNx2w0t3la21DUhoQABXwfhgI9w0Ec4MgYwJcXF+EI3h47JJyfNyeul1dhSEn+fhm3J/O7ttfxreYXVSuW00167fYtiOBQiHGoFtk1yCQCe4jEs+rIKSRKKMl3MLsnm//75H0oXvxA77v1uyn068v/G+Tcz9YyryHU7AcOMEZk894v5fPTVR2BzkORwgs2aeexOTSUp2YnYHZhIwFhy4reYffKJIFaOuVVVHl5f+Aor1leSnpZKozfMsJJ8xqTn01rp5+/r13H0jAnk5wx8y5oxppXOPyxfFZGNwCwgFyg1xvwNQETuAupEZIIxZjVwEfA9Y0wj0CgiT2KtyqKBmtqp9PR03nzzTX7wgx/w05/+FKfTyY033sjBBx/M7bffTnNzMwceeCAA8+bN4/bbb9/jMvPy8vjb3/7GDTfcwPe+9z0uvPBCDj/88Nj+b33rW3i9Xs455xzKysrIzMzk+OOPTyhQmzdvHvX19Zx33nlUVFQwcuRInn32WUpKSnjllVeYP38+o0aNwufzMX78+F7JfXbZZZcxb948srKymDt3LgsWLNitsk4//XQuv/xyRowYwbRp02Lb77zzTi666CIyMzMZO3YsF154IQ8++GC39/H+++9z0kkn7dFi8dJ1Cm63B4kcjdUFuQw43BiTHtl2kzHmtN0uvRfNnj3bLFuWWJaQZZsa+MvHZdR7/aQ5bWysbWNIhpOhGU6+rPCQ4rDT7AsyNMvF948Z22mdyo/W17KuppVxQ9JjLWpdlzTKcTto94d45qONvLe2jtkjs8l0ORiZm8aKLU2x9Svjg7bFpdWU17XiDYQ4dHQO62tbmTo0k/EFGSxYXkEwHGZqcSbjCzM6LY8U/78o08XilVUsWVvDfzc2MCzbxegh6WS7kmn1ByitaOG0acUgEhsbF31cXWf8RcfMNXcEeG9tHaWVHlKddtr9IVraAzS0+TlqXD6Vng5y0hyU1XlpbPcxoSCTOaNyWb65iY/W1xEGhrgdhDAEQ4aMlGRmlWSTk+bkmAlDuh2TVNHYzvz/+5yNdV58gRDGGJx2obY1TFaKjeKcVIZlu/hkQz02EY48IJ+UZBvVHh+VnjaaOwLUtvhjPashY61gcMM3xnHI6Fx8gTBL11vrpR46Jo8XPinnzBlD+WBdLYjgdth57N315Kc7KKtvpaUjSF6ag46Q4dQpBdS1BTl2/BA+K2/g3XVWKpKRual8uKGBoZkuhmenUNPUwua6VnKzM6xkyIEwG2tbOboYbJ7NbNzaRGVtE/XNXvJSIBTwUV7TSE1jMyG/j2Hpdg45aCa+CSfx/roaMJDtTsa16nVWvvkiHm8rIb8PE/SDCXf7Ps+ceQoTvn0D+e4U6lp9jMhNY+kf76bik8TihQu+/yO8E8/AmZxEuy9EMBzmw0dvomntfxO6/UU/uocrr7iKJWut+s8syea7Jx1NS0XP3Q8/f/gP3HrdZQndP4CIfGqMmZ3wDXaTiBQAZcB04BrAYYy5Jm7/SqwhGm9jNYwWGmO2RvadDdxpjJnazf3GpxiaVVZW1tcPRfVg5C2vxS6X3Xdq7HLJj18FYNMvT+n3OqnBLdHvr0Rb1B4CvmuM+beIRHtqPmbbElL7lMnFmZx2YBGb6ts5eFQOL3xcRkGmizFD3FR7/bgcNqa6nRx5wJBO42ZcDhvHTiwkw2W1YGW47LEWqGMnFnYqw+WwkZyUREVTG1XL2wkD584ZEcsF9llZA9Es8UWZLsrrWlm9tQV/KExHZJboyFx3LO0CSCxAi1pV1dxpce5lmxpYVd1CeyBEVqqD3DQn5XWt5IzIwu100OwLUt/q58wZQ7d7XN3l7Fq6vp68NAfHTyrg+ElWDrGWjgD/WlFFdpsfQ5ikJPD5g1Q3d+APGZraAiTbhC1N7bQHwriSk5hZks3GulaqW9qpafGxtdmH25nc48oNVZ52xg1xU9nUQbvfCkK8AWscVqs/xKTCDM6ZM4I1VS2EjKHK08GkokzGDknGHwqzpaENE4aCTAfO5CRqm30My05jUlF6bOJGNA3EPz7dzBcVVpqIOq81MD8nLZmkJMhyJVOVJITDsLXFTxj422cVEDb8+6tqctwOkkToCIR5f109lZ52QiHDBYeUAENYV9PKiJxUqjwdbGloZViWi6vmjiXHfVRs3NmHG+pYU+0lP93JAaEwrZubCIbBnm6nIS+D4pQkphRn4UpOoqbFR3j6aTx7848YkZPK3a9+xalTi2hqbeX5pV9T3djCiPQkGr1tNHpaCDoz8PqCtPrbaPWFcLvsjD/0BAJphQT8PpLCAdKTw0zMT6GtrY3KOg9J4QChgI+2tjZWtziwedpIT0kmFAxT0+ojFEh8yd1DDxgKGIoyXdR7fZQ3WN3SOzKuKDfh++8vIpKMtTrK08aY1SLiBmq7HObByvXojrvedd92djfFkFJq/5FooDbSGBPtoI1+mfh34fZ7FZfDRobLgae9mc/LG+kIGcoa2phUnM4ho3JAhOMmFvDR+jra/VmdWpmimeGh8+LU3bVKnTljGIFQmK9rWtjc2AGYWMLWt1dbkwRSnXY87QHKG9ogHEZsSaypbsbttLNicyNOexIzS6xgcNmmBt5eXcPiYDUOexKHjcmNtc5F63Pm9BArK5tZ9GUlG+pbafeHaA2E+M6sYXxr+lAuOXwUQ7N7XGo1ZnJxJl9sbuLdtTWsrHRy1kxr1a/3NnvYWOulztvBmmohMzWZ4dmpZKYmI8AR4/JZs7WFodkptPuC5LidjMhNY0RuGgu/qMLb3k5zR4D6Vj+rqpq7XTJodJ6bpvYgdruQm+7EniRUNrSR5kyyWqbqWllW1kh2mhN/IERdq5+wMVw3dxzLNzew8Asna7Z6ufzIUeS5nfiCYZx2W2xiSHxgGs22X5yVSlVzB9OHZzFlaCb+UAWzRmSRZBM+39RAqy+EPwwdQYNgfQhqW/yML3AzJt/NjOFZfLCujhMmF3DomDxKKz20+ZvJT3cyd/yQ2PtmQ50XlyOz03JQtZ52mtr8nDyliPKGVnz+EMEQrKpqoqY5hYnFGVQ1t1Ne30qSLYml62rJnzmMqcMyKWto45LDRzOmMJuPNzYyuchqgc1wWS2MTruN1VVNOJMFG0lkT5xDVtp4fCGDXWDu+HwOGpXLktVbaaxswm63M3NENi0dAcoa2vBHEge3+kIEQobic+4hmSDFaTYkHKCsuo4sJ2Qmw7AMOxuqG3AQZESGHffwSSxYXslJUwo5cFgmze0BiqcdRVNdNblOSCZIvaeF9vZ2shwQ8LVT67Ntl85mIIlIEtaCJX4gOlq4a65HItdbIvui1zu67FNKqV2WaKD1lYicaIxZHLftOGD7rKv7iMnFmfgC1vI6xVlW4LKpvo01W1uwJSVR1+LjiwrrR3E0a3t3i09Hdd3X7g+xoc7LlKFZbKrzUtPcQVl9GwuWb2HJ2ho87UEa2vzUNHcQCkN+ejKFWamsrm4hEAIIsWRtLeWNbWys83LWrOGxRbnLG9ooimTDj29hi+apmlmSw4gcqxu0tiVAcVYK35o5PKEALf6+xhdm8GWlhylDs7Cy2VfQEbSWeGps89HhCzEk3c2PThzPA2+updUfJM/t4PCxuazZ6sVps7GuxsuyskZsAg5bEoWZLg4fk0ulx0dclpdONtR5KcxMIS/NwZEHDKGlI8AfP9jIiFwXy8oaqfS0s67aw+TiDDJSkllZ6eGoA4aQ43Zw7MRCpg/PYeGXlRw5bkiPSyNF5bgdXHDoSKuVzS6xWcCXHzGaiUUZeNq/pqqhnermDlzhMG2BMLnuZBq8AXLSnUwbnoXDJrT7Q9x4/PhYd3h88Bw/5i/+PeJy2Bia7cIfNgT8IWqaOzhsbD4pduGrLS2Ue9qw24VAyNDaESIYhnRnUmx5qMUrq1m+uYl3Vm/lgkNHctLUYpauqyUj1Q4GLjlsFP/3aTnZqU4QyE5zMCbfTUdkNYaCjFTCBv71eQUdoRAdQUM4EKC8oRVXsp1wOExxZgqNbX78AWsyyZD0FAKhMCdOKWRSUYa1ykRFE7akpFg+tDVbvdR7fVSaMB+tr2b6sEwyXMlMH57N7//3ftbVtFKYkcLmxjaWb25iU30ro3PT8AXDfG1zbpfOZqBEVmV5CigATjbGBCK7SrGW1YselwaMwRq31igiVVj5H9+MHDItchullNpliQZq87EG074GuETkceA04Iw+q1kfczlsOJNtfLKpkSMjrTpVnnYyU5I58oAhjC9M553VW2MtLrB9So14Xfd9VtYQaU0oYGN9G5WedjbUeiNlCcdOzCcQMiz8opKqpg7SnckUZ6exprqFUfkuTp06lAlFGdsN9I9flLunwNHlsJGRkkxZQwc1Le3Uen2sqW7epUAN6JQpPpqqYWSem/GF6dz+0gqWlTVhE+HVFZVkptoZV+DmzBnDYq0hgVAYuw0OKEinotHqCp1Z6Ob06cP4aH0dE4u6HzTeNchp94do6bBaHY+bkMwXFc1Utfhx2IK0pgY5YVIBh47JjbVqNrcHIot8p8USrO5M9P2wYLmVk+i7Bw0nx+3gmrljqW7uwG5LIieS9b/W6yMl2UaSCDNH5PDeuloqmtoZM8SNyzEk4Sz/AJOKMpk+PJvMVDs3HHsAH2+op8rTwcbGVkKhMMlJSaTYbZTkpZKd6uDcOSOYO34ILoeNa+aOZeGXlZw8tThW5sSiTAjDxxvrqWvxkeN2kJfuJNftZMaILMYNSWd4josFn1VS1dxOZpuVJiNoDNlpjkhnvFDtaaelI0iHv5WcdCc2m40ZJVmML8gg2ZbEvEgKD6e9gZG5qTjttljX/JnTh7KhzsuT76+nvtXHK19UUuO1JlhYQwRq+MWiVbT5g2SnJJOZkszmxjbcKcmMctl77BIfAI8BE4HjjDHxy4m8DNwvImcBrwH/A3wRmUgAVi7I20VkGVaQdwXwvf6rttpThRdvn2FeqYGSaHqO/4jINKxF2P+INW19zr444zPe6Dx3LMmny2Hji81NLN/SyKZ6L4eOyd1u/cPuxnL1vM865Tntds6aOYxN9W3kpztZX9NKVmoy9d4Am+q8GCMEw7Cxro3sdAeTirO4+LCRDM12MTrPzfLNDbG6RsuJBmlFmS7y3Y4eTmzCsJwU7DbB0xZgU33iy15195hKKz14OoJkuOwMzXYxa1QOX1W3WI+l1Y+nLciQdOsxL1mzlSfe28glh5Uwq2QUvkCYNVvLaPT62VhnLR7vaQ/0mLak63MZ300YnTBRlOWyVgiIdGlGu4ajObriX4NERbuOQWLBVI7bwU9Pn8LCLytp9Yf426flOGxJ5KensLXVSlVRmJlCYUZKLKjvLoDuKXg7dEweGa7k2Gu6qrqFTzc10O4L4XbZGJ2fSpoziW+MLiY9xY7Tvu220dZAoFNr3enTi/m6tpVct5MkwNMRYPLQTMYNSWfRympOmlLA8FwXFZ52hma5rPGL7X6+M3sEXn+Qt1ZV09Tmw2FLIhQOU+NpJxQWvtzsobktSI7bwcIvKxmV54790IlvMfQFQjiTbdxw7AE4bDauPnoM7YFQLOB/o7SShpY2nI5kAsbQ4u2gzRckJdnG1zVelm9u4tiJQ3bptettIlICXAX4gOq4HEtXGWP+EgnSfgc8hzVe95y4m9+JFeSVAe3AfZqaY+8RP2mgpwkCzsKx/VUdpXYq4dXJjTEVxphfGWO+b4z55b4epAGsqvKwYouHVVWeWFdfS0eIlRXNsfxpu2tmSXasKyjXnUJumoN3Vtfy6hcVtPpCfFrWQHlDGx3BIMk2a4khvz/M/BMOoLq5nb9+XM6C5RW88kUV76+rZVXVtvp8VtbIi//dzOLSamq9/k7dn/HlX3zoKB767gwuOrSEM6cP26PHM7k4s9N4uElFmYzISaOx3c+R4/IZV5BOaYWHhV9W8uH6OtbXtrBwZVVkYfBsZgzPpjAzBZsII3Ndne6rJ+3+EMs2NcTGLM0emcOa6hbe/9oKSDJcyUwsyqC00kO7PxSr45nTh/Hdg4Z3SlacKGfytsAvKhoQzZs1nINKchiS7mR4bhrBkCE71cGJkwv54QnjY92sXZ8r2Ba8dX1fxQfeo/PcnDm9mNOmFzEmPw2Xw8576+p5b10db63ayoLPK/jDBxv4rKyRruLLnDu+gLtOm8RJUwrxhQy5aU6OGpdvdS3WeGnpCPGtGUP59sxhjMlP54uKRr6qamZxaRUAI3PSCIYNDruQ7nLgD0LIGFwOG4eNzWXq0KzIwvFmuzGSR47Lwxc0vPjfzTS1BXj4vJlMHpoZ6+otrfSwuakdf1gIhML4Q2FM2BAWoT0QYktjG5u6eT/3N2NMmTFGjDEpxhh33N9fIvvfMsZMMMa4jDFzjTGb4m7rM8ZcaozJMMYUaLJbtaeMMfz4xz8mNzeX3Nxcbr755u0WTY9asmQJSUlJuN3u2N/TT1tJd3w+H5dddhklJSWkp6czY8YMFi1a1GO5f/7znzniiCN69bEsX76cWbNmkZqayqxZs1i+fHmPx15wwQUUFRWRkZHBAQccwB/+8IdO+9va2rj22mvJy8sjMzOTo446qsf7uv/++8nLy2PKlCmsXLltpeulS5fGlo7q6sorr+SJJ57YxUfY+xJqURORHOAmrKnpXZPT9vzM7PWk0/+ZJdlczijiW1T2xCeb6vnn8kpmDM8iN83Buq0t1DR30B4I42kP4LQnEQoZCrKc+AOGCw4ZCQjvra2j1Rfk+ElDCITSWfp1Pb5g/IfSujwy10WGK3OHdc1Jc2zXMrg7urZyHTomj6c+2MiKLc28t6421up08tRict0O/rOhEXtSUqzL9tw5JYwvSKe72as9tTZ11zL1VZUVWL+3NoUhGSmx3HHRY6LH7SzBcHd2NAYx+hzYRajz+mgPBElz2sl0JW93bHctrzvqNo8v9/Bx+YzMc/PWVzXUN/sIhCHdaSfdacdpT8Jui05l2L5u0bGRpZUeZpbk8MAba/iqysPskhzGF2bw81dLafUF+XxzI6kOO2PzrTVtXXYbbf4Qa7a2sKmhjWGZKfiDBjBkJ9vJTXdEHmc282aNiAVcXV+vaB2WrrMmRPqCwe0Wlp9cnMl3Zg0nOclGeoqNFLuNr6qaCbb7GZrpYs7oXM6csWc/KpQabJ544gkWLFjAihUrEBGOP/54Ro8ezdVXX93t8cXFxWzZsn1bSjAYZPjw4bz77ruMGDGChQsX8p3vfIcvv/ySkSNH9vGjAL/fzxlnnMGNN97Itddey+OPP84ZZ5zBunXrcDi2H0/8k5/8hKeeegqn08nq1auZO3cuM2bMYNasWYAVSAWDQVatWkVOTk6PQV9VVRVPPfUUGzZs4JlnnuGWW27h1VdfJRgMMn/+fF544YVub/f666/H1gdNVDAY7LS0VW9I9N7+CjixFkpv28mx+4z4MViwbTB+T3oKKLrzWVkD//fJZqpa/FQ3dTCrJIvsNAehUAhPm48Ml4Npw7P4tKyRQBBOnFLEqdOKWbJmK1s9HeRnOMlIcTClOJmva1px2qXTOCRnsm2H9dhZ0LGnXA4bPztjCg+9tZYbjzugUzfc3PEFZKQkAxJbNWFycWbsue06qL6nunYX3CTbhJRkO0OzUzhkdF5sJmVvBNY7CqbAek6bOoIIgtcXYvrwbObNHpHQfe+o2zy+Cx7gndVbrfVAk5NINkLIGFp8Qb5/7ESqPO07fKzxz+Ulh4+K/X9n9VYqmjrIT3dy4SEj+Wh9HRtqvZRuCXLQqGw8bSFSHEmsrPCwxdNOIBjCkWyjMNPFNyYWkGxLiiWt3dl7b2aJ9TitSQVNNLf7qWzq4OSpxeS4HVR7OlhV1YTbkcz44nRmDs+CJEEM1LUknv5Dqf6USJdpX3n66aeZP38+w4ZZP2Lmz5/Pk08+2WOg1pO0tDTuuuuu2PVTTz2VUaNG8emnn24XqK1atYqrr76aQCCA2+3GbrfT1NSEx+Ph+uuvZ9GiRaSmpnLFFVdw6623kpS08w66JUuWEAwGufHGGxERbrjhBn7961/z9ttv881vfnO746NLZYG1xJOIsH79embNmsWaNWv417/+xZYtW8jIsCZhRwO4rsrLy5kxYwYZGRkcd9xxPProowA89NBDnH766d0GqV988QVZWVnk5+eTk5PDu+++y9SpVirEmpoaSkpKKC8vp7S0lAsuuIDrr7+eBx98kOOPP55nn312p8/Frkg0UDsMyDfGDKpv0R2dPLuza8GPkJWaTJ3XDyLUtQZIEqHJFyJsIDMVWtqtnGPulGSOGpePy2GjvKENfzjM2CFpzCzJpt0fYmNdKxOLep480J2dBR29YcwQNw+fN3O77dE6nzy1mA113u3q3LVuPdW1u9dn3qwRpDnssZM+7F7rWXd29n6YXJzJOQcNZ3xhOv/dWM+8WUN3Oqt0R6KBty8QjnVh57hzOGZCAetrvIwdks7n5Q3UtwYIG8OmOu9OJ0d0nYhx26mTACsNSVl9GyJCY5ufs2YN575Fq3hjTQ0+f5j8dAdJCAgUZaRiEEbnpnH0+CGcO8cKRqN13dl7MDoxI7oe7qb6dhaXWsvRnDVrOFua2ggjJNuF2hY/gnDqgUX8a3kl6+taKcpycekRo3b7eVVqT3WX8HYglZaWdsqMP23aNEpLe55IXFNTQ0FBAampqZx55pncc889pKWlbXfc1q1bWbt2baeAKGrixIn8/ve/5w9/+AMffPBBbPv111+Px+Nhw4YN1NfXc8IJJ1BUVMRll+08UXVpaSkHHnhgp3U1DzzwQEpLS7sN1ACuvfZa/vznP9Pe3s6MGTM4+eSTAfj4448pKSnhzjvv5Nlnn6WoqIi77rqLs846a7v7GDt2LF9++SVNTU289dZbTJ48mc2bN/PCCy/w4YcfdlvuwoULOeWUU3A6nZxzzjk899xz3HfffQA8//zzHHfcceTnW9/H1dXVNDQ0UFZWRjjcfQLyPZFooPYFMAzYfmXV/UjXgGJHLWwzS7L50Tcn8EbpVjbVtzEqz8WmujbsSeAPhclJc7KutpVgKMwx43M4dIw183REThq5aU4OG5Mf62KKnsR3Jfja1SB0V0VXLgDZbkzXgs+38PfPtuAPhjn34BKgc527myyQaF3jW+76W7TFdWJRJlmuZKYP37PnNxp4zxmZ3WmsV5WnnYxUB15/gPV1bSQlQUVTO80dwYTq2N0Ehhy3gx+eML7T+/Xg0Tm8vrKKDmMIGyjITCHFnsSXlR7CYUOGK5lz54yIvbZdkwXvSPx7td0fwmETjplQwD8+3UxyUhKnTimiIxjm3XU11Ht9ZKTYqff6CYcNRZnOPXlalRp0vF4vmZnbPnOZmZl4vV6MMdstJj5hwgSWL1/OhAkTKCsr4+KLL+aHP/whjz/+eKfjAoEA559/PhdffDETJkxIqB6hUIgXX3yRzz//nPT0dNLT05k/fz7PPvtsQoFa18cRfSwtLT2nGXz00Ud5+OGH+eijj1iyZAlOp/X9sGXLFlauXMlZZ51FZWUlH330EaeccgqTJk1i4sSJne4jNzeX2267jWOPPZaCggJ+//vf84Mf/ID77ruPl19+mUcffZSsrCweeeSRWKvla6+9xr333gvAxRdfzNlnn80vfvELkpKSePbZZ7n55ptj95+UlBRb7qsvJDqZ4G3gdRG5VUQujf/rk1r1g/iB6j1d7ip6EoyeuHoaIB499tiJhdz8zYmcemARlx85lrnjh3DI6FwyXU7qvB0Mz0pl6tAsLjx0ZOw+nXarJQ5MbKH16Em8a/kDqbTSw4LllTz3ySZu/vsKKhq3ZS8YmeemICOFkZHZtL1Z5x29Pv1lQ523x0kcuyI6+H5mSU6n5yi6HaA9ECRJICnJCuB2Rfz7Mz5Zc/R6RoqDMUPcjM53M2/2MK48ajS2JKHDH6QwM4VbTpq43euW6OsZf1w0uK7ytFPW0IYtKYnrv3EAx08qIN+dgttpZ2N9Gw2tfgozU8hI2f1WSqV2xchbXov97S3uvffe2CSAaNem2+2mubk5dkxzczNut3u7IA2gsLCQSZMmkZSUxKhRo/jVr37F3//+907HhMNhLrzwQhwOB7/73e8SrltdXR1+v5+SkpLYtpKSEioqKro9Pn5CQ3l5+XaPI/pY0tO7XbgjxmazccQRR7BlyxYee+wxAFwuF8nJydx+++04HA6OPvpojjnmGN54441u7+Pcc8/ls88+Y9GiRaxcuRKn08mMGTO46aabeOWVV5g3bx433XQTAE1NTaxevZrDDjsMgIMPPpi0tDTeffddVq9ezddff83pp58eu+/8/HxSUnZhIeddlGiL2pHAFuD4LtsNVrqOfU70JOYLWN101iw2S292L66q8vDxpnreWrWV8oY2ctMcNLT6aQuECJs20lPsvPBJOdfMHRs58SeR53ZS5fGxutqbUD0GQjSVxZ8+3MTSjTVkuuzc8y1roeBDlGriZwAAIABJREFUx+SS4bL3SbdrX4+9S0RvdSv31JIY3T46z02aw86hY/L4aH1dp5x+OxINyqLpW4oyXfzj081UeTpYnblt8sXMkmwuO2JUbI3aDXVe7DYhJy2Fq48eu8t593YmmrC5ytPBhjovh47Jw2lPiqwnW0sobBiVl8rEoq5J/5Xaf9x6663ceuutnbZNnjyZFStWMGeOtWrjihUruu2u7I6IdJohaozhsssuY+vWrSxcuJDk5OQd3jZeXl4eycnJlJWVMWmSNayivLycoUOHdnv7rguRT548md/85jedWgK/+OILvv/97yf0WILBIOvXWx170YXpd1V7ezu33norixYtYt26dQwfPpyMjAwOOuigWAva4sWL+cY3voHNtu0H6cUXX8xzzz1HYWEhZ599dqfArLuAuTcl1KJmjDmmh79j+7R2fWhbq4VQ6emgKDOFycWZ3aZW6EkirQu+oGF1lZfPNzdRHQkGp4/IZHJROtcePZZDRuchIiz8spL319XhtAvfPWg4J04ujJ1kB7oFqSfOZBuTizJIddgpzNj2pu3Llr9deX36Sn+1bLocNiYUZZCd6mBCUUbC5UWD2XdWb6XW6+ed1Vtj7/GTpxZ3ev4qmzqo9/piXeszS7IZnZ+Gwy69/r6L5sM7ZsKQWAvx4ePyyU9PwesP0tDqZ0NdW6dUNEopuOiii3jggQeoqKigsrKS3/zmN1xyySXdHrtkyRLKy8sxxrB582ZuueUWzjhjW276a665hlWrVvHKK6/gcu34x1hBQQFbtmzB77d+3NlsNr7zne9w22230dLSQllZGQ888AAXXHBBQo9j7ty52Gw2fvvb3+Lz+WKtecceu30oUVNTwwsvvIDX6yUUCrF48WKef/752LFHHXUUI0aM4Be/+AXBYJClS5eyZMkSTjzxxB3W4Z577uGSSy6huLiYESNGsGbNGrZu3co777zD6NGjAavbMzoWLurCCy/k5Zdf5rnnnuOiiy5K6PH2lh22qInIwcaYj+Ouu+IzdIvIt4wxL/dlBftKfDqD6Jib+LE4vcVpFyYUuZk2NB2XM5lLDhvFR+vrqPJ0ML4onW/PGtZpHchoPZZtaoidZOPTT+wtSis9vL26hswUO1ceNYYzp3f/i6q39fXYu71JNODqmoJkZ6JBWPQ91fW9FZ18sXRdHZ+WNzJ1aFZs35TiTL6usVqY+6JFt6fUJVOKMymrbYutjKCU2uaqq65iw4YNsVmHl19+OVdddVVsv9vtZtGiRRx55JF89tlnnH/++TQ2NpKbm8uZZ54ZaykqKyvj8ccfx+l0UlhYGLv9448/zvnnn79ducceeyyTJ0+msLCQpKQk6urqePjhh7n++usZPXo0KSkpXHHFFVx6aWKjoBwOBwsWLODyyy/nlltuYeLEiSxYsCCWmuPee+/l/fffZ9GiRYgIjz32GFdffTXhcJiSkhIeeuihWNCZnJzMP//5Ty6//HJ++ctfUlJSwjPPPLPD8XZr1qzhjTfe4KOPPgKgqKiIW265hcmTJzNkyBBefPFFjDG8+eab/PrXv+5022HDhjFz5ky+/vprjjzyyIQeb2+RnpLmAYhIszEmI+56gzEmp6f9A2n27Nlm2bJle3w/u5KCY1fvD+g2KNvR7RI5tq/qviMNXj+PLfkaEeGEyQX7TfDUn3bnPbArlq6r5e+fbWHq0EzOnVMSW66rr8rs6f3Z7g/x/MdlLN/SyPTh2bG6JEJEPjXGzO6VCg6w3voOUzuWyHi0nc367O/0HKr/fPLJJ1x33XV88skn2+279NJLKS4u5p577umVshL9/trZGLWuP213dn2f11tjoOJPStH7WbqulgXLKzlzevFO0yzEtzwkmn6it8dv7Sjw21DnJdmeRF6aA18gHFs9QPWe3XkP7IqZJTmx8ZnRxMR9WWZP78/SSg91rX7mjMzlrMgaokopNVB++tOfbrdt06ZNvPTSS3z++ef9Xp+dBWpdm9t2dn2f11sDxbs/KUmX/72rt3On7Sjwi5bhC4T5ZFMDzuQkbVXbx8SvoRpNTNxXrXfQ8/uza+43pZQaKNEJG/HuuOMOHnzwQX7yk58walT/53js3XUO9hE7ainqrTFQ8eOEopn5JxZlsLHO22ez2np7/NaOAr/uxvipfU/0dYyuFrGr4+F2p6zutkfXO9VgTSm1t7n77ru5++67B6z8nQVqaSJSHnc9M+66AKl9U62+1R8pHrqeAMFqfVqxxcOoPDeHR/Jk7c32p4H7+7uuExD6O/DeG9KuKKXU3mhngdo+m35jR/pjeaX4QdnRsqxM/jCYeoz1BDs49PV4uO7Et2z3x2dSqUQNvfbpga6CUjE7DNSMMe/2V0X6U3+0FHUXwMwsyYktaD1Y6AlW7a7Pyhoik2tCHD4uXwN9tdewp+cOdBWUitkvx6j1h+7GqA3GrsTB+JhUf+nbyTVKKTUYJLrWp9pF0QBmQ523x/VAu9rddSwHcv3LisZ2fv7qV53W+lQqETNLsvnuQcOZWZI90FVRSqm9lrao9bFd6Rrc3fFe/T1OLH5s0Z+XbmThyioAbjt1Up+XrQYPbY1Ve6tgS33ssnaDqoGmgVof25WT0e6O9+rvcWLxgeElh4/q9F+pwUBErgMuAaYCzxtjLolsHwlsBFrjDr/PGHN3ZL8TeAw4G2gDfmWMeaC/6q16R8WjF8cud7cygVL9qcdATUSeJYHpicaY/l2ddB+zK8s67W4LQ3+3THRNUKotaWoQqgTuAU4Eulu5OssYE+xm+13AOKAEKATeEZGvjDGv91VFlVKD245a1L6Ou5wHXAy8ApQBI4DTAJ3DHNFTQDYY01dol5Ua7IwxLwGIyGxg2C7c9CLge8aYRqBRRJ7EapnTQG0AJbK+p1J7qx4DNWNMbLErEVkMnGKMeT9u2xHAHX1bvX1HTwGZpq/Yd/TnovZqn1cmIgZ4E/iRMaZORLKBYmBF3HErgDMHooJKqcEh0VmfhwD/6bLtY+DQ3q3OvmtycSZHjsvbLiCLtj7piX/vFw22E5mhq/ZbdcBBWF2bs4B04C+Rfe7I//g3kCdyTLdE5EoRWSYiy2pra/ugukqpfV2igdrnwL0i4gKI/P85sLyvKrav0YBs39dTsK1UlDHGa4xZZowJGmO2AtcBJ4hIBuCNHBa/mG8G0LKD+3vCGDPbGDM7Pz+/7yqulNpnJRqoXQIcDnhEZCvWr8QjsMatqf3YQOZw620abKvdEJ1wJZFxaVXAtLj904DSfq+VUmrQSCg9hzFmE3CYiAzHGoNRZYwp3/Gt9k06TmnXDMbJEkqJiB3r+9EG2EQkBQhidXc2AeuAbOC3wBJjTLS78xngdhFZBhQAVwDf6+fqK6UGkYRXJhCRXGAucLQxplxEikVkV2ZD7RN0nNKu0e5CNUjdDrQDtwAXRC7fDozGmsHZAqwEfMC5cbe7E1iPNTv+XeB+Tc2hlNoTCbWoicjRwD+AZVhdoL/CyhV0E1aajkFDZ2nuGk3VoQYjY8xdWDnRuvP8Dm7nAy6N/Cml1B5LdGWCh4DvGmP+LSKNkW0fA3P6ploDRwMPpZRSSu0tEg3URhpj/h25HB0869+F2yullFL7BF02Su1NEh2j9pWInNhl23HAl71cH6WUUkopFZFooDYf+IuIPA24RORx4M/AjxItSERyRORlEWkVkTIROa+H45wi8nsR2SoiDSLyiogMTbSc/cFgSomhlFJKqZ4lmp7jPyIyDTgf+COwGZhjjNmyC2U9gtVdWgBMB14TkRXGmK45hn6AteLBgVj52p4EHga+vQtlDWqaEkMppQZO/Nqhm355ygDWRO0PEp31eRTwmTHmV122H26MWZrA7dOAs4Apxhgv8IGI/Au4EGv6e7xRwOJI1m9E5AXggUTqub/QmalKKdV3fNVfxy47C8cOYE2USnwywBJgtYicZoxZH7d9EZ2XS+nJAUDIGLM2btsK4Ohujn0K+F8RKcZKLHl+pBwVoTNTlVKq71Q/fWPssk4sUAMt0TFqrcCDwFIROSFuuyR4ezedFyqGnhcrXguUAxVAMzAR+Fl3d6oLGiullFJqMEs0UDPGmCeBs4E/icj8XSzHy/Ytbz0tVvwYkALkAmnAS/TQoqYLGiullFJqMEt4CSkAY8wHwCHAuSLyLIm3qK0F7CIyLm5bT4sVTwP+bIxpiGT5fhiYIyJ5u1JXpZRSSql9XaKB2oboBWPMZuAIrPFtqYnc2BjTitUy9jMRSRORw4EzgGe7Ofy/wEUikikiycC1QKUxpi7BuiqllFJKDQoJBWrGmOldrncYY841xuxKi9y1gAuowVor7xpjTKmIHCki3rjjbgI6gHVALXAy8K1dKEcppZRSalDocdaniFxojHk2crnHBYaNMX9MpCBjTANwZjfb38eabBC9Xo8101MppZRSar+2o/Qc57Kta/LCHo4xWAlwlVJKKaVUL+sxUDPGnBx3+Zj+qY5SSim179BVClRf21HXZ6Lj18K9Vx2llFJKKRW1o67PIFbXZk8kst/WqzVSSimlBpDNvXsrv0Rb17RlTfWmHQVqo/qtFkoppdReYtj3nxnoKigVs6MxamX9WRGllFJKKdVZwnnQROR0EfmNiDwtIs9E//qyckopNRBE5LrIOsI+Eflzl33fEJHVItImIu+ISEncPqeI/FFEmkWkWkR+2O+VV0oNKgkFaiJyJ/B45Ph5QD1wItDUd1VTSqkBUwncQ5f0Q5Gl7F4C7gBygGXAi3GH3AWMA0qAY4CbReSb/VBfpdQglWiL2qXA8caY/wf4I/9PA0b2VcWUUmqgGGNeMsYswPpRGu/bQKkx5m/GmA6swGyaiEyI7L8IuNsY02iMWQU8CVzST9VWvaTt649jf0oNtB1NJoiXZYxZGbnsF5FkY8wnInJ0X1VMKaX2QpOBFdErxphWEVkPTBaRrUBx/P7I5e1WZFF7t9p/3B27XPLjVwewJkolHqitF5HJxphSYCVwjYg0Ao19VzWllNrruLHWII7nAdLZthSep5t93RKRK4ErAUaMGNF7tVRKDRqJBmq3A7mRyz8B/oL1pXRtX1RKKaX2Ul4go8u2DKAlsi96vaPLvm4ZY54AngCYPXv2jvJWKqX2UwkFasaYhXGXPwbG9lmNlFJq71UKXBy9IiJpwBiscWuNIlIFTAPejBwyLXIb1c/il3ZSal+WaIsaIpKKFaC547cbYz7s7UoppdRAEhE71vejDbCJSArWai0vA/eLyFnAa8D/AF8YY1ZHbvoMcLuILAMKgCuA7/V3/ZVSg0dCgZqIXAT8DvAD7XG7DKADK5RSg83twJ1x1y8AfmqMuSsSpP0OeA74GDgn7rg7gceAMqzvyvuMMa/3T5WVUoNRoi1qvwLOMsa8udMjlVJqH2eMuQsr9UZ3+94CJvSwz4eVzujSvqqbUmr/kmgeNT+wpA/roZRSSimlukg0ULsDeCCSlVsppZRSSvWDRLs+1wI/A64Vkeg2AYwxxtYXFVNKKaV2lc72VINNooHas1izmV6k82QCpZRSalBxFIwZ6CooFZNooJYL/I8xRhMyKqWUGtSKLvnfga6CUjGJjlH7E3BhX1ZEKaWUUkp1lmiL2hzgOhG5Ddgav8MYc1Sv10oppZRSSiUcqD0Z+VNKKaXUDsRPaNj0y1MGsCZqMNhpoCYiNqy17H4eSeaolFJKDVoty7ctJpE+/ZsDWBOlEgjUjDEhEfk+PWTpVkoppQaThsW/i13WQE0NtEQnEzwNXN2XFVFKKaWUUp3tymSC60XkZmAz1mLsgE4mUEoppZTqKzqZQCmllFJqL5VQoGaMebqvK6KUUkoppTpLdIwaIvI9EXlbRNZE/n+vLyumlFJKKbW/S6hFLZLo9iLgN0AZUALcLCLFxpif92H9lFJKKaX2W4mOUbscmGuMKYtuEJHFwHuABmpKKaWUUn0g0a7PNKC2y7Z6wNW71VFKKaWUUlGJBmqvA38RkfEi4hKRCVi51Rb3XdWUUkoppfZviXZ9Xgf8DlgBJAMB4G/A9X1UL6WU2muJyBLgECAY2VRhjBkf2Xce8AsgD3gTuNQY0zAQ9VS7xzXmoF67r/h1P+PpGqAqUYmm52gGLhKRS7C+fOqMMeG+rJhSSu3lrjPG/CF+g4hMBh4HTgE+A54AHgXO6f/qqd015Ow7B7oKSsUk2qKGiGQC4wF35DoAxpi3+6RmSim17zkfeMUY8x6AiNwBrBKRdGNMy8BWTSm1L0o0PcclwCOAF2iL22WA0b1fLaWU2uv9QkR+CawBbjPGLAEmAx9GDzDGrBcRP3AA8OmA1HI/0FP3olKDQaKTCX4OnG2MKTDGjIr7SzhIE5EcEXlZRFpFpCwyjqOnY2eKyHsi4hWRrSLyg0TLUUqpfvBjrB+pQ7G6N18RkTFYPQ6eLsd6gPTu7kRErhSRZSKyrLa268R6pZRKvOvTDryxh2U9AviBAmA68JqIrDDGlMYfJCJ5WLNM/x/wd8ABDNvDspVSqtcYYz6Ou/q0iJwLnIzV65DR5fAMoNtuT2PME1iBHrNnzzZ9UFW1G5o++EvsctYR5w9gTZRKPFC7D7hdRO7enUkEIpIGnAVMMcZ4gQ9E5F/AhcAtXQ7/IbDYGBP9pPiAVbtaplJK9SMDCFAKTItuFJHRgBNYO0D1UrvBs/T52GUN1NRAS7Tr8/8BtwMtIlIe/5fg7Q8AQsaY+C+rFVjjObo6BGgQkQ9FpEZEXhGREQmWo5RSfUpEskTkRBFJERG7iJwPHIWVV/IvwGkicmTkB+rPgJd0IoFSancl2qJ2wR6WsyvjNoYBM4HjgS+BXwHPA4d3PVBErgSuBBgxQmM5pVS/SAbuASYAIWA1cKYxZg2AiFyNFbDlAm8B3xugeiqlBoFE86i9u4fl7Mq4jXbgZWPMfwFE5KdAnYhkGmM6BXs6vkMp1d+MMbVAjxlRjTF/Bf7afzVSSg1mCXV9iohTRH4uIhtExBPZdoKIXJdgOWsBu4iMi9s2DWs8R1dfYI33iIpelgTLUkoppZQaFBLt+nwQaxr6+cCiyLbSyPbf7ezGxphWEXkJ+JmIXI416/MM4LBuDv8T8A8R+W2kjDuAD4wxTQnWVSml1CCnudPU/iLRyQTfAs4zxnwEhAGMMRVYwVuirgVcQA3WmLNrjDGlkUG33uhBkZUObgVeixw7Fugx55pSSiml1GCVaIuav+uxIpIP1CdaUGRR4jO72f4+kWWp4rY9BjyW6H0rpZRSSg1Gibao/Q0rqeMoABEpwuryfKGvKqaUUkoptb9LNFC7FdiElS4jC1gHVGLlCFJKKaWUUn0g0fQcfuBG4MZIl2edMUbTYSillBp03NNOHOgqKBWT6Bi1mEgOIUTkQOAOY8y8Xq+VUkop1UV/zfTM/eb1/VKOUonYYaAmIqnAT7DSaawD7gLygN9grRzwdB/XTymllBp04oPOTb88ZQBrovZ2O2tRewSYgbWG3UnAVKxlU54GrjDG1PVt9ZRSSiml9l87C9ROBKYbY2pE5GGgHDg6klJDKaWUUkr1oZ0Fam5jTA2AMWaLiHg1SFNKKTWY1b/+cOyyjldTA21ngZpdRI4hbp3NrtcjKwkopZRSg4J3xeLYZQ3U1EDbWaBWA/wx7np9l+sGGN3blVJKKaVg/1jTM/oYdVKB6s4OAzVjzMh+qodSSikF7B/BmVKJ2uU8akoppZTqfYkEqNrqtv/RQE0ppdReQVvSlNqeBmpKKaXUPqKnYFZb2gYvDdSUUkr1OQ0wlNo9GqgppVQvE5Ec4CngBKAO+Ikx5q8DW6ve1xvLIGl3Z+/Y3ZmjOuN076eBmlJK9b5HAD9QgLVW8msissIYUzqw1dpzuxJYaRCm1J7TQE0ppXqRiKQBZwFTjDFe4AMR+RdwIXDLQNatLxcC10XG9w69MXN0V19LbZXrW2KMGeg69AoRqQXK9uAu8rC6KPqTlqllapl7VmaJMSa/n+uyQyIyA/jQGOOK23YT1jrJp3U59krgysjV8cCafqto9wbitd2b6fPRmT4f2/TGc5HQ99egaVHb0y9rEVlmjJndW/XRMrVMLXPfLnMPuAFPl20eIL3rgcaYJ4An+qNSidjHnuc+p89HZ/p8bNOfz0VSfxSilFL7ES+Q0WVbBtAyAHVRSu3jNFBTSqnetRawi8i4uG3TgH1+IoFSqv9poLbNQHQ/aJlappa595a5W4wxrcBLwM9EJE1EDgfOAJ4d2JolZJ95nvuJPh+d6fOxTb89F4NmMoFSSu0tInnU/ggcD9QDtwzGPGpKqb6ngZpSSiml1F5Kuz6VUkoppfZSGqgppZRSSu2l9otATURscZeln8qMT3a5XzzPg5mIjBaRjMjl/noPHSQi4/ujLDX49df7dl8iInkikjzQ9VBqRwZ1ACEiI0TkReD3InI9gOnjQXkiMkxEXgWeF5H/FRGXMSbcl2XGlS3x//upTEfc5X55P4mIuz/LFJHvAyuxFtjuj/fQcBF5C3gRyOrLsrope66IHNvPZR4tIrdFA2HVN+Lft/v7j0cRGSkiS4EFwCsiMi3+B/3+RkQmRD77eZHr+21QLyJjRWSWiKRErg/4czFoP6yRZVyWAFXAKuB6EXleRFL7sMxc4FVgM/AocDjwVxGZ1ldlRsodKiI/Bw6Dvg8kImWOEJG/Ak+IyD2Rcvs0II2U+TLwJxH5o4jY+ykIng40AnO65MbqNXFB9q+w8m2tMsaMNsZ8HL+/r0RaFhYB/wCm9kcrQyQgXQi8A9yNJoTtEyJyhIi8JSK/FZFroe8/q3uzSG/HH4BPsdZkbQbuAi4ewGoNCBGxiciTwMfA/wDvi8hp/XEO2duIiF1Engb+C/wWeFVEDt0bnotBG6hhTYt/3xhzozHmAeAk4LvAlfHdkr1sBtBqjLnGGPMGcCzgAs4XkcK+KFBEzsU60f0E+GZ//CISkauBZVhB8NvAd0Xkj5F9ffKeEpHbgM+wguCfYb2+j0T29cljjfuFvRardetg4AgRcfZ2WXFfBscB7xljro/UYY6IZNH3n9WbgHpjTK4x5n+NMYG+LExEHscKSNcCI7F+VH2zL8vcH0VyuP0D63O6CSu32+19+YN1HzAMSAEeNcZsBS7H+m65QETGDmjN+t9kYCwwBqvH4E/Ab0XkqAGt1cCYCwzHen+cB3wO/F1Ehg9kpWAQBWoiUtyl60SAVBFJjpzIK4ENwAVYL0ZvlOmM/I+2PrQAE6PbjTHNwFPABODo3iizGwXA/cD5wFFYwUSftapFgoZxwHXGmPnGmGeAecC3RSSjL36pR16/MPBNY8wNxpgvgQ+ADBGR3nqsca+nDcAYE4rsOhTrC+xVrMSlo3qjvC5lpkQ2XQgcKyLXiMh/gCeBhcAzfdE1IxY3cGCkLETk7MjfyN4uL3L/owE/MM0YcyPgA3Lj69QX5e6nTgVeMsbcG/nBeh5wLnDKftz9KcAUIuuxRr6nX8I6R1wzgPXqFyKSEffaH4K1MHgdEDbG/Ar4D3Bx5HM6qEW6OEsiVw8GMiIJqzcbY36E1TDw44H+YbPPf1BFJFNEXgP+DbwuIudHTn4bsU7u50VO5COwWp5GEuki3N0TgohkR1qQfg8Q1/qwFavZNP7D/g+stf9mSdx4rt0Vd2KP3tdTwN+NMc8DW4DTe/sEG1emYJ1Unwdej2xLwhpHtQrrC7C3y7RHXr8HjDHLIh+sNcDpWIH3mXv6vHbzeoYi26Ofj81Y75+nsH6Jnysi94jIgb1YZkfksZZitd49gtU9cwQwH6t19geR2+7R8xwfkEae2zSsE1eziDwP3ANcCrwkIhfuSVndlCnGmA3GmOuNMRtFJDnSquEBjoke3htl7o8iJ+H4589H3A+LSEv/v4Fv04s/OPYlxpi1WGNO/ydu82pgKTBSRAbl8yIi40RkMfBXrM92CfAVUC4i0+N+ZP8Ca8mz3f5+2xeIyHewztc/iGxaD2wSkZFxz8WNWA0RBwxAFWP2+UANuBdoxxpH9DpW9+Zdxpj/wxqD8OvIyWcF8BrW2LFTYPdanURkKvAycBBwgIh8O253DdaH/ajohz3ygv8TOMsY49+tR0i3J3Z/5KTXYoxpjBz2INYH7EjphTFG3ZRpjDHtxphlxpjmSPlhwInVmujtgzKDkf++yCHFwO+MMWnAA8CdwG0ikr6b5XX7eopIUtyHdTqwxhjTAASA24CpWIFir5XJts/jFcA3jDF/ALzGmI+A24GrYPdbS7sLSCPB2lasz8cTQIUxZoIx5mTg78CpvRyQxg9oFyAYufpvoEREnPvz+KndJdZg+CXA08CLIlIU2bUWCIjIwXGHPwjM/v/tnXm0VcWVh78fIA5LJgWMoqIYkxZxiDFqolE6BoxGEySmSScqOMSh45w4dmIjkWBc2OKUpZ1lG41x1igRVkSXihPgGJU4dBQQhzgLouKEu//YdaG4Pt5w33v33Hfv/taqdc85dersOlV16+yq2lWF94w3ag/mJGBfSV+C5Y2zp/E0aXc9VmtIOgQf/n4MOAnoB/wK6IF3MIws3WtmT+CK7P4pbD3oCU3xBWAWMEjSLnj+98PrZQDMbDbwN+BnUNx/pctmgKRuqTtyMDA9fcgn4r0QoyWNSN24ewNTgW3N7GZgIG6PUGkB7Inv2TcO/7j8tNSjY2YfpGsfAidnYRbirZY+Fchr7sOu7B6Z2cPATGBfYGglslqSmQ+/ZR/dUcAz2VBhZ8r8i5ldkN73Lbz3Zxzee1oJTeanmX2W9dQ9CIyX9CTQGx92XYD3RHWkzI+T4vQpbrMFXpGCv98CZTNe20ILDQyAK/Betdx+cxpuu1JRj2VzSjAsV/xLZWgZsLaZfVTHH4YOR86xeF7difcSDcYnZwA8gTdkR5Qab2Y2HzcePyCdF24sXQB3JHdFdm1u+u0sG+Yi2RSYYGanmNlTuKnMj3BF/lF8xGf37P4bcDPn7c2IAAAO4UlEQVSeqq1aUC0yZcvw4e75+ESSucA/cLOAYVmQm4ENUyOykP9Kl6oQ5VOId5M0IBWe7ngPy7uwvFV0Jz7ceHq6NsfMrjazZ1LPwPYkRa01BTCTOTBdehIfanwEuA3P7KOyIA/gf/49JV0iaV/gEuAxM1tc4as3p0yUCl3pdwquTHxD0omSJqqy8fVVyVxWkpmU5e7AV/HhOiQdKqlSO48WZWaUFJgl+IzMVi3t0Jb8TIpTN2B93Oh2ipntBvwWWKe1L9XGMmRJtiVl9BP5WmpHALeZWaWt/VWmbfKfk+IyvBTAzB7Hy1WlPcEtlttMKZuO90SvV28fhs4kfTg2AX5uZhOS/eYhwI8krWtmc3Gbo+2A/bKgL+CmEg1JatgfBqwraZqkU/BG7mPAq4VGrnO4GFc4SmYIH+BDfWsC1+OmB8dqhb3WDsAMM1taQFw7lVLdCvTBh4Fn4nbru+OTqvoBh2T19TBgVjaqU33MrOYdrpD9Hi9Md+JdlPsmv8nAo2X374Tbo30nna+HF9LF+ObIlcrcp+yetfHx7Xtwg8zcb2dcaXoA+FUb37c0+WBgOu8J9MmeOx04IZ13ayL8eXgPzJvAqM6SiX/E++FG9mNSOr0G7N2Z7wl0T79b4DYGkzozP/HW6FodVG5blJnSdU3cuLVUbk/trDJU9p4Lk9+x+LDATUCvzi63+Myz+4ARbU3nRnWwfK/mTYF+WZpvjDdG/yVd648Pc83HbQ/3S/k8uuh3KNqlMnsQcB1wfNHxqWKZ+QreYOyZzoelumZu+h++AYwsOr6dnAaT0v+iG3AK/h37Y7p+C246dTe+usE3C41z0YnWyoTdGle8+uM9KSfjLcKvAwPwHrUx2f0bAffmBQ3v6u3dTpnzgF3L7hsGXIP3tpSurZYd92iDzPZ82LsBq+H2J59Q9hHuBJklZW0EK5TC06vwnr1we4pb8J6006qQnz3K3llVkClgCHA0rVSU2pm2JeV3KHA8Xmm3SjlsZ36WKs2BuC3IsNa+a7jP5UOpfO4OPJSX1ZTWJwBX4suiHFB0fGvJtfY/XS8u/cdvKLvWHR9xGlt0/KqUBmcDO6fjq3ATgdn4d7QPbst+ZNHxNKthRQ0fyipVPIcB89Jx6do1+JIJA/Bho9eBL2bhHwKGd7DMq/GZf0OyMD3xJRvuwCc23A/sUeE7d4QyMZrqKaTdcfuj03H7omrIFN6DcBgtKDBF5GcHyZxFhT1L7UzbvIHxuZ7aziy35fLDtTrtuzdx7dfApdm5mrs/XOM4VjTIrgYOTcdH4qM/A4qOX5XT4ky80fIEbpoxBZgB7FB03D4X16Ij0ETibY7bytyKt+oH40sU3I1PCCjdtzW+6OqodP5nfJhxCt5qf4A0BNNZMrPre+MzhV4GxrXxfTtKmdizyjJnAd8qQGaLCkwR+VknZajaCmnFjZpGd3gjKVfA1k+/SmXw++n8xJTWfYuOc7jacHhj6jbgNPxbuRD4dtHxKiAdxqb6ef90vgVwBrBZ0XH7XFyLjkBZwh2Cr1l1Fj4EMxOfxTkcN1Y/qez+y4Bb0vEAfBhuCm2wCatQ5o3puHuS+SFwdhvftSGUiWrLLCI/owxVRyENt1wR656dj8R7L89P573x3s1fpPR/Dtip6HiHqx2HLy30GW579Yui41NgOqxBF+nFLzwCZQl3JvDT7HzDVKlvgA+nXEvWiwPsg3ddrpVda5OtQXtlAoNoY2u1iA97A8ksIj+jDHWiQhpueXrmw8Qb4faA7wPHZNd3wT/C84H/KDrO4WrP4T3bJwBrFB2XcK3Ms6IjsFJk/AM3IB2vji+B8Di+ltMQfEHOqawwRp4AnNsFZTaKMlGEzChDdZSf4ZrMh4vwdef+p+x6N3yyzXFFxzFcuHAd50prUdUEZvYSLF+89SNJQ/HK50XzNa3Oxz8W0yQtAr6Mz+bsUjLxNW0+SnKbWtNmM+A4Sc+b2Qu4wf4M8wV1MbOXQ2bTRBmqr/wMViBpA3zx5YXA5mY2L13vASwzX39uCW7+EQRBnVBTiloJM7N0OBzfuufjdH2upB/ga8BsaWaXd0WZjaJMFKTAlGRHGaqj/AwAtyn6vvlCyaUdO8zSNmtBENQnNamoybfRWYavjlza/PtIvOKfaL5V0sNdXWa9KxNFyowyVF/5GSxP90fSqurdrJ1btgVB0DWoSUXNfMugHritz0BJ9+DbpBxsZm/Ui8xGUSYKUmCiDNVRfgYrSApbKGlB0CDUpKKW2AKfJbY1cI6ZTa43mY2iTBQhMxFlqE5kBkEQNCql7UVqDkk98R0HfmdmH9axzK3wGYKvUSVlooFkRhmqI5lBEASNSM0qao1CAykTVZfZKER+BkEQ1C+hqAVBEARBENQo3YqOQBAEQRAEQdA0oagFQRAEQRDUKKGoBUEQBEEQ1CihqAVBEAQNi6Thkl5qw/13Szq0M+PUWiT9QdKZ7Qj/nqQhHRmn7NmTJB1XYdgHJW3Z0XHqqoSiFgRBEFSNpOi8k/aLDapEUwqmma1d2jO2g2UNAA4ELknnG0maLeltSeeU3ftXSduXPWIyMKGj49VVCUUtCIIgqAqSNgG+CRjwvUIjU2OkRaTrhXHAdDNbms5PBS4HNgVGlRQzSWOAeWk3k5ypwL9KWr9K8a1pQlELagpJCyQtlbRE0iJJD0g6QlKLZVXSJpKsziq8IKgnDgRmA38AxuYeaRjvIknT0v9/jqTNMn9LdcE/Uo/cRWnfUySNl3Rldu9KdYGkgyQ9nZ47T9LhrY2wpBGSnpG0WNKFgMr8D07PfkfSbZIGZ34jJT2bwv5O0sxSr5akcZLul3SupLeB8ZI2k3SnpLckvSnpT5L6Zs/7iqRH03tcC6yR+fWTdKukN1JcbpW0YfKbiCvIF6bhzguzNP1iOu4j6YoU/gVJvyzVuymu90manJ49X9KezSTbnsDM7HxT4E4zWww8BAyR1Bs4BTitPHBam/ERYGQL2dMQhKIW1CL7mFkvYDBwFnAycGmxUQqCoAM4EPhTcntIWq/M/9+BM4B+wHPAxDL/vYGvAdsA/wbs0Uq5r6ewvYGDgHMlbddSIEn9gRuBXwL9geeBnTP/UbiiMRoYANwLXJ2FvQHvTVoXeBb4RpmIHYF5wMD0rgImARvg29FtBIxPz+sJ3Az8Ed++7XrgB9mzugGX4fXmxsBS4EIAM/vPFLej0nDnUU287gVAH2AIsBueVweVxfXZlA5nA5eWFOUm2CrdW2IuMCIpndsDTwG/BqaY2aJVPONpPJ8bnlDUgprFzBab2VRgDDBW0jBJ35X0mKR3Jb0oaXwW5J70uyi1Gr8Ozbd4gyCoDpJ2wZWI68zsEVzp+XHZbTeZ2YNm9imuzG1b5n+WmS0ys4XAXU34N4mZTTOz582ZCczAe5haYi/gKTO7wcw+AaYAr2b+hwOTzOzpFOffANumOmYv4O9mdlPyO78sLMArZnaBmX1qZkvN7Dkzu93MPkr75v43rjQB7ASshis3n5jZDXjvVOkd3zKzG83sAzNbgit+u9EKJHXH69lTzWyJmS0AzgEOyG57wcx+b2bL8GHM9YFyRbtEX2BJdj4JT++ZwEXpPbYG/iLpKkn3SCpXHpek5zQ8oagFNY+ZPQi8hP/R38dben2B7wJHplYtwK7pt29qNc5qrsUbBEFVGQvMMLM30/lVlA1/srIi8wGwdhv9m0TSnlphzL4IV6L6tyLoBsCLpRPzrXxezPwHA+clM41FwNt4r9igVYQtn12aPwtJAyVdI+llSe8CV2bx3AB42VbeTuiFLOxaki5Jw5bv4g3XvkkJa4n+QM/8eel4UHa+PO3N7IN0uKr0fwfold3/tpmNMbNtgPPw3ruj8aHPucC3gSMkDc2e0QtYVW9bQxGKWtBVeAVYx8zuNrMnzewzM3sCV7qaazU21+INgqAKSFoTH6rcTdKrkl4Fjge2kdQRw1vvA2tl51/IZK+OD19OBtYzs77AdMpszVbBP/Hhx9KzlJ/jitbhZtY3c2ua2QMp7IZlYTdkZcr3cJyUrm1tZr2B/bN4/hMYVDbcuHF2/HPgy8COKWyp4Vq6v7n9It8EPsEVz/zZLzcTpjmeAL60Cr/DgNlmNhcfIn3YzD4GngSGZfdtATxeofy6IhS1oKswCHhb0o6S7koGr4uBI2i+ZdxcizcIguowClgGDMWHK7fFP8T34j3k7eVvwK6SNpbUB7cLK9ETWB14A/g0GcG31kh9GrClpNHyiQnHkCmBwMXAqUprfiWD/B9mYbeSNCqF/VlZ2KboBbyHm28MAk7M/GYBnwLHSOohaTSwQ1nYpSnsOsB/lT37Ndz+7HOk4czrgImSeqWG7Al4j14lTKeJBrSkgXg6jE+X5uOzO9fGbdfmpftWB74K3F6h/LoiFLWg5pH0NVyxug8fLpkKbGRmffCKsrkWY3Mt3iAIqsNY4DIzW2hmr5Ycbuz+E7VzpraZ3Q5ci/fkPALcmvktwRWs6/AhuR/jdUhrnvsm8EN8UtNbwObA/Zn/n4HfAtek4ca5+IzHPOzZKexQ4GHgo2ZEngFsByzGFb2bMlkf4yYc49J7jMn9cfu5NfHesdnAX8uefR6wX7LVPb8J2UfjPZPzWFHX/m8zcW2OK4C9Uk9qzmRggpm9l84nAd/C6+mp2TId3wPuNrNXKpRfV2jl4e4gKBZJC4BDzeyONH17V7yCud/MDpT0OnCimV0uaQe8Qp5hZvtLWgs3QN3CzP4vPW9ffHbRGDP7e2ptjzSz6wt4vSAIGpS01MVLwE/M7K6i49PZSPoN8LqZTakg7BzgkDQ82vCEohbUFElRWw/v4v8Mn8Z9JXCxmS2TtB8+G2kdfAbRAnzywP4p/ATgSHxW0XfMbLakA4CT8GHQxcDtZnZwNd8rCILGQ9IewBx8SPJEfNhvSLYQbBC0SChqQRAEQdAJpOWDjsbt5J4CjjGzOYVGKuhyhKIWBEEQBEFQo8RkgiAIgiAIgholFLUgCIIgCIIaJRS1IAiCIAiCGiUUtSAIgiAIgholFLUgCIIgCIIaJRS1IAiCIAiCGiUUtSAIgiAIgholFLUgCIIgCIIa5f8BLlDCYUsCQIoAAAAASUVORK5CYII=\n", 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\n", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], From 7c39eb4ff948cdd395575cb0f363723f45a08656 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Mon, 11 Mar 2019 20:44:06 -0600 Subject: [PATCH 036/146] Add code from pv_soiling to soiling.py Includes the addition of the wrapper function soiling_srr. The manual_cleanings keyword was also removed, it was not implimented in pv_soiling. --- rdtools/soiling.py | 402 +++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 402 insertions(+) create mode 100644 rdtools/soiling.py diff --git a/rdtools/soiling.py b/rdtools/soiling.py new file mode 100644 index 00000000..65466088 --- /dev/null +++ b/rdtools/soiling.py @@ -0,0 +1,402 @@ +''' Soiling Module + +This module contains functions to calculate soiling +metrics from photovoltaic system data. +''' + +import pandas as pd +import numpy as np +from scipy.stats.mstats import theilslopes + + +# Custom exception +class NoValidIntervalError(Exception): + '''raised when no valid rows appear in the result grame''' + pass + + +class pm_frame(pd.DataFrame): + '''Class consisting of dataframe for analysis constructed from system data, usually created with create_pm_frame''' + + def calc_result_frame(self, trim=True): + '''Return a result_frame + + Returns a result_frame which contains the charecteristics of each soiling interval.soiling. + An updated version of the pm_frame is stored as self.pm_frame. + + Parameters + ---------- + trim (bolean): whether to trim (remove) the first and last soiling intervals to avoid inclusion of partial intervals + + ''' + + # Estimate slope of each soiling interval, store results in a dataframe + result_list = [] + if trim: + res_loop = sorted(list(set(self['run'])))[1:-1] # ignore first and last interval + else: + res_loop = sorted(list(set(self['run']))) + + for r in res_loop: + run = self[self.run == r] + length = (run.day[-1] - run.day[0]) + start_day = run.day[0] + end_day = run.day[-1] + run = run[run.pi_norm > 0] + if len(run) > 2 and run.pi_norm.sum() > 0: + fit = theilslopes(run.pi_norm, run.day) + fit_poly = np.poly1d(fit[0:2]) + result_list.append({ + 'start': run.index[0], + 'end': run.index[-1], + 'length': length, + 'run': r, + 'run_slope': fit[0], + 'run_slope_low': fit[2], + 'run_slope_high': min([0.0, fit[3]]), + 'max_neg_step': min(run.delta), + 'start_loss': 1, + 'clean_wo_precip': run.clean_wo_precip[0], + 'inferred_start_loss': fit_poly(start_day), + 'inferred_end_loss': fit_poly(end_day), + 'valid': True + }) + else: + run = self[self.run == r] + result_list.append({ + 'start': run.index[0], + 'end': run.index[-1], + 'length': length, + 'run': r, + 'run_slope': 0, + 'run_slope_low': 0, + 'run_slope_high': 0, + 'max_neg_step': min(run.delta), + 'start_loss': 1, + 'clean_wo_precip': run.clean_wo_precip[0], + 'inferred_start_loss': run.pi_norm.mean(), + 'inferred_end_loss': run.pi_norm.mean(), + 'valid': False + }) + results = pd.DataFrame(result_list) + + if results.empty: + raise NoValidIntervalError('No valid soiling intervals were found') + + # Filter results for each interval setting invalid interval to slope of 0 + results['slope_err'] = (results.run_slope_high - results.run_slope_low) / abs(results.run_slope) + # critera for exclusions + filt = ( + (results.run_slope > 0) | + (results.slope_err > 5) | + (results.max_neg_step <= -0.05) + ) + + results.loc[filt, 'run_slope'] = 0 + results.loc[filt, 'run_slope_low'] = 0 + results.loc[filt, 'run_slope_high'] = 0 + results.loc[filt, 'valid'] = False + + # Calculate the next inferred start loss from next valid interval + results['next_inferred_start_loss'] = np.clip(results[results.valid].inferred_start_loss.shift(-1), 0, 1) + # Calculate the inferred recovery at the end of each interval + results['inferred_recovery'] = np.clip(results.next_inferred_start_loss - results.inferred_end_loss, 0, 1) + + # Don't consider data outside of first and last valid interverals + if len(results[results.valid]) == 0: + raise NoValidIntervalError('No valid soiling intervals were found') + new_start = results[results.valid].start.iloc[0] + new_end = results[results.valid].end.iloc[-1] + pm_frame_out = self[new_start:new_end] + pm_frame_out = pm_frame_out.reset_index().merge(results, how='left', on='run').set_index('date') + + pm_frame_out['loss_perfect_clean'] = np.nan + pm_frame_out['loss_inferred_clean'] = np.nan + pm_frame_out['days_since_clean'] = (pm_frame_out.index - pm_frame_out.start).dt.days + + # Caluclate the daily derate + pm_frame_out['loss_perfect_clean'] = pm_frame_out.start_loss + pm_frame_out.days_since_clean * pm_frame_out.run_slope + pm_frame_out.loss_perfect_clean = pm_frame_out.loss_perfect_clean.fillna(1) # filling the flat intervals may need to be recalculated for different assumptions + pm_frame_out['loss_inferred_clean'] = pm_frame_out.inferred_start_loss + pm_frame_out.days_since_clean * pm_frame_out.run_slope + pm_frame_out.loss_inferred_clean = pm_frame_out.loss_inferred_clean.fillna(1) # filling the flat intervals may need to be recalculated for different assumptions + + out = result_frame(results) + out.pm_frame = pm_frame_out + + return out + + +class result_frame(pd.DataFrame): + '''Class consisting of dataframe for calculaitng losses, typically created from pm_frame.calc_result_frame()''' + + # Add normal properties + _metadata = ['pm_frame', 'randomized_loss'] + + @property + def _constructor(self): + return result_frame + + def calc_monte(self, monte, method='infer_clean', precip_clean_only=False): + '''Return monte carlo sample of losses + + Parameters + ---------- + monte (int): number of monte carlo simulations to run + + method (str): how to treat the recovery of each cleaning event + 'random_clean' - a random recovery between 0-100% + 'perfect_clean' - each cleaning event returns the performance metric to 1 + 'infer_clean' (default) - The three-sigma lower bound of recovery is inferred from the fit + of the following interval, the upper bound is 1 with the magnitude drawn from a half normal centered at 1 + + precip_clean_only(bool): If True, only consider cleaning events valid if they coincide with precipitation events + + Returns + ------- + (list): Monte Carlo sample, of length monte, of expected irradiance-weighted soiling ratio + ''' + + monte_losses = [] + for _ in range(monte): + results_rand = self.copy() + df_rand = self.pm_frame.copy() + df_rand = df_rand[['insol', 'run']] # only really need this column from the original frame + results_rand['run_slope'] = np.random.uniform(results_rand.run_slope_low, results_rand.run_slope_high) + results_rand['run_loss'] = results_rand.run_slope * results_rand.length + + results_rand['end_loss'] = np.nan + results_rand['start_loss'] = np.nan + + # Make groups that start with a valid interval and contain + # subsequent invalid intervals + group_list = [] + group = 0 + for x in results_rand.valid: + if x: + group += 1 + group_list.append(group) + + results_rand['group'] = group_list + + # randomize the extent of the cleaning + if method == 'infer_clean': + # Randomize recovery of valid intervals only + valid_intervals = results_rand[results_rand.valid].copy() + valid_intervals['inferred_recovery'] = valid_intervals.inferred_recovery.fillna(1.0) + inter_start = 1.0 + start_list = [] + end_list = [] + for i, row in valid_intervals.iterrows(): + start_list.append(inter_start) + end = inter_start + row.run_loss + end_list.append(end) + + if row.clean_wo_precip and precip_clean_only: + inter_start = end # don't allow recovery if there was no precipitation + else: + # Use a half normal with the infered clean at the 3sigma point + x = np.clip(end + row.inferred_recovery, 0, 1) + inter_start = 1 - abs(np.random.normal(0.0, (1 - x) / 3)) + + # Update the valid rows in results_rand + valid_update = pd.DataFrame() + valid_update['start_loss'] = start_list + valid_update['end_loss'] = end_list + valid_update.index = valid_intervals.index + results_rand.update(valid_update) + + # forward and back fill to note the limits of random constant + # derate for invalid intervals + results_rand['previous_end'] = results_rand.end_loss.fillna(method='ffill') + results_rand['next_start'] = results_rand.start_loss.fillna(method='bfill') + + # Randomly select random constant derate for invalid intervals + # based on previous end and next beginning + invalid_intervals = results_rand[~results_rand.valid].copy() + # fill NaNs at beggining and end + invalid_intervals.previous_end.fillna(1.0, inplace=True) + invalid_intervals.next_start.fillna(1.0, inplace=True) + groups = set(invalid_intervals.group) + replace_levels = [] + + results_rand.to_csv('temp.csv') + + if len(groups) > 0: + for g in groups: + rows = invalid_intervals[invalid_intervals.group == g] + n = len(rows) + low = rows.iloc[0].previous_end + high = rows.iloc[0].next_start + level = np.random.uniform(low, high) + replace_levels.append(np.full(n, level)) + + # Update results rand with the invalid rows + replace_levels = np.concatenate(replace_levels) + invalid_update = pd.DataFrame() + invalid_update['start_loss'] = replace_levels + invalid_update.index = invalid_intervals.index + results_rand.update(invalid_update) + + else: + inter_start = 1 + start_list = [] + for i, row in results_rand.iterrows(): + start_list.append(inter_start) + end = inter_start + row.run_loss + if method == 'random_clean': + if row.clean_wo_precip and precip_clean_only: + inter_start = end # don't allow recovery if there was no precipitation + else: + inter_start = np.random.uniform(end, 1) + elif method == 'perfect_clean': + if row.clean_wo_precip and precip_clean_only: + inter_start = end # don't allow recovery if there was no precipitation + else: + inter_start = 1 + elif method == 'infer_clean': + if row.clean_wo_precip and precip_clean_only: + inter_start = end # don't allow recovery if there was no precipitation + else: + inter_start = np.random.uniform(np.clip(end + row.inferred_recovery, 0, 1), 1) + else: + raise(ValueError("Invalid method specification")) + results_rand['start_loss'] = start_list + + df_rand = df_rand.reset_index().merge(results_rand, how='left', on='run').set_index('date') + df_rand['loss'] = np.nan + df_rand['days_since_clean'] = (df_rand.index - df_rand.start).dt.days + df_rand['loss'] = df_rand.start_loss + df_rand.days_since_clean * df_rand.run_slope + + df_rand['soil_insol'] = df_rand.loss * df_rand.insol + + monte_losses.append(df_rand.soil_insol.sum() / df_rand.insol.sum()) + + self.randomized_loss = df_rand # Keep the last random loss frame + return monte_losses + + +def create_pm_frame(pm, insol, precip=None, day_scale=14, clean_threshold='infer'): + '''Return a pm_frame based on supplied perfromance metric and insolation + + Parameters + ---------- + pm (pandas timeseries): Daily performance metric (i.e. performance index, yied, etc.) + + insol (pandas timeseries): Daily insolation + + precip (pandas timeseries): Daily total precipitation + + day_scale (int) : The number of days to use in rolling median for cleaning detection + + clean_threshold (float or str): The fractional positive shift in rolling median for cleaning detection. + Or specify 'infer' to automatically use outliers in the shift as the threshold + + Returns + ------- + (pm_frame) + + ''' + if pm.index.freq != 'D': + raise ValueError('Daily performance metric series must have daily frequency') + + if insol.index.freq != 'D': + raise ValueError('Daily insolation series must have daily frequency') + + if precip is not None: + if pm.index.freq != 'D': + raise ValueError('Precipitation series must have daily frequency') + + pm.name = 'pi' + insol.name = 'insol' + + df = pm.to_frame() + df_insol = insol.to_frame() + + df = df.join(df_insol) + + if precip is not None: + precip.name = 'precip' + df_precip = precip.to_frame() + df = df.join(df_precip) + else: + df['precip'] = 0 + + # find first and last valid data point + start = df[~df.pi.isnull()].index[0] + end = df[~df.pi.isnull()].index[-1] + df = df[start:end] + + # create a day count column + df['day'] = range(len(df)) + + # Normalize pi to 95th percentile + pi = df[df.pi > 0]['pi'] + df['pi_norm'] = df.pi / np.percentile(pi, 95) + + # Find the beginning and ends of outtages longer than dayscale + out_start = (~df.pi_norm.isnull() & df.pi_norm.fillna(method='bfill', limit=day_scale).shift(-1).isnull()) + out_end = (~df.pi_norm.isnull() & df.pi_norm.fillna(method='ffill', limit=day_scale).shift(1).isnull()) + + # clean up the first and last elements + out_start.iloc[-1] = False + out_end.iloc[0] = False + + # Make a forward filled copy, just for use in step, slope change detection + df_ffill = df.fillna(method='ffill', limit=day_scale).copy() + + # Calculate rolling median + df['pi_roll_med'] = df_ffill.pi_norm.rolling(day_scale, center=True).median() + + # Detect steps in rolling median + df['delta'] = df.pi_roll_med.diff() + if clean_threshold == 'infer': + deltas = abs(df.delta) + clean_threshold = deltas.quantile(0.75) + 1.5 * (deltas.quantile(0.75) - deltas.quantile(0.25)) + + df['clean_event'] = (df.delta > clean_threshold) + df['clean_event'] = df.clean_event | out_start | out_end + df['clean_event'] = (df.clean_event) & (~df.clean_event.shift(-1).fillna(False)) + + # Detect which cleaning events are associated with rain + rolling_precip = df.precip.rolling(3, center=True).sum() + df['clean_wo_precip'] = ~(rolling_precip > 0.01) & (df.clean_event) + + df = df.fillna(0) + + # Give an index to each soiling interval/run + run_list = [] + run = 0 + for x in df.clean_event: + if x: + run += 1 + run_list.append(run) + + df['run'] = run_list + + df.index.name = 'date' # this gets used by name in calc_result_frame + df.index = df.index.tz_localize(None) + + return pm_frame(df) + + +def soiling_srr(daily_normalized_energy, daily_insolation, reps=1000, + precip=None, day_scale=14, clean_threshold='infer', + trim=False, method='infer_clean', precip_clean_only=False): + ''' + + ''' + + # create the performance metric dataframe + pm_frame = create_pm_frame(daily_normalized_energy, daily_insolation, precip=precip, + day_scale=day_scale, clean_threshold=clean_threshold) + + # Then calculate a results frame summarizing the soiling intervals + results = pm_frame.calc_result_frame(trim=trim) + + # perform the monte carlo simulations + soiling_ratio_realizations = results.calc_monte(reps, method='infer_clean', precip_clean_only=False) + + # Calculate the P50 and confidence interval + result = np.percentile(soiling_ratio_realizations, [50, 2.5, 97.5]) + + return (result[0], result[1:3]) From 5adb3988003763259473719d2b0eb5fed1154f45 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Mon, 11 Mar 2019 20:57:35 -0600 Subject: [PATCH 037/146] Add confidence metric keywords and calc_info to soiling_srr() --- rdtools/soiling.py | 13 ++++++++++--- 1 file changed, 10 insertions(+), 3 deletions(-) diff --git a/rdtools/soiling.py b/rdtools/soiling.py index 65466088..55b7b160 100644 --- a/rdtools/soiling.py +++ b/rdtools/soiling.py @@ -381,7 +381,8 @@ def create_pm_frame(pm, insol, precip=None, day_scale=14, clean_threshold='infer def soiling_srr(daily_normalized_energy, daily_insolation, reps=1000, precip=None, day_scale=14, clean_threshold='infer', - trim=False, method='infer_clean', precip_clean_only=False): + trim=False, method='infer_clean', precip_clean_only=False, + exceedance_prob=95.0, confidence_level=68.2): ''' ''' @@ -397,6 +398,12 @@ def soiling_srr(daily_normalized_energy, daily_insolation, reps=1000, soiling_ratio_realizations = results.calc_monte(reps, method='infer_clean', precip_clean_only=False) # Calculate the P50 and confidence interval - result = np.percentile(soiling_ratio_realizations, [50, 2.5, 97.5]) + half_ci = confidence_level / 2.0 + result = np.percentile(soiling_ratio_realizations, [50, 50.0 - half_ci, 50.0 + half_ci, 100 - exceedance_prob]) + P_level = result[3] - return (result[0], result[1:3]) + # Construct calc_info output + calc_info = {} + calc_info['exceedance_level'] = P_level + + return (result[0], result[1:3], calc_info) From e4e29b6bfd45900fb1cc9ebe06960aa62ba9796d Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Tue, 12 Mar 2019 10:55:41 -0600 Subject: [PATCH 038/146] Avoid modifying names of input --- rdtools/soiling.py | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/rdtools/soiling.py b/rdtools/soiling.py index 55b7b160..e652bfbd 100644 --- a/rdtools/soiling.py +++ b/rdtools/soiling.py @@ -306,11 +306,10 @@ def create_pm_frame(pm, insol, precip=None, day_scale=14, clean_threshold='infer if pm.index.freq != 'D': raise ValueError('Precipitation series must have daily frequency') - pm.name = 'pi' - insol.name = 'insol' - df = pm.to_frame() + df.columns = ['pi'] df_insol = insol.to_frame() + df_insol.columns = ['insol'] df = df.join(df_insol) From cf4eb73a3d58ee4a7eea94bbaef796a89372053c Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Tue, 12 Mar 2019 13:38:27 -0600 Subject: [PATCH 039/146] Avoid manipulating precip input name and change pandas syntax --- rdtools/soiling.py | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/rdtools/soiling.py b/rdtools/soiling.py index e652bfbd..06048b03 100644 --- a/rdtools/soiling.py +++ b/rdtools/soiling.py @@ -314,8 +314,8 @@ def create_pm_frame(pm, insol, precip=None, day_scale=14, clean_threshold='infer df = df.join(df_insol) if precip is not None: - precip.name = 'precip' df_precip = precip.to_frame() + df_precip.columns = ['precip'] df = df.join(df_precip) else: df['precip'] = 0 @@ -329,12 +329,12 @@ def create_pm_frame(pm, insol, precip=None, day_scale=14, clean_threshold='infer df['day'] = range(len(df)) # Normalize pi to 95th percentile - pi = df[df.pi > 0]['pi'] - df['pi_norm'] = df.pi / np.percentile(pi, 95) + pi = df[df['pi'] > 0]['pi'] + df['pi_norm'] = df['pi'] / np.percentile(pi, 95) # Find the beginning and ends of outtages longer than dayscale - out_start = (~df.pi_norm.isnull() & df.pi_norm.fillna(method='bfill', limit=day_scale).shift(-1).isnull()) - out_end = (~df.pi_norm.isnull() & df.pi_norm.fillna(method='ffill', limit=day_scale).shift(1).isnull()) + out_start = (~df['pi_norm'].isnull() & df['pi_norm'].fillna(method='bfill', limit=day_scale).shift(-1).isnull()) + out_end = (~df['pi_norm'].isnull() & df['pi_norm'].fillna(method='ffill', limit=day_scale).shift(1).isnull()) # clean up the first and last elements out_start.iloc[-1] = False From 4c99b074c28de1032141c7d4168b8103bbc09419 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Tue, 12 Mar 2019 15:14:53 -0600 Subject: [PATCH 040/146] pass args to calc_monte() in soiling_srr() --- rdtools/soiling.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/rdtools/soiling.py b/rdtools/soiling.py index 06048b03..8b42d35b 100644 --- a/rdtools/soiling.py +++ b/rdtools/soiling.py @@ -394,7 +394,7 @@ def soiling_srr(daily_normalized_energy, daily_insolation, reps=1000, results = pm_frame.calc_result_frame(trim=trim) # perform the monte carlo simulations - soiling_ratio_realizations = results.calc_monte(reps, method='infer_clean', precip_clean_only=False) + soiling_ratio_realizations = results.calc_monte(reps, method=method, precip_clean_only=precip_clean_only) # Calculate the P50 and confidence interval half_ci = confidence_level / 2.0 From 7f5ccee435f30ae192439fb4be24748953a7ab3a Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Tue, 12 Mar 2019 15:20:22 -0600 Subject: [PATCH 041/146] rename infer_clean to half_norm_clean --- rdtools/soiling.py | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/rdtools/soiling.py b/rdtools/soiling.py index 8b42d35b..cb03efe2 100644 --- a/rdtools/soiling.py +++ b/rdtools/soiling.py @@ -136,7 +136,7 @@ class result_frame(pd.DataFrame): def _constructor(self): return result_frame - def calc_monte(self, monte, method='infer_clean', precip_clean_only=False): + def calc_monte(self, monte, method='half_norm_clean', precip_clean_only=False): '''Return monte carlo sample of losses Parameters @@ -146,7 +146,7 @@ def calc_monte(self, monte, method='infer_clean', precip_clean_only=False): method (str): how to treat the recovery of each cleaning event 'random_clean' - a random recovery between 0-100% 'perfect_clean' - each cleaning event returns the performance metric to 1 - 'infer_clean' (default) - The three-sigma lower bound of recovery is inferred from the fit + 'half_norm_clean' (default) - The three-sigma lower bound of recovery is inferred from the fit of the following interval, the upper bound is 1 with the magnitude drawn from a half normal centered at 1 precip_clean_only(bool): If True, only consider cleaning events valid if they coincide with precipitation events @@ -179,7 +179,7 @@ def calc_monte(self, monte, method='infer_clean', precip_clean_only=False): results_rand['group'] = group_list # randomize the extent of the cleaning - if method == 'infer_clean': + if method == 'half_norm_clean': # Randomize recovery of valid intervals only valid_intervals = results_rand[results_rand.valid].copy() valid_intervals['inferred_recovery'] = valid_intervals.inferred_recovery.fillna(1.0) @@ -253,7 +253,7 @@ def calc_monte(self, monte, method='infer_clean', precip_clean_only=False): inter_start = end # don't allow recovery if there was no precipitation else: inter_start = 1 - elif method == 'infer_clean': + elif method == 'half_norm_clean': if row.clean_wo_precip and precip_clean_only: inter_start = end # don't allow recovery if there was no precipitation else: @@ -380,7 +380,7 @@ def create_pm_frame(pm, insol, precip=None, day_scale=14, clean_threshold='infer def soiling_srr(daily_normalized_energy, daily_insolation, reps=1000, precip=None, day_scale=14, clean_threshold='infer', - trim=False, method='infer_clean', precip_clean_only=False, + trim=False, method='half_norm_clean', precip_clean_only=False, exceedance_prob=95.0, confidence_level=68.2): ''' From a0912028d972d8a6709f1de992798ccc8162e592 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Tue, 12 Mar 2019 18:07:41 -0600 Subject: [PATCH 042/146] Retain timezone in pm_frame creation --- rdtools/soiling.py | 1 - 1 file changed, 1 deletion(-) diff --git a/rdtools/soiling.py b/rdtools/soiling.py index cb03efe2..c15a3f4c 100644 --- a/rdtools/soiling.py +++ b/rdtools/soiling.py @@ -373,7 +373,6 @@ def create_pm_frame(pm, insol, precip=None, day_scale=14, clean_threshold='infer df['run'] = run_list df.index.name = 'date' # this gets used by name in calc_result_frame - df.index = df.index.tz_localize(None) return pm_frame(df) From e0521d25d01bc6dee8c1ad59561415be71ae234f Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Wed, 13 Mar 2019 15:22:15 -0600 Subject: [PATCH 043/146] Renormalize to median of first year (per yoy degradation) Renorm factor is also included with calc_info --- rdtools/soiling.py | 29 ++++++++++++++++++++--------- 1 file changed, 20 insertions(+), 9 deletions(-) diff --git a/rdtools/soiling.py b/rdtools/soiling.py index c15a3f4c..10c2fe54 100644 --- a/rdtools/soiling.py +++ b/rdtools/soiling.py @@ -18,6 +18,8 @@ class NoValidIntervalError(Exception): class pm_frame(pd.DataFrame): '''Class consisting of dataframe for analysis constructed from system data, usually created with create_pm_frame''' + _metadata = ['renorm_factor'] + def calc_result_frame(self, trim=True): '''Return a result_frame @@ -275,7 +277,7 @@ def calc_monte(self, monte, method='half_norm_clean', precip_clean_only=False): return monte_losses -def create_pm_frame(pm, insol, precip=None, day_scale=14, clean_threshold='infer'): +def create_pm_frame(pm, insol, precip=None, day_scale=14, clean_threshold='infer', recenter=True): '''Return a pm_frame based on supplied perfromance metric and insolation Parameters @@ -328,9 +330,14 @@ def create_pm_frame(pm, insol, precip=None, day_scale=14, clean_threshold='infer # create a day count column df['day'] = range(len(df)) - # Normalize pi to 95th percentile - pi = df[df['pi'] > 0]['pi'] - df['pi_norm'] = df['pi'] / np.percentile(pi, 95) + # Recenter to median of first year, as in YoY degradation + if recenter: + oneyear = start + pd.Timedelta('364d') + renorm = df.loc[start:oneyear, 'pi'].median() + else: + renorm = 1 + + df['pi_norm'] = df['pi'] / renorm # Find the beginning and ends of outtages longer than dayscale out_start = (~df['pi_norm'].isnull() & df['pi_norm'].fillna(method='bfill', limit=day_scale).shift(-1).isnull()) @@ -373,21 +380,23 @@ def create_pm_frame(pm, insol, precip=None, day_scale=14, clean_threshold='infer df['run'] = run_list df.index.name = 'date' # this gets used by name in calc_result_frame + out = pm_frame(df) + out.renorm_factor = renorm - return pm_frame(df) + return out def soiling_srr(daily_normalized_energy, daily_insolation, reps=1000, precip=None, day_scale=14, clean_threshold='infer', trim=False, method='half_norm_clean', precip_clean_only=False, - exceedance_prob=95.0, confidence_level=68.2): + exceedance_prob=95.0, confidence_level=68.2, recenter=True): ''' ''' # create the performance metric dataframe pm_frame = create_pm_frame(daily_normalized_energy, daily_insolation, precip=precip, - day_scale=day_scale, clean_threshold=clean_threshold) + day_scale=day_scale, clean_threshold=clean_threshold, recenter=recenter) # Then calculate a results frame summarizing the soiling intervals results = pm_frame.calc_result_frame(trim=trim) @@ -401,7 +410,9 @@ def soiling_srr(daily_normalized_energy, daily_insolation, reps=1000, P_level = result[3] # Construct calc_info output - calc_info = {} - calc_info['exceedance_level'] = P_level + calc_info = { + 'exceedance_level': P_level, + 'renormalizing_factor': pm_frame.renorm_factor + } return (result[0], result[1:3], calc_info) From 72e722f7bec966864a8354d770cfeddb92b4b90d Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Wed, 13 Mar 2019 16:35:03 -0600 Subject: [PATCH 044/146] Keep all the monte carlo soiling profiles --- rdtools/soiling.py | 10 ++++++++-- 1 file changed, 8 insertions(+), 2 deletions(-) diff --git a/rdtools/soiling.py b/rdtools/soiling.py index 10c2fe54..4fd34f92 100644 --- a/rdtools/soiling.py +++ b/rdtools/soiling.py @@ -132,7 +132,7 @@ class result_frame(pd.DataFrame): '''Class consisting of dataframe for calculaitng losses, typically created from pm_frame.calc_result_frame()''' # Add normal properties - _metadata = ['pm_frame', 'randomized_loss'] + _metadata = ['pm_frame', 'randomized_loss', 'random_profiles'] @property def _constructor(self): @@ -159,6 +159,7 @@ def calc_monte(self, monte, method='half_norm_clean', precip_clean_only=False): ''' monte_losses = [] + random_profiles = [] for _ in range(monte): results_rand = self.copy() df_rand = self.pm_frame.copy() @@ -272,8 +273,12 @@ def calc_monte(self, monte, method='half_norm_clean', precip_clean_only=False): df_rand['soil_insol'] = df_rand.loss * df_rand.insol monte_losses.append(df_rand.soil_insol.sum() / df_rand.insol.sum()) + random_profile = df_rand['loss'].copy() + random_profile.name = 'stochastic_soiling_profile' + random_profiles.append(random_profile) self.randomized_loss = df_rand # Keep the last random loss frame + self.random_profiles = random_profiles return monte_losses @@ -412,7 +417,8 @@ def soiling_srr(daily_normalized_energy, daily_insolation, reps=1000, # Construct calc_info output calc_info = { 'exceedance_level': P_level, - 'renormalizing_factor': pm_frame.renorm_factor + 'renormalizing_factor': pm_frame.renorm_factor, + 'stochastic_soiling_profiles': results.random_profiles } return (result[0], result[1:3], calc_info) From 93b67f49f1ce384c6db76a6f69611dc8d962cede Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Wed, 13 Mar 2019 16:40:34 -0600 Subject: [PATCH 045/146] import soiling_srr in __init__.py --- rdtools/__init__.py | 1 + 1 file changed, 1 insertion(+) diff --git a/rdtools/__init__.py b/rdtools/__init__.py index 1cbf484d..829c46c1 100644 --- a/rdtools/__init__.py +++ b/rdtools/__init__.py @@ -12,6 +12,7 @@ from rdtools.filtering import poa_filter from rdtools.filtering import tcell_filter from rdtools.filtering import clip_filter +from rdtools.soiling import soiling_srr from ._version import get_versions __version__ = get_versions()['version'] From b09082a104da4ef6e2ffeda5350f43377066cefe Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Tue, 19 Mar 2019 09:01:11 -0600 Subject: [PATCH 046/146] Add more to the soiling calc_info output --- rdtools/soiling.py | 13 ++++++++++++- 1 file changed, 12 insertions(+), 1 deletion(-) diff --git a/rdtools/soiling.py b/rdtools/soiling.py index 4fd34f92..ba96d62e 100644 --- a/rdtools/soiling.py +++ b/rdtools/soiling.py @@ -415,10 +415,21 @@ def soiling_srr(daily_normalized_energy, daily_insolation, reps=1000, P_level = result[3] # Construct calc_info output + + intervals_out = results[['start', 'end', 'run_slope', 'run_slope_low', 'run_slope_high', + 'inferred_start_loss', 'inferred_end_loss', 'length', 'valid' + ]].copy() + intervals_out.rename(columns={'run_slope': 'slope', + 'run_slope_high': 'slope_high', + 'run_slope_low': 'slope_low', + }, inplace=True) + calc_info = { 'exceedance_level': P_level, 'renormalizing_factor': pm_frame.renorm_factor, - 'stochastic_soiling_profiles': results.random_profiles + 'stochastic_soiling_profiles': results.random_profiles, + 'soiling_interval_summary': intervals_out, + 'soiling_ratio_perfect_clean': results.pm_frame[results.pm_frame['valid']]['loss_perfect_clean'] } return (result[0], result[1:3], calc_info) From 865219157dfa60b6392001bc062e2c84a4ca9046 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Tue, 19 Mar 2019 09:22:49 -0600 Subject: [PATCH 047/146] enable modification of validity criteria in calc_result_frame --- rdtools/soiling.py | 10 +++++++--- 1 file changed, 7 insertions(+), 3 deletions(-) diff --git a/rdtools/soiling.py b/rdtools/soiling.py index ba96d62e..c2b772d2 100644 --- a/rdtools/soiling.py +++ b/rdtools/soiling.py @@ -20,7 +20,7 @@ class pm_frame(pd.DataFrame): _metadata = ['renorm_factor'] - def calc_result_frame(self, trim=True): + def calc_result_frame(self, trim=True, max_relative_slope_error=500.0, max_negative_step=0.05): '''Return a result_frame Returns a result_frame which contains the charecteristics of each soiling interval.soiling. @@ -29,6 +29,10 @@ def calc_result_frame(self, trim=True): Parameters ---------- trim (bolean): whether to trim (remove) the first and last soiling intervals to avoid inclusion of partial intervals + max_relative_slope_error (numeric): the maximum relative size of the slope confidence interval for an interval to be + considered valid (percentage). + max_negative_step (numeric): The maximum magnitude of negative descrete steps allowed in an interval for the interval + to be considered valid (units of normalized performance metric). ''' @@ -90,8 +94,8 @@ def calc_result_frame(self, trim=True): # critera for exclusions filt = ( (results.run_slope > 0) | - (results.slope_err > 5) | - (results.max_neg_step <= -0.05) + (results.slope_err >= max_relative_slope_error / 100.0) | + (results.max_neg_step <= -1.0 * max_negative_step) ) results.loc[filt, 'run_slope'] = 0 From f1b1316e11eadc5f6ac0c5280ffea91f30b80923 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Tue, 19 Mar 2019 09:31:36 -0600 Subject: [PATCH 048/146] Add validity parameters to soiling_srr() --- rdtools/soiling.py | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/rdtools/soiling.py b/rdtools/soiling.py index c2b772d2..9125d106 100644 --- a/rdtools/soiling.py +++ b/rdtools/soiling.py @@ -398,7 +398,8 @@ def create_pm_frame(pm, insol, precip=None, day_scale=14, clean_threshold='infer def soiling_srr(daily_normalized_energy, daily_insolation, reps=1000, precip=None, day_scale=14, clean_threshold='infer', trim=False, method='half_norm_clean', precip_clean_only=False, - exceedance_prob=95.0, confidence_level=68.2, recenter=True): + exceedance_prob=95.0, confidence_level=68.2, recenter=True, + max_relative_slope_error=500.0, max_negative_step=0.05): ''' ''' @@ -408,7 +409,8 @@ def soiling_srr(daily_normalized_energy, daily_insolation, reps=1000, day_scale=day_scale, clean_threshold=clean_threshold, recenter=recenter) # Then calculate a results frame summarizing the soiling intervals - results = pm_frame.calc_result_frame(trim=trim) + results = pm_frame.calc_result_frame(trim=trim, max_relative_slope_error=max_relative_slope_error, + max_negative_step=max_negative_step) # perform the monte carlo simulations soiling_ratio_realizations = results.calc_monte(reps, method=method, precip_clean_only=precip_clean_only) From 87a8505f67aa2350401d5740fb3afa32e079457f Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Tue, 19 Mar 2019 09:46:12 -0600 Subject: [PATCH 049/146] Clarify units of exceedance_prob in degradation_year_on_year --- rdtools/degradation.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/rdtools/degradation.py b/rdtools/degradation.py index f1721b63..c18030be 100644 --- a/rdtools/degradation.py +++ b/rdtools/degradation.py @@ -182,7 +182,7 @@ def degradation_year_on_year(normalized_energy, recenter=True, exceedance_prob=9 Daily or lower frequency time series of normalized system ouput. recenter: bool, default value True specify whether data is centered to normalized yield of 1 based on first year - exceedance_prob (float): the probability level to use for exceedance value calculation + exceedance_prob (float): the probability level to use for exceedance value calculation in percent confidence_level: the size of the confidence interval to return, in percent Returns From 33d85021f4fc8723250cd46d01cbc55e86728ffe Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Tue, 19 Mar 2019 09:47:21 -0600 Subject: [PATCH 050/146] add type to confidence_level in degradation_year_on_year --- rdtools/degradation.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/rdtools/degradation.py b/rdtools/degradation.py index c18030be..1039eca2 100644 --- a/rdtools/degradation.py +++ b/rdtools/degradation.py @@ -183,7 +183,7 @@ def degradation_year_on_year(normalized_energy, recenter=True, exceedance_prob=9 recenter: bool, default value True specify whether data is centered to normalized yield of 1 based on first year exceedance_prob (float): the probability level to use for exceedance value calculation in percent - confidence_level: the size of the confidence interval to return, in percent + confidence_level (float): the size of the confidence interval to return, in percent Returns ------- From 16717ced9e8945f0c96174ecdcd4c6498a8274d4 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Tue, 19 Mar 2019 09:48:36 -0600 Subject: [PATCH 051/146] clean up recenter type specification --- rdtools/degradation.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/rdtools/degradation.py b/rdtools/degradation.py index 1039eca2..0360fab5 100644 --- a/rdtools/degradation.py +++ b/rdtools/degradation.py @@ -180,7 +180,7 @@ def degradation_year_on_year(normalized_energy, recenter=True, exceedance_prob=9 ---------- normalized_energy: Pandas Time Series (numeric) Daily or lower frequency time series of normalized system ouput. - recenter: bool, default value True + recenter (bool): default value True specify whether data is centered to normalized yield of 1 based on first year exceedance_prob (float): the probability level to use for exceedance value calculation in percent confidence_level (float): the size of the confidence interval to return, in percent From 2c8425f7c36f6907f3d67618a1e48c27391fda8a Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Tue, 19 Mar 2019 10:05:32 -0600 Subject: [PATCH 052/146] Docstring for soiling_srr() --- rdtools/soiling.py | 47 +++++++++++++++++++++++++++++++++++++++++++++- 1 file changed, 46 insertions(+), 1 deletion(-) diff --git a/rdtools/soiling.py b/rdtools/soiling.py index 9125d106..5c2b916d 100644 --- a/rdtools/soiling.py +++ b/rdtools/soiling.py @@ -28,7 +28,7 @@ def calc_result_frame(self, trim=True, max_relative_slope_error=500.0, max_negat Parameters ---------- - trim (bolean): whether to trim (remove) the first and last soiling intervals to avoid inclusion of partial intervals + trim (bool): whether to trim (remove) the first and last soiling intervals to avoid inclusion of partial intervals max_relative_slope_error (numeric): the maximum relative size of the slope confidence interval for an interval to be considered valid (percentage). max_negative_step (numeric): The maximum magnitude of negative descrete steps allowed in an interval for the interval @@ -401,7 +401,52 @@ def soiling_srr(daily_normalized_energy, daily_insolation, reps=1000, exceedance_prob=95.0, confidence_level=68.2, recenter=True, max_relative_slope_error=500.0, max_negative_step=0.05): ''' + Perform the stochastic rate and recovery soiling loss calculation. Based on the methods presented + in Deceglie et al. JPV 8(2) p547 2018. + Parameters + ---------- + daily_normalized_energy (pandas timeseries): Daily performance metric (i.e. performance index, yield, etc.) + daily_insolation (pandas timeseries): Daily plane-of-array insolation corresponding to daily_normalized_energy + reps (int): number of Monte Carlo realizations to calculate + precip (pandas timeseries): Daily total precipitation. (Only used if precip_clean_only=True) + day_scale (int): The number of days to use in rolling median for cleaning detection, and the maximum number of + days of missing data to tolerate in a valid interval + clean_threshold (float or str): The fractional positive shift in rolling median for cleaning detection. + Or specify 'infer' to automatically use outliers in the shift as the threshold. + trim (bool): Whether to trim (remove) the first and last soiling intervals to avoid inclusion of partial intervals + method (str): how to treat the recovery of each cleaning event + 'random_clean' - a random recovery between 0-100% + 'perfect_clean' - each cleaning event returns the performance metric to 1 + 'half_norm_clean' (default) - The three-sigma lower bound of recovery is inferred from the fit + of the following interval, the upper bound is 1 with the magnitude + drawn from a half normal centered at 1 + precip_clean_only (bool): If True, only consider cleaning events valid if they coincide with precipitation events + exceedance_prob (float): the probability level to use for exceedance value calculation in percent + confidence_level (float): the size of the confidence interval to return, in percent + recenter (bool): specify whether data is centered to normalized yield of 1 based on first year median + max_relative_slope_error (numeric): the maximum relative size of the slope confidence interval for an interval to be + considered valid (percentage). + max_negative_step (numeric): The maximum magnitude of negative discrete steps allowed in an interval for the interval + to be considered valid (units of normalized performance metric). + + Returns + ------- + tuple of (insolation_weighted_soiling_ratio, confidence_interval, calc_info) + insolation_weighted_soiling_ratio: float + P50 insolation weighted soiling ratio based on stochastic rate and recovery analysis + confidence_interval: numpy ndarray + confidence interval (size specified by confidence_level) of degradation + rate estimate + calc_info: dict + ('renormalizing_factor'): value used to recenter data + ('exceedance_level'): the insolation-weighted soiling ratio that was outperformed with + probability of exceedance_prob + ('stochastic_soiling_profiles'): List of Pandas series corresponding to the Monte Carlo + realizations of soiling ratio profiles + ('soiling_interval_summary'): Pandas dataframe summarizing the soiling intervals identified + ('soiling_ratio_perfect_clean'): Pandas series of the soiling ratio during valid soiling intervals assuming + perfect cleaning and P50 slopes. ''' # create the performance metric dataframe From 27c06ef9156e350f38d2074d782a72acffc0e179 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Tue, 19 Mar 2019 10:20:43 -0600 Subject: [PATCH 053/146] Update example notebook with soiling functionality --- docs/degradation_example.ipynb | 274 +++++++++++++++++++++++++++++++-- 1 file changed, 265 insertions(+), 9 deletions(-) diff --git a/docs/degradation_example.ipynb b/docs/degradation_example.ipynb index 501c84f1..65b8b800 100644 --- a/docs/degradation_example.ipynb +++ b/docs/degradation_example.ipynb @@ -4,18 +4,19 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Degradation example with clearsky workflow\n", + "# Degradation and soiling example with clearsky workflow\n", "\n", "\n", - "This juypter notebook is intended to illustrate the degradation analysis workflow. In addition, the notebook demonstrates the effects of changes in the workflow. For a consistent experience, we recommend installing the packages and versions documented in `docs/notebook_requirements.txt`. This can be achieved in your environment by running `pip install -r docs/notebook_requirements.txt` from the base directory. (RdTools must also be separately installed.)\n", + "This juypter notebook is intended to the RdTools analysis workflow. In addition, the notebook demonstrates the effects of changes in the workflow. For a consistent experience, we recommend installing the packages and versions documented in `docs/notebook_requirements.txt`. This can be achieved in your environment by running `pip install -r docs/notebook_requirements.txt` from the base directory. (RdTools must also be separately installed.)\n", "\n", - "The degradation calculations consist of several steps illustrated here:\n", + "The calculations consist of several steps illustrated here:\n", "
    \n", "
  1. Import and preliminary calculations
  2. \n", "
  3. Normalize data using a performance metric
  4. \n", "
  5. Filter data that creates bias
  6. \n", "
  7. Aggregate data
  8. \n", "
  9. Analyze aggregated data to estimate the degradation rate
  10. \n", + "
  11. Analyze aggregated data to estimate the soiling loss
  12. \n", "
\n", "\n", "After demonstrating these steps using sensor data, a modified version of the workflow is illustrated using modled clear sky irradiance and temperature. The results from the two methods are compared\n", @@ -405,6 +406,250 @@ { "cell_type": "markdown", "metadata": {}, + "source": [ + "# 5: Soiling calculations \n", + "\n", + "This section illustrates how the aggreagated data can be used to estimate soiling losses using the stochastic rate and recovery (SRR) method.1\n", + "\n", + "1M. G. Deceglie, L. Micheli and M. Muller, \"Quantifying Soiling Loss Directly From PV Yield,\" IEEE Journal of Photovoltaics, vol. 8, no. 2, pp. 547-551, March 2018. doi: 10.1109/JPHOTOV.2017.2784682" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "# Calculate the daily insolation, required for the SRR calculation\n", + "daily_insolation = filtered['insolation'].resample('D').sum()\n", + "\n", + "# Perform the SRR calculation\n", + "cl = 68.2\n", + "sr, sr_ci, soiling_info = rdtools.soiling_srr(daily, daily_insolation, confidence_level=cl)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The P50 irradiance-weighted soiling ratio is 0.973\n" + ] + } + ], + "source": [ + "print('The P50 irradiance-weighted soiling ratio is %0.3f'%sr)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The 68.2 confidence interval for the irradiance-weightedsoiling ratio is 0.965–0.979\n" + ] + } + ], + "source": [ + "print('The %0.1f confidence interval for the irradiance-weighted'\n", + " 'soiling ratio is %0.3f–%0.3f'%(cl, sr_ci[0], sr_ci[1]))" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot Monte Carlo realizations of soiling profiles\n", + "fig, ax = plt.subplots()\n", + "ax.plot(daily.index, daily/soiling_info['renormalizing_factor'], 'o')\n", + "ax.set_ylim(0.8,1.1)\n", + "for profile in soiling_info['stochastic_soiling_profiles'][:500]:\n", + " ax.plot(profile.index, profile, color='C1', alpha=0.01)\n", + "fig.autofmt_xdate()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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startendslopeslope_lowslope_highinferred_start_lossinferred_end_losslengthvalid
02008-11-13 00:00:00+09:302008-12-11 00:00:00+09:30-0.001289-0.0036740.0000001.0203970.98431728True
12008-12-12 00:00:00+09:302009-03-20 00:00:00+09:300.0000000.0000000.0000000.9800440.99470898False
22009-03-21 00:00:00+09:302009-03-24 00:00:00+09:300.0000000.0000000.0000000.9876301.0233653False
32009-03-25 00:00:00+09:302009-05-28 00:00:00+09:30-0.000558-0.000874-0.0002441.0392021.00348264True
42009-05-29 00:00:00+09:302009-08-11 00:00:00+09:30-0.000534-0.000724-0.0003101.0368230.99729474True
\n", + "
" + ], + "text/plain": [ + " start end slope slope_low \\\n", + "0 2008-11-13 00:00:00+09:30 2008-12-11 00:00:00+09:30 -0.001289 -0.003674 \n", + "1 2008-12-12 00:00:00+09:30 2009-03-20 00:00:00+09:30 0.000000 0.000000 \n", + "2 2009-03-21 00:00:00+09:30 2009-03-24 00:00:00+09:30 0.000000 0.000000 \n", + "3 2009-03-25 00:00:00+09:30 2009-05-28 00:00:00+09:30 -0.000558 -0.000874 \n", + "4 2009-05-29 00:00:00+09:30 2009-08-11 00:00:00+09:30 -0.000534 -0.000724 \n", + "\n", + " slope_high inferred_start_loss inferred_end_loss length valid \n", + "0 0.000000 1.020397 0.984317 28 True \n", + "1 0.000000 0.980044 0.994708 98 False \n", + "2 0.000000 0.987630 1.023365 3 False \n", + "3 -0.000244 1.039202 1.003482 64 True \n", + "4 -0.000310 1.036823 0.997294 74 True " + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# View the first several rows of the soiling interval summary table\n", + "soiling_info['soiling_interval_summary'].head()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "heading_collapsed": true + }, "source": [ "# Clear sky workflow\n", "The clear sky workflow is useful in that it avoids problems due to drift or recalibration of ground-based sensors. We use `pvlib` to model the clear sky irradiance. This is renormalized to align it with ground-based measurements. Finally we use `rdtools.get_clearsky_tamb()` to model the ambient temperature on clear sky days. This modeled ambient temperature is used to model cell temperature with `pvlib`. If high quality amabient temperature data is available, that can be used instead of the modeled ambient; we proceed with the modeled ambient temperature here for illustrative purposes.\n", @@ -423,8 +668,10 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": {}, + "execution_count": 15, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "# Calculate the clear sky POA irradiance\n", @@ -452,7 +699,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 16, "metadata": { "collapsed": true }, @@ -481,7 +728,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 17, "metadata": { "collapsed": true }, @@ -509,7 +756,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 18, "metadata": { "collapsed": true }, @@ -528,7 +775,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -617,6 +864,15 @@ "\n", "print('The P95 exceedance level with the clear sky analysis is %.2f%%/yr' % cs_yoy_info['exceedance_level'])" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] } ], "metadata": { From 7d7d110167b642fcff5ac66ae1880806a237d32f Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Wed, 20 Mar 2019 09:45:51 -0600 Subject: [PATCH 054/146] Add axis labels to soiling plots --- docs/degradation_example.ipynb | 10 +++++++--- 1 file changed, 7 insertions(+), 3 deletions(-) diff --git a/docs/degradation_example.ipynb b/docs/degradation_example.ipynb index 65b8b800..42042219 100644 --- a/docs/degradation_example.ipynb +++ b/docs/degradation_example.ipynb @@ -417,7 +417,9 @@ { "cell_type": "code", "execution_count": 9, - "metadata": {}, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "# Calculate the daily insolation, required for the SRR calculation\n", @@ -470,7 +472,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -486,6 +488,7 @@ "ax.set_ylim(0.8,1.1)\n", "for profile in soiling_info['stochastic_soiling_profiles'][:500]:\n", " ax.plot(profile.index, profile, color='C1', alpha=0.01)\n", + "ax.set_ylabel('Renormalized energy')\n", "fig.autofmt_xdate()" ] }, @@ -496,7 +499,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -513,6 +516,7 @@ "ax.plot(daily.index, daily/soiling_info['renormalizing_factor'], 'o')\n", "ax.plot(sratio.index, sratio,'o')\n", "ax.set_ylim(0.8,1.1)\n", + "ax.set_ylabel('Renormalized energy')\n", "\n", "fig.autofmt_xdate()" ] From 922681d3bba769dbf0477fb6730fad8bf3ae792f Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Mon, 25 Mar 2019 15:20:59 -0600 Subject: [PATCH 055/146] Add random_seed to soiling_srr for repeatable results --- rdtools/soiling.py | 14 +++++++++++--- 1 file changed, 11 insertions(+), 3 deletions(-) diff --git a/rdtools/soiling.py b/rdtools/soiling.py index 5c2b916d..0ee676e1 100644 --- a/rdtools/soiling.py +++ b/rdtools/soiling.py @@ -142,7 +142,7 @@ class result_frame(pd.DataFrame): def _constructor(self): return result_frame - def calc_monte(self, monte, method='half_norm_clean', precip_clean_only=False): + def calc_monte(self, monte, method='half_norm_clean', precip_clean_only=False, random_seed=None): '''Return monte carlo sample of losses Parameters @@ -157,6 +157,9 @@ def calc_monte(self, monte, method='half_norm_clean', precip_clean_only=False): precip_clean_only(bool): If True, only consider cleaning events valid if they coincide with precipitation events + random_seed (int): Seed for random number generation in the Monte Carlo simulation. Use to ensure identical results on + subsequent runs. Not a subsitute for doing a sufficient number of Mote Carlo repititions. + Returns ------- (list): Monte Carlo sample, of length monte, of expected irradiance-weighted soiling ratio @@ -164,6 +167,8 @@ def calc_monte(self, monte, method='half_norm_clean', precip_clean_only=False): monte_losses = [] random_profiles = [] + if random_seed is not None: + np.random.seed(random_seed) for _ in range(monte): results_rand = self.copy() df_rand = self.pm_frame.copy() @@ -399,7 +404,7 @@ def soiling_srr(daily_normalized_energy, daily_insolation, reps=1000, precip=None, day_scale=14, clean_threshold='infer', trim=False, method='half_norm_clean', precip_clean_only=False, exceedance_prob=95.0, confidence_level=68.2, recenter=True, - max_relative_slope_error=500.0, max_negative_step=0.05): + max_relative_slope_error=500.0, max_negative_step=0.05, random_seed=None): ''' Perform the stochastic rate and recovery soiling loss calculation. Based on the methods presented in Deceglie et al. JPV 8(2) p547 2018. @@ -429,6 +434,8 @@ def soiling_srr(daily_normalized_energy, daily_insolation, reps=1000, considered valid (percentage). max_negative_step (numeric): The maximum magnitude of negative discrete steps allowed in an interval for the interval to be considered valid (units of normalized performance metric). + random_seed (int): Seed for random number generation in the Monte Carlo simulation. Use to ensure identical results on + subsequent runs. Not a subsitute for doing a sufficient number of Mote Carlo repititions. Returns ------- @@ -458,7 +465,8 @@ def soiling_srr(daily_normalized_energy, daily_insolation, reps=1000, max_negative_step=max_negative_step) # perform the monte carlo simulations - soiling_ratio_realizations = results.calc_monte(reps, method=method, precip_clean_only=precip_clean_only) + soiling_ratio_realizations = results.calc_monte(reps, method=method, precip_clean_only=precip_clean_only, + random_seed=random_seed) # Calculate the P50 and confidence interval half_ci = confidence_level / 2.0 From 0b7cbe111b179be0fb8978a09130e25dfa4cff84 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Mon, 1 Apr 2019 16:32:43 -0600 Subject: [PATCH 056/146] Add soiling tests --- rdtools/test/soiling_test.py | 164 +++++++++++++++++++++++++++++++++++ 1 file changed, 164 insertions(+) create mode 100644 rdtools/test/soiling_test.py diff --git a/rdtools/test/soiling_test.py b/rdtools/test/soiling_test.py new file mode 100644 index 00000000..b34d9d23 --- /dev/null +++ b/rdtools/test/soiling_test.py @@ -0,0 +1,164 @@ +import pandas as pd +import numpy as np +from rdtools import soiling_srr +from rdtools.soiling import NoValidIntervalError +import pytest + + +@pytest.fixture() +def times(): + tz = 'Etc/GMT+7' + times = pd.date_range('2019/01/01', '2019/03/16', freq='D', tz=tz) + return times + + +@pytest.fixture() +def normalized_daily(times): + interval_1 = 1 - 0.005 * np.arange(0, 25, 1) + interval_2 = 1 - 0.002 * np.arange(0, 25, 1) + interval_3 = 1 - 0.001 * np.arange(0, 25, 1) + profile = np.concatenate((interval_1, interval_2, interval_3)) + np.random.seed(1977) + noise = 0.01 * np.random.rand(75) + normalized_daily = pd.Series(data=profile, index=times) + normalized_daily = normalized_daily + noise + + return normalized_daily + + +@pytest.fixture() +def insolation(times): + insolation = np.empty((75,)) + insolation[:30] = 8000 + insolation[30:45] = 6000 + insolation[45:] = 7000 + + insolation = pd.Series(data=insolation, index=times) + + return insolation + + +def test_soiling_srr(normalized_daily, insolation): + + reps = 10 + sr, sr_ci, soiling_info = soiling_srr(normalized_daily, insolation, reps=reps, + random_seed=1977) + assert 0.963133 == pytest.approx(sr, abs=1e-6),\ + 'Soiling ratio different from expected value' + assert np.array([0.961054, 0.964019]) == pytest.approx(sr_ci, abs=1e-6),\ + 'Confidence interval different from expected value' + assert 0.958292 == pytest.approx(soiling_info['exceedance_level'], abs=1e-6),\ + 'Exceedance level different from expected value' + assert 0.984079 == pytest.approx(soiling_info['renormalizing_factor'], abs=1e-6),\ + 'Renormalizing factor different from expected value' + assert len(soiling_info['stochastic_soiling_profiles']) == reps,\ + 'Length of soiling_info["stochastic_soiling_profiles"] different than expected' + assert isinstance(soiling_info['stochastic_soiling_profiles'], list),\ + 'soiling_info["stochastic_soiling_profiles"] is not a list' + assert pd.util.hash_pandas_object(soiling_info['soiling_interval_summary']).sum() == 1745346452421226150,\ + 'soiling_info["soiling_interval_summary"] hash different than expected' + assert isinstance(soiling_info['soiling_interval_summary'], pd.DataFrame),\ + 'soiling_info["soiling_interval_summary"] not a dataframe' + assert pd.util.hash_pandas_object(soiling_info['soiling_ratio_perfect_clean']).sum() == 1117927115348738879,\ + 'soiling_info["soiling_ratio_perfect_clean"] hash different than expected' + assert pd.util.hash_pandas_object(soiling_info['soiling_ratio_perfect_clean'].index).sum() == -3505232987748180461,\ + 'soiling_info["soiling_ratio_perfect_clean"].index hash different than expected' + assert isinstance(soiling_info['soiling_ratio_perfect_clean'], pd.Series),\ + 'soiling_info["soiling_ratio_perfect_clean"] not a pandas series' + + +def test_soiling_srr_with_precip(normalized_daily, insolation, times): + precip = pd.Series(index=times, data=0) + precip['2019-02-24 00:00:00-07:00'] = 1 + + sr, sr_ci, soiling_info = soiling_srr(normalized_daily, insolation, reps=10, + random_seed=1977, precip=precip, precip_clean_only=True) + assert 0.948867 == pytest.approx(sr, abs=1e-6),\ + 'Soiling ratio with precip_clean_only=True different from expected' + + +def test_soiling_srr_confidence_levels(normalized_daily, insolation): + 'Tests SRR with different confidence level settingsf from above' + sr, sr_ci, soiling_info = soiling_srr(normalized_daily, insolation, confidence_level=95, reps=10, + random_seed=1977, exceedance_prob=80.0) + assert np.array([0.957272, 0.964763]) == pytest.approx(sr_ci, abs=1e-6),\ + 'Confidence interval with confidence_level=95 different than expected' + assert 0.961285 == pytest.approx(soiling_info['exceedance_level'], abs=1e-6),\ + 'soiling_info["exceedance_level"] different than expected when exceedance_prob=80' + + +def test_soiling_srr_dayscale(normalized_daily, insolation): + 'Test that a long dayscale can prevent valid intervals from being found' + with pytest.raises(NoValidIntervalError): + sr, sr_ci, soiling_info = soiling_srr(normalized_daily, insolation, confidence_level=68.2, + reps=10, random_seed=1977, day_scale=90) + + +def test_soiling_srr_clean_threshold(normalized_daily, insolation): + '''Test that clean test_soiling_srr_clean_threshold works with a float and + can cause no soiling intervals to be found''' + sr, sr_ci, soiling_info = soiling_srr(normalized_daily, insolation, reps=10, + random_seed=1977, clean_threshold=0.01) + assert 0.963133 == pytest.approx(sr, abs=1e-6),\ + 'Soiling ratio with specified clean_threshold different from expected value' + + with pytest.raises(NoValidIntervalError): + sr, sr_ci, soiling_info = soiling_srr(normalized_daily, insolation, reps=10, + random_seed=1977, clean_threshold=0.1) + + +def test_soiling_srr_trim(normalized_daily, insolation): + sr, sr_ci, soiling_info = soiling_srr(normalized_daily, insolation, reps=10, + random_seed=1977, trim=True) + + assert 0.978369 == pytest.approx(sr, abs=1e-6),\ + 'Soiling ratio with trim=True different from expected value' + assert len(soiling_info['soiling_interval_summary']) == 1,\ + 'Wrong number of soiling intervals found with trim=True' + + +def test_soiling_srr_method(normalized_daily, insolation): + sr, sr_ci, soiling_info = soiling_srr(normalized_daily, insolation, reps=10, + random_seed=1977, method='random_clean') + assert 0.918767 == pytest.approx(sr, abs=1e-6),\ + 'Soiling ratio with method="random_clean" different from expected value' + + sr, sr_ci, soiling_info = soiling_srr(normalized_daily, insolation, reps=10, + random_seed=1977, method='perfect_clean') + assert 0.965653 == pytest.approx(sr, abs=1e-6),\ + 'Soiling ratio with method="perfect_clean" different from expected value' + + +def test_soiling_srr_recenter_false(normalized_daily, insolation): + sr, sr_ci, soiling_info = soiling_srr(normalized_daily, insolation, reps=10, + random_seed=1977, recenter=False) + assert 1 == soiling_info['renormalizing_factor'],\ + 'Renormalizing factor != 1 with recenter=False' + assert 0.965158 == pytest.approx(sr, abs=1e-6),\ + 'Soiling ratio different than expected when recenter=False' + + +def test_soiling_srr_negative_step(normalized_daily, insolation): + stepped_daily = normalized_daily.copy() + stepped_daily.iloc[37:] = stepped_daily.iloc[25:] - 0.1 + + sr, sr_ci, soiling_info = soiling_srr(stepped_daily, insolation, reps=10, + random_seed=1977) + + assert list(soiling_info['soiling_interval_summary']['valid'].values) == [True, False, True],\ + 'Soiling interval validity differs from expected when a large negative step\ + is incorporated into the data' + + assert 0.934927 == pytest.approx(sr, abs=1e-6),\ + 'Soiling ratio different from expected when a large negative step is incorporated into the data' + + +def test_soiling_srr_max_negative_slope_error(normalized_daily, insolation): + sr, sr_ci, soiling_info = soiling_srr(normalized_daily, insolation, reps=10, + random_seed=1977, max_relative_slope_error=50.0) + + assert list(soiling_info['soiling_interval_summary']['valid'].values) == [True, True, False],\ + 'Soiling interval validity differs from expected when max_relative_slope_error=50.0' + + assert 0.952995 == pytest.approx(sr, abs=1e-6),\ + 'Soiling ratio different from expected when max_relative_slope_error=50.0' From e731231cf6132ba65c5675d1905bb0d0d75408b5 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Mon, 1 Apr 2019 16:54:31 -0600 Subject: [PATCH 057/146] use true division in soiling.py --- rdtools/soiling.py | 1 + 1 file changed, 1 insertion(+) diff --git a/rdtools/soiling.py b/rdtools/soiling.py index 0ee676e1..3bb81712 100644 --- a/rdtools/soiling.py +++ b/rdtools/soiling.py @@ -7,6 +7,7 @@ import pandas as pd import numpy as np from scipy.stats.mstats import theilslopes +from __future__ import division # Custom exception From 8f5178d74bc597d9ce731ca4b6ce5c9ce1808ed1 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Mon, 1 Apr 2019 17:00:51 -0600 Subject: [PATCH 058/146] from __future__ import must be first --- rdtools/soiling.py | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/rdtools/soiling.py b/rdtools/soiling.py index 3bb81712..0ad27069 100644 --- a/rdtools/soiling.py +++ b/rdtools/soiling.py @@ -3,11 +3,10 @@ This module contains functions to calculate soiling metrics from photovoltaic system data. ''' - +from __future__ import division import pandas as pd import numpy as np from scipy.stats.mstats import theilslopes -from __future__ import division # Custom exception From 2b09483e5cee9758e33f5546b9ec9e2ff9c659d4 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Mon, 1 Apr 2019 17:23:47 -0600 Subject: [PATCH 059/146] require numpy greater than 1.12 Soiling code requires numpy distributions with scale 0, see numpy PR #5822 for more information --- requirements.txt | 2 +- setup.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/requirements.txt b/requirements.txt index c2c9e333..b09936a0 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,5 +1,5 @@ h5py==2.7.1 -numpy==1.11.2 +numpy==1.12 patsy==0.5.0 pandas==0.23.0 pvlib==0.6.1 diff --git a/setup.py b/setup.py index dba6cd3c..1de1354e 100755 --- a/setup.py +++ b/setup.py @@ -34,7 +34,7 @@ ] INSTALL_REQUIRES = [ - 'numpy >= 1.11.2', + 'numpy >= 1.12', 'pandas >= 0.23.0', 'statsmodels >= 0.8.0', 'scipy >= 0.19.1', From 0c4b4159a6da6f0c46e905a08c5abd02547c5310 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Wed, 10 Apr 2019 16:12:55 -0600 Subject: [PATCH 060/146] Remove redundant line --- rdtools/soiling.py | 1 - 1 file changed, 1 deletion(-) diff --git a/rdtools/soiling.py b/rdtools/soiling.py index 0ad27069..d11a0d40 100644 --- a/rdtools/soiling.py +++ b/rdtools/soiling.py @@ -68,7 +68,6 @@ def calc_result_frame(self, trim=True, max_relative_slope_error=500.0, max_negat 'valid': True }) else: - run = self[self.run == r] result_list.append({ 'start': run.index[0], 'end': run.index[-1], From 26707bfefa1b3f2421bca79f70ab3120f8822de7 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Thu, 11 Apr 2019 09:45:45 -0600 Subject: [PATCH 061/146] Update notebook with note about get_clearsky() behavior change Warnings were also removed from output, and the kernel was changed to `Python [default]` --- docs/degradation_example.ipynb | 47 ++++++++++++---------------------- 1 file changed, 16 insertions(+), 31 deletions(-) diff --git a/docs/degradation_example.ipynb b/docs/degradation_example.ipynb index 501c84f1..2e43c45f 100644 --- a/docs/degradation_example.ipynb +++ b/docs/degradation_example.ipynb @@ -31,19 +31,10 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda2/envs/rdtools_dev/lib/python3.6/site-packages/statsmodels/compat/pandas.py:56: FutureWarning: The pandas.core.datetools module is deprecated and will be removed in a future version. Please use the pandas.tseries module instead.\n", - " from pandas.core import datetools\n", - "/anaconda2/envs/rdtools_dev/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n", - " from ._conv import register_converters as _register_converters\n" - ] - } - ], + "metadata": { + "collapsed": true + }, + "outputs": [], "source": [ "from datetime import timedelta\n", "import pandas as pd\n", @@ -51,10 +42,7 @@ "import numpy as np\n", "import pvlib\n", "import rdtools\n", - "%matplotlib inline\n", - "\n", - "# This helps dates get plotted properly\n", - "pd.plotting.register_matplotlib_converters()" + "%matplotlib inline" ] }, { @@ -95,14 +83,6 @@ "execution_count": 3, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda2/envs/rdtools_dev/lib/python3.6/site-packages/pvlib/irradiance.py:298: RuntimeWarning: invalid value encountered in maximum\n", - " beam = np.maximum(beam, 0)\n" - ] - }, { "data": { "image/png": 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yxenBiY5pyydNhfj3txUtVqnWplwzIeSW30P9sI9Q8ow0yqLdG6LTeEy0+YSZk67OJi7vk8BxMadt4L8znw8kkkQUIQxDdjs9HEdiPwV7iON6xKUCgyChUrApl8tYVjYOKCo0WaaxLZkdVzdavHF3h7X2DhfPLbK0tDQeaNtSwMMxGaWUCbonJNjjwHOWxKTYqDRGWTZKJwRhRH8Y0G61aZcLzDd2WZxvUiwsjWdu21LEoU+KTRyOWNvuUXAUqlaXoG2WoVUeP1HjOEiSJGx3BpSLHpZl4UcpZU+sRtcSq8gPQvwoJWxtU67WUTogdh2wPcrEOI5DnKQmbjIJeufxNt/3WdnsEscp6Zna2OWJkxRLMc4ghamQrO0IIQzDFMtKxgR40Gyeu5mygt4mSRLjakZYtoNrZwRRwvbOLpfubHBxsU615FEuFcVy0nuXdOSuUhzH+InCiSIw/ZbfI3cl48xYTRnEcUyxWCTLUrQ25Jil41hefo/9bYjjmDsPNvnYs2cpl8tjy8y21NgSyy1jpcUaTjJws4m1lbuP+2NfKIvQH7LbDym7XSzHo1mvUvQcXHuytCJMNFka41ieyIfrjeXknbCgjsvWfaCRJAl9P8ZRGevbXfp+zGJNsbq2SawdHFtzfqFOhEdpsUGWJihvEjDOjEA4WtyR9iBk2IY4Ad/3J4Rh24acGF8Looy2pdBpTKYcExtyxa20Haw4ItGKYBSQpBk77S477Q49HwhDtho9docR5VKRUrlCGKd4NgyCBNIRURRx6fpt5utligUP1yugTXpe2S4wcVFGoxEPtgYs1ovUajUTn7Bk0ScWcRwzChPauzvsDBKW6j5a2SidcvH8MhSq4gImGkule4gvF+woimi1B7jEhPEZnCSTJQkg63CURRgM8Acj0uoSYCyBfLxMf+3PmI7dOHM+OmMURACkto2dZjhFjyhOGI58rt7axE0jqtUqy/OKURBRKpVwE1m2kGlwbZlQtO1g46OsApmJQXUHPs1qUZZU2DauAwqXMIoNkUqfoTU6S/fE4w7qF4BOp8OVlU0W60WeKhbH1mucpIYoxbL2fZ9yqYhjZeKSmr7IA+H532PrO8sY+QHDSNPZ3SboK9xijY97Nq5THYctQMIG3f5QEkNugYoOsR0XpR7O7j4OzMjpGMRxDCrl5soDGpUy3URzebXN+r2YRMGLn+gxV29wdq4MVpk0TcU1svP4hghPEATcebDJ2i70t2G7M2B5OSTOFCVLAfaEjJDZNIpTFJphpCk6MQXP3RM7UZZNMBpi2Q5JEDAMU7a2Q3ZH4GnY2m5zr615eqnB0+WyKLiG1m6XNNOE/R3eXE/4zM4mS4sLpGGE69gS4NZi6eSkKdajEFqeNg/CiN4oQumUslcjjGJ22l0GQUrdq7DW6pE4LnO1ErVKCdd1UeEIZck2YNOxGaUUw+GQ7Z11SuUKre0dsjShWq0SxQmuUyAKRrxydYVBJAH/c0tzhInGMUqXuxyuUZLp7JelINUZnW6PerVMZxhhZyGe52E7Lq4tijoc9Lm1DovlNs996Bni0CdOLWokuG5JHqw2SxKyLCNLE4aDPrVyge5gQK1SYm1zm0rhjFi4ZrW+67qkacrObh/PrlIpl9Ba0+sLiWvtSKbTWKH7s7xBGNEd9iVBk6bizsfJ2BKNYs0oiNjp+TgWBFFKvSK7GU0/DD6dGVRayC1OUvzRkLXWDu1BytNnu3zkQlNI2AKQTHUURbRHKXZvm3PLC6hi9cAM4uPCjJyOQJZl+GHM1u4mX7/R5kK1zVPLDdqbMbe2IQUW7w2pfLzByA9oNupo9i0IVNY4A7WxFfO1DCLg5dfvcPHCWSzHo1xwxrEYGySOYGbFomuRpQnacUV4ydAmZhHHMTEudjgkjkJ2tta5vwXbfSgWwdGaBxG0treZb1SJtIPlKYIoYTjoUbAg8GG7O+S5OMByPDH/kwTPKexZ8iCB6gErm13K5TKOZZGlGe1OF7dQohEndDttVrY6uHZMs1pgc7dLo14kw6LTH1GvFAkS8JIYp1AAJrEbfzjg9195k3s7GeVOnyy+y4ULz/Dsckyl1sCxIAoDvvrKJs8/Z5Oly6SZprW9w5nlJbIsw1YTOyp3F0HiLwBrGy1ub/qcreyQKI8gtbBVSKVcwh8NGQURu90B9wZwfheC/i7bukmUQsmzKSX5gk/AjOn1WytcW2/z6eGAraHNcrnFa3fWODdfoVQsEEQZUQpFOySKIu7c36TgubiOTRjF3NroU7Jiqs9eQKPRlsjCdIxuFESsbe3iD2KJ4SkblcXj7JrOUrTlkkQBq+sblJ1lNvspnmMx16iRaoVrT1bwe45llndAFCdEcYLv+6xupNzdBp0EdJ/3KZcDMschzTS9UUTBylBRn5WdCMvpk2aaQqGApbxDF/q+HRxLTkoo8UPAitb60Z4TeI8jyzLa3T5ZnDDowsCGTr/PaCSvoQkBtwBBd4t+fJbhcEixXBWltmzQGltpHMfBcywce5KBWN+AIErwLI8kSbAdF8eaKFMUJ/hhTNEVi2N6jVGSymxVLhUZDlp849INbq12uL8J1/pQAQoZFIqQ7UCibb75+h2Wzyzx9GKFYDTAz6BIzO4uXLnf4+MvjCiWQDs2ibbwptYaKSVZudXNNuWCw0KtQK3eIAgC1rd2efrsPDorMYoybt+LKThQ1Otc24Dnk4A49GnjUnQt0hQ07p51T0pndDod7rR91AgqixCm0Nl6gP3Up7F1TBCmXLl2k69twVw5RX9C0WnvcnNtl2bFo1JaJjFZwmnXLk1T+qMQm5TuMOTam9e5W4LluQoXz52nXCpCFnBjvU/f97HCCAXstmFlbY3anGKu4pBm8rpGCThrLNsmjUM2dgdcv7vDc02Hext9hoWMqysB3/eRLvPz80ImsU9EgRu37vDarXWeWa6w6g9p1qv0u21WB30qBZvFpWWJIWGhlMRyoiii2+3y1ddWeekmfO6TLRYXF/HDmL4fQ5bgOA5kPq3dHje2OtQ9TUCJKKkwGI7wCkVsZY0zg0rZ4zHt9vpsbe9yf2OXa6twF1jsw+2VFbxCkUKhQMHWjEYBseuCEkLXacxOz2c0bPHcM09RNwtvHyeOJSettVZKvY7sevmBwnA4ZLsXEfV7lD2IUuj1M9op7AAx8K2r4H46ob66gqcucMZ2ccolyCZZLKVS2p0u377DOD7yrRb82dGASqmAZZeMCygWU9+P8UdDeqOIetmjs9NibmGJgtLYlkWcamyzpujOaotf/J0OJeRhxxHyhLYHbGxD5kBvZ4PVqEClqOgWoD8KebDeIWoobgPOVfiBP9QlszzmPJeigmJhssRNa81wOGRzCMudFtfu23zkaZvRcMBrt7dQxNSrZVobq/z+lgiKm8KtLUhi+O7tLo2mwlms4Olsz8LH6UDttSvw1HnxPpMwIK6fobvbIq412drtEQQBbcBPYGV1k35nh8tbmqWSZmFhQVytNCFzbNJEMotJktDa7VItOly7tcI3rsNOAh9bHPK5ZJWnnnmO0WDI6uoDSpUSNStDAdcGcGEj4Zy/Qr9cpV6vs9CooCx7vGTBsh3SyGe3B69d2eTOEJ6pQ3dL3KZhEDMaDkiVS7izwZdfXefKBlysXmM9gU+eabDVGXGtFTMY9vjDn3Z5+uwCKNDaIoxittpDotGQL9yU58e+c3mV73rhw+y0eyRJguu6dPtDHK9IydEkfZ9W16FcLRL6Q3ojl8V6SlauUNCaONW4JojdG4y4utLiwfoGD+6FvARo4LUteKY1oNnYYmF+DipllGWTRj5+lDLqjwjqZdburbHWHVEruTSee/ax699JbbFXgRcexw2VUs8rpQKl1D+YOvZjSqkVpdRQKfV/KaXmp36bV0r9hvltRSn1Y/vKO/Tat4M0TUmxcbMhmXLIElGapQZUtQziPeSlfm9chn6Q8du/d4lut7snlrKz3SKKIu7eX+MNwDflvwncun2LfqgJ/BFoWeyntSaNfHr9Abv9kFt3Vnhlpcf1W3fZaXfH606SVFLIq/dXeBNYA1wlrmYXeBDBvSF0Aqnrbitko9VibWfA1RsdVkPY2tBsmjZ0O222tnfHwfAkkfR9GMX0B0NJDvQhDuHS9Q363TZp5HN7A9Z32ty4u8rVlYAHpryhWSnRaUOns81Op0cURYz8YE86Ok1Tojjh0uU3uQzcXIMHW1BwQAddtOWysbHBrfvrDP2IDnD3AbxyZZvPf13z8m346tUNWq0WCk2YSJDZsiwCX2Jktx+s4o+GhGFAlIjF+9o2tPoj9GiHe/fXuXQPNrd91ndiukABWLsNm1vwndUBD9ZWyTJ5MiAPNKdpSqfb580WfPkqPLgHd27CKBEXNA59tnvyXXBtqkXwQtjtwBe/Df/4y102ujFrt2G9k7G+vj5255M0I4kjWp0ha2tr7CLvZPv2Tbhzd4XXb27wtVfeYHOny9ZOl+FwSHcY0h7BG7f7RGEfP4y5+2Bdnn3Uk4eUtYmZlQourg7Z3gm5sgF5MKILrK9CfziitdsjSyJsHROlcPP2Cpfu9Hjljdu8er3Hy5cT1rc7RFH0ONRuD04ac/oy8NtKqb8P3GfSDrTWv/KI9/wfgW/l/yilPoE8SPxDwLeBXwb+J+BHp86PgDPAp4HfUkq9prW+fIJr3zLSNKXdG7LV7uH3B9zfAbUDsS+u0xVz3grwjILf+902N4CPPXeTM0sLoCy2trZ45VaLpxstNre7DKbKT6TxjIYDbFUhCHvEmcLSCVvdgNWNbUaDNhc/+Qns1XvcezBgmNh83LKoVStYStbzrK+b9UFAX4tgpUCGKNh5YK0Nv3cXIgvKhQ0WFsTdGxkCuQm8erVN4ynNXMUVd6RUgjRm6Ic8aPW49I03CXxYXYMvbsJ8bYWzzSo6hW4XkoUEZcobIpWwECJYbcW07q6yVHUY6DKVokvBk0dm+kOfKAx40ArpmPNvtuTxw0Y9oFTcYBRlvHm3y4fKUv7rwPAevIa4sNfuwuXrd/jDtRpxotDaIQx83ry3jRt3ef3eNv3WNvc3pZ/ayCTx9VegUWrznesx1zpQSKXeGrGMnRi8XdjuwWeejQijGNd1xy5jr9fjtRsZbyKxwgqwGsjY7rS71OeX6fR90gjQGRst6KZw8wHcAm75sH1Fxiu+BhfPDnlhMMAtlMYB9163w6DbY8fIzUsR/NDdFTb68OYWNMq38WrnqCcht+6tc/2utK2odlAoXr2xzUfOzzHXqBFnisAfUio0yLKMIIxYa3W5dEvcuRybwJ0W6K/v8PSzOzi2AttjZ2udSzdjvrAD37sFcSCToj8avDsxJ4PvB+4Af3TfcQ2cmJyUUj8KdJAXcn7EHP6zwP+jtf6KOeengatKqRqiYz8MfLfWegD8gVLq/0beOPxfHnWt1rp/0nodUle2W1u8dnuAvw3fRDrrakuEO0cKvBzJMvnbgI5jlFJ0+kOCMOL67XV6TUj2LgqnAuz2QurdPv5oyDBMKRQkI9Xr9fiNL3awKuA5V+j2M77wbc0fev4WTS9h+cxZmvUqo+EARzL+zCGvYE6QDbdy1ICrV0SIbt6GD9VjRjEUCtD3J+e9cgOejzq8sNygWG3iuTGe56GymC/8ziV+7b7smbOgpJ3tHViqpcwVoNaAURBiYtzEwFpH3JB54PIVeBn4yNIKc2cuEEU1WZQaBNzb6nH7+mXeuCUzUNH08+4OaBcsEoa7XW6uQaEp5W8h5JECVWDThxutHk9vtKg354kSl363y5sP1mnf3uXuBtzJ4NuRjN2Suf4B8PWXA64G8v/dttRhYPrtO8CoJ/cZjbpk5iFZ0kTWXWWw3ZnIQc98bODWxoCnnvKxdcT9jR79/oBvtoQE7o8MgQPfQAK6XgZbrf74cSmlUzY2t/jm5ftcuzEZpy7wnRtwdhH6HQhTGxUHBAG8eiNiFblH+RasPdjmQQj/3FM3x0mDfqSohAFaa7rdLjfu+NxHwgAe0n5lyrjbhs8k8N0XhwyCHmvbPX53R/rw9UDaeR+4ervP93yyy9LSEo8TJyInrfUfe7s3UrJz5s8Cfxz481M/fQIhq/xet5RSEeJGZkCitb4+df5rTEjyqGtf2Xf/HwcqveaMAAAgAElEQVR+HODixYvH1jeKIrY6I16+LwxsJlUO2qe4bz4A7UFIa3uHe60Bo+42d+7BV2+KQkwjBF66BrvD2yw0PSIU8wWHlZ0hu5vwciqE9sL9lN0teAm4dQP8eIXv+3TCRy+e4fLtDdZ3pbwYISCQQc3Xn19BlG1ovq+uQBpBoQKVqScnvwS4u3C/tUOzXmWhfpYoTmh3+1y/LwKpgZEv3+0e3HzgM0ohHcLqYMDq9t72hQiRvG6OvXoFPp6twnc9w8bmFo5t8cXf+Q5fWpGZD4Rg5zTsxhBvQufigL4PWzGUWpPy06lvD9AhDEYBQbBG4akL+GHM176yyx8ksgHZDkKWMCHvm4ATSNtCxNLrISb6LXPOdSSWN+xqecA4S8iw6Pf7rNy7z5d4GCnw6hvwwsUddjpDbm2M6G9JWdP3z9FAXOEICIIApV12Wpt86ZvX+eqNSf/l+Htb8OKW1P/FbsqFKgz7Xe5sTyygPwAWQiGzzzyIefr+Oh96+hy2DglCuHZ/h5deusZXN0R2lLk/yPjmsvRCH3bbbQapx9oW5EPQhnwFGt+6CR+99CZ//PtrFIuP72VMJ15KoJRaAH4QOKu1/gWl1HnA0lo/OGERPwf8Pa31g31rIqpIH06ji0xe+YR00G/HXbsHWutfRtw+XnzxxWPX33ueR0HFbCCm3knR78DNlTXu74xIRn2+Fcn1+wNhCXCpC0EIzWJErQlxPeTSTWiNJvf8ym1YNH9vAd+8C8+cW6NZgPvbHYbGV8xn4gIyo00/pprvc3MJuNSG54DzAXzPRfgwoogaeNAHvz9gGMmOmmGc8q3Xroyv94GW6bnrbWi2RVh3u6L8lvlkwIIDNxJxEXK8MYL+FfjI2dd55W6frfvwj/bZt6vmUwT8CJ5fTXnjrij2Dg9jFygDL12B4WgFuwYf29pi0Pd5KRHhuXzAdfkY2KbvIkQhO6a8HI7pm24EgT9id2dEtVrlzmaflXsH1Ujw5Qw+erVFdwiXNyTGeBjumXbsboLtuNx/cJ9vvXaff3JdwgYH4WXz/TtX4LO6zUIJRvukOq/dt2/CCx/e4sxCA9vxiKOQO3dX+MJdeTYN4KOH3CcGerGi1Rqyszs57iOkGiJ9/O2VHp/62A4XLjy+Ld5ORE5KqT8K/GOkT74f2d/peeAvA3/qBNd/GvgTyLN6+zEA9u9HXkeMkeyI34679m2jXq+TjdX+ZOhG8M++tomt4KlzE5LZRWb4wlTl7gKDAF4IYSmDLIQbIyGhHFeQmXxcPvDbL2mqxQGt1gi3BoVATMVVZJaPkJl4ymvbgx3gQyksLcDcncnxDvDVS1Ao3uLimSZXr17lN745EeCQyey6aepfQDKENxE/PZ9NbyUP3/9NYCWAT1zu87cP0bqcVAfm8527Yirn9QYR2gITQn6AzGILW1AZwDc2fLrBXvf7MLyJuNg9xHroIuN0xrSxiozdt6/DZ954naudjIslTaufEB7x7usQ+Ke3oISM51FSlFvjYQ9GoxGv3drky9elT4/Da4B9VSaJo8a7u9vFtm26vT6e57HcLNMmGJ+zi2xve3fftSUXUj+i7QtRTSO3Cmzg3oNH35H0OJzUcvpbwJ/RWn9RKZWP+TeA7z3h9f8i0vZ7xmqqArZS6uPAbyMv6wRAKfUcInvXEVl3lFLPa61zHfkUk8nw8hHXvi1YlkW56FFmYrqVkFnUgT3B7Wl8+7a4YJ9zoNXa+1uEvPAvYDLQ20BTQz2EnjVxvxYQoUoQ0slx13wWv9KlsQz3WnLOCHEdKwjJBByOERIcX2tNXB0QAf9KCOk3Qs7UL/ON17pjYgBxj6ZXsuwgyxbum/97iNUxMvW/e8C9feD/O8wcOADXeFix9QHH1pFHKFxbEgDDaGLFHYXc/YRJX5QBFyGnnIzXgVEQ8ZVvppxvwLWuyMNRuGHKOY/0x/Yh51VNe/oatnd2WVuLTizACUJ+d4845zpw5QF8amOT9V5Kf2cdhd7jclimHvuxHkOnB/c3YPUI7umMzNMUjxEnJadntdb5CzRz4zF6hOt/Gfi1qf//MkJWfwGJJb+klPosknH7WeDzeUBbKfV54GeVUn8eydb968C/YMr5h0dd+3aQb9E7xyRGMIcM4v6YwTRyc3stmUppGuTKsl9hbgJ2KASVu0HHvYPrCyl8cl3M/hRoIooA8BRCflsIUezHOSDOIE4n11iItXAfeD2Cv/tbXXpMlDOvU84r6+Z7xKSdPmK2RsByFexDGPwwN+sgHOQ4HaYjbw7g+RQ2IyHK84hVdVJUEFflOSbWbd5/Crh0KWUVuNU9nGj2I0bOPepVRflEMoyg0xvQjw5v40E4y9HkBHB/HVrbO1y62eduDz5e3StjGXDOhrVUrKgcPeCbt2XC3B8/yZHHp/ZvBfR2cdL83xWl1A/sO/YneDhWdyC01iOt9Ub+QdoaaK1bWuvLwH+MEM0WEi/6ianLf4KJdfyPgL9gruEE175l5FtJVJgsnIzMDZYR0/+gmSa3LDaYBFVzZIjwzx1w3R2m1ldwtDCDKM2O+S4ASxWpk2ODsmWmPs/Bs8dFYK4CZ+Ym8ax5hNQWEQvqa8j+ONOwmLzqORccjdwXZFA3kP6Ko4Pb+ThwmNBmyDN0PSZxnOPKKSJ9BWJ5FoBiAZZM5lGZ81aBVzpCdiclphwhDydEppG7sgq4eWfE5d2DJ5XDMC03hy3y6wErm32SCPxduLbPel0E7PRheRkixBci5H0QWubT6TxKdPZ4nNTy+S+A31RK/RZQUrLR3J9CrJhHhtb6Z/b9/6vArx5y7i7wbxxR1qHXvh1YlsV8s875CjhDSZ8vIISUz2oZopDyzLYgnwUPMhqWEJad52EB37+ELSfFXPkjREm8qXvkym8BdRuiorzXsuSCHUM/Fsso2Vd2FfDKEMVSVtG0KTDnHuYKLQPP1WGlJwT3MkJouduZ94EHlAoHNOoxYRGZiTzgApNM3zowN5VMOEzBbSbLEBTSR+eQ+heAzAZ7JNaoZ+4VsC/9+whY4GhFyy2YLeCf3D5ZrGkaRYRE5pDxyJME0+1/APzOd+BDS/Kkw3emfqsjMtlcgrmWWEjafPpMJtQ2Mjlt8nDYQAHNZvMRa340TmQ5aa2/ziTW8yuIPHyv1vpbR174HobWsjraLYvAnkWEIGSyFqdq/j7p1lsNoOxIecfBZpI1ynW8ysRKwdy3Ys6zPCh4sFiH5XljvXBwkFR58kO1AjUl5fqIwHY4nJwswHbEeqwgbmAJ+K6pcyqIUs/VJUYFoviPCzXzWTDfi1O/5bGbo/aWriLjkE8S3tR3roRuCm79ZDErMM8yHnA8T6qXmaSPlanD9Pn55NHlcGKqsjcxkpdXYdK/S6YdS0yswRwhkly5a2KU0/f3gIWaJGQSZBKaM+d8xNwjMN95Yidvm2vap4FyeTrP+fZx0mxdU2u9CvzNx3r3U4z8ma/YWBcDZBAaiI+dp5ibTGYZH5lpXB7ObIAMaGJWIDc43Idn6l65skXmWJ5ZymGZeycKbA2lkmxUX3DlubYComC5uxkC9yNYssBWsFyHq12xJI4j2YaCZlHat1CTB0TnPVgx7Okgiu4gVluu8BVEYVoHF7sH+Qxd4OC4mwc8Y0Ejk/7ebx0NTDtKPEzMi4iVUEZcldgcy1f7lgCrBF4RilrGNkPG4LBMGKauRfPpm/KriBXzwNyj7EItlt8jJqSSmv83OTqWWTT3UUj/5vJVQvo2YzJp5vZLjUns7HlEjhsKdrSQ182p81QCWWkiay6TCWDJgW3z2E9+79yCL07d4/bt23z0o4ctSnh0nDTmtK6UelUp9beUUv+mWfP0voZSilKxQK0weTShgnRYBVGCRUSZ5pnMxnPsnbVs86liskx68v+0D99k72bsDSXlK1N+E3FhLjKJKzQ9Edg5oF6AptEmxxMhWjD3mDdlL5q/zymYq0KpKDaGNsePmvcKgNJQrEhdKg6cq8JiWWJbIIrfQAQ3DiR2U0IUMG/rUc+t525zw9RlHsmaTFtCZSQjd96TsZius4eQVU5u08hJPLcI8vjaEjBnSznNBmQ++DG0+5Pz83HeDwcZHw9R5tyiGFuWrljcdU/2RWqa+qZMWRtTn7P7ys//byDXlpgobL6a6Fnzu4uQR7kkZT3NXnnKMMmWkpybk3puOcYWRCPp/4uIlTZn2hgquX6OiQuY96/NZPwf964EJyWnOSTu1AF+ElhRSr2ulPrFx1qbU4Y0TXGLE8ErO7BQFWF9jr3CUmLyCMB0MHve/L/AxDKxMQFIJqR2honZ3gAWKyJki4hgnjXn1esyc50DVAQFC7Qn26OUbDPTD6A8L8L5PCLITzHJRi3NQaMEfhixalLiTWS5/WFIkMHfNFFmrwTxAKrNScaviNTNApbPwFNzk3q7iCIf9jaMBqLUTURBmojQfQSJc0wH4HuxKGIVmFOT/s7beN70e16vfNJYRGb7EFHO3DXxKnL/ogeFGqQ+uBX5vWyubUy1MUeeHCma+jrmM8LE8FKpW9WGM2ekTmcQQlxkIhMlJmQ1jVw+ctKOzb3mzd8Ncx+3IZZdGQh9aWPunufkvWuObY2kL/umT8/n/WSB5ZoUvDVJAmmgXhICT63JspU6E+vqecxznOdzmno8OOnjKwHwu0qpryOJnB9AHkH5EeA/faw1OkUoFos0SzBXg1IoAeQIGeTcXVKIAOSzdh4ruoC4fx4ToT1TkIdJQw09bcxpc07u14OxjOzJep4yIpQWgC8KkQLL5yAcQqTBUfIg784Azs1BNIC5ZYi2Jm7necTiK5UgtmVld7kES8ZnyZCyh+Yz7RrlBNDpm8WKfemL0RCaNTjbFxJRQMGGigvuHDQ3Jmu3ioiSTcdyciuybr7nTF/YiBtYqIHVF5KLTZ3KlpBrmol7WWpLH3UQxQ8Rt7UjG3+OEwmjqbLLpq7VuozN8hLUytAbQbEh5y3asFCEeCgueN4H+ThVpsYuv0fRfFuAn8k9MmM+ni9BzRdXzzb1KRtZGvBwkDknp7zPqkxINZ/IPtSUBtcQ4qg7sg10ZuTIRpIveVwrBjwLKplYSJh+iEewMA/zIwk9pExCCtUKlIqym4IXTRIHY5lA5P1xr3M6keWklPp5pdRLyILaP4dkyb9Pa73fEn1fQd6MAYMEtiOItVgLGhnkXMFcoKxEaJaAJSUd20CO5ZZRTcHyHCRaBleb3wNMKtaUNw+Uy1C35LoCIiRdxPz2TZk6giCBIIZeIDNeoyLZukYTrEyWFmhT1xhoVqBShoUSzM9bNArwVFmEO3d5Lph25K5MwbRFA51IlD/OpLz+CAJtYiJK+qJSlodib9+HVE0UNm9H07RxyZR7xvxfA5aqULFEqeYA5U/iWHl2zSvKW8jdMuhUfld5n5jz0NKOJjIWeVwod6dtM251R/p6FMi42DYMfChVwUplWYZv6lZCFDK3dPLJJUMsk9zCzonCccWdy0ZStp8IuShE+fPHfRa8vVZ4xdyjasqeXh+XT1IeZlGshkhNXLvGnIlXOpNHLArIw8VgXPs5OKNkIpo3dcEVy2muDkt1uFCQcWmWwLPNWrqaWEpnmCSIcouvxrsUEAf+EyRe9z8j26d8S2u9P0P9vkL+1pNmTYSnY5bvn1mA9R3z/NgcOG35O9KTmTP3z31EMPLYRLkuCx/LBeiEojh9ZOAvmPPyoGOUQJhNXK48SJlGk5iFBfQTOTYMwXPFgip4YlF5nihyeSjE5ZXAyaBaBmxwLAdlRbRHoky5FZcHtm3E+quZe+XB5iLQrMIghkpNrMG5AaTauB6RWFSREkJveOKC5vG4CLlfbtHl7lcPWbbhG/+mCFSa0N6eWJZngJonSyF218A+C7WeicsVJQmwmUo/WHqyijthkpUrOzLhJAj5JDGECWgNrgNlG9LYjFcETdOOChLP6jLJnOaENIcQj2fG/0JBgvZWFeyikF7Zkj60EJLzzd9x+nACZYHJgtacXPOlJRlQtGX7lfYAEsdkAG3o7oAqiyXkGNlaBJYdeCaBc0vmZQS2kKWLLEOZq0GjLNZ0osRSsiOYr0q5SRl2tiby4drQNIt4m5ZYsaXScWvmHw0njTk1kW1KMuCnkJjTP1NKvW/fWZemKaMwYRSLr20jgU0nlsFYsMAdgXaM+evKoJUdSF0RogVEOYpA0YFRHzxHiMRlYnpXgbqCsyUzKyuwjc9YAhq2sc5sCdrOI4oyNw91F545B8s1qHpigmeAciT+EEeylbDniMCOEPMcCzzHoujJb42CBNUDTHB46ttD2pO7YM0SLM5JUL3gQK0KNQvmSnL9KAKnZKwNV+JhjYIoScmdrL1KkfrkD4+CKGGJyayZalGafNmEAgpl6OxAVoDt1iTI3ihDycTqXGPWZkzINso/ycR6Knhi6RULkr2MEvB92bWhkEK1Jo13mKz/aZh6Fkw7PCbkHiJtTUNwm1L+fFG+bWeSTXOAqmMWgdbEivkwYg3l5TtMlqo4akJMHlArwZwDCw2RyUoD2imENgQjyJ+tzwPwhYqRRVdko1Q0Y2nL9itLTbHyRjH4Q4hCsByxTMvzQpSVshCG4xovwvRhmImluf+tyG8XJ13nlGitX0IeQ/lfgc8jz9X99GOtzSmCbdtUii4V1+LMgqTMXQvsilgCZBCWZMZt2DK7KGTg87VHIMJlI+6Xr6DflVkrRcirgChxDGz7cnygoVgTorMRwYqBuSacXxKhqtZEYJtNKDngFmWDNscSwui0IVCgFYShxD8cFzJjgqUxxHHCMJC6pRpsV8p2ENfqQmniBuWpbA8x7x2gWYd6Wcq1Lbl/TUl9CgpqC9JPcSjWg0LiGcqU5TJRxDwNjiNt1YBlGwW2RTk80xd9E4jPQpifnyz18I31M1eBRn3vCvA84J4BVdOuWk0spUYJmmVpi6XE7SER8usYy7iNEGmA1L+OjFUJaWtVTSzBMBQrtdWSzF+UQRhL/ywWZUKpN81i1ZIcLwDzFSHR3KVbqEudzxRNVrQp97UQcmglEgOszckmiFXA0VArykSVB+c1EI4mFmqqZdfUegkqRcj3iUuVhAFyWShYMtkFfQgtWbwJEkawXLNEAjjXEMvwXcnWKaX+B6XUa8hi4L+ETCI/wuGr5d8XsG2bWq2Kk4pSdAJZgd2si/BnoZBSowJnm2I5VApwbhlqJj0dYsxw4y40F8VNXCpPVifbyJ7TJWdiuu9sy48lG+YK0LCEHMPYuH++KJYtb5UiDkV4MqSOiQUlS2JMBePGxJnEFJxMBDLOrPErvx1jQTQQQggzGIWT1dT54sr5ebHAfAVxLC7J5q6QdLUqhOqUhFhUJDN0qiQ+VnZkOQJM1gLlllK+rqtoC0FUlZBvilxvAecqYmE++xRYMdSaMOxPXB7bkvuajRtZcmHRKH7Bg3oRzhZhsSbWXtUVCyPRkkxItcTqnlmEp89auBoyV6y9JYQY8lhVBiyaBbWOC05RiLBuiUVZVbCwYCwNS7Z4jjUUTbyvYIkVrFMZlwToDqXcPIgf+9KWJJEERjiaxJtUbGKeluxlpYrgukK8cSyZx3zMHIRwC8hvlhJ3PAzM67PMurhaRcbIcmQS8QryncfhrHSy91MSynelKteVCvK26MeJk5a2C/xnwEsmc/eBQJbJe85UBexNGXwdyiySZSa7E0A/EEHzLMAxQUgPPF8UTyloVMV/Vw4052A0kmCyY9jIsWXmXu6J0j77FHQ6sDWA9kgyT6VIZsWiJbO+RsjBMWa6lTJmN0uJUhUt8xLPviiIa8kK8TCGgo5IElla4GQmoG6sCj+V/5NMFNIBlhvibqqG9INjyCbKJOtXdSGuS9mDABJbLLXEkkdC0mSyq0PI5Lk1zLdyRBGKSvoszuS6c3NinfQD0HXJRNbnIW7B4lMwuAnzJUk29EaQFSHL1zRoaUPZJAuKRalHqKFsLIQslUWS5aKQsu1AFGfM1cA18bvYgcSfBN1LyJhVLOnnxJSRpEKMtRIkAXh1Oc8rQMUXpXaMr5ZEYgFbmYyra8FgNFkbVipK7K5SgKEvFlZq+q/RhAs9IUB/ZEIOJqCvHZlsztaFvH0zjgpJXsw7Iqu7Fdk8MDaTVckR0oozuecokljqqG9c3mwSP23MiUxVTdpaee9Stk5r/TNa6y8By0qp71NKHb+V5Hsc47fxegX8Lrg1o3QZbHeN3+7KbFwpy0zmmRW2jiUDCWZWMlviRlrMaFKjIIjbVbBFsVyTWXNLsmzBq4jlVDZB+WZR3ICFOREKz52Qx1zd4unFAlVPLI080hxHMjsHSKYvAQZt6A9hEEGsYNSBxBVhHPmy0LLsiXLkz4UVkJlf2xLjqFUgyKTOZxekbpWaUaqCWGu2hrNn4Xxd+qBYEEvurD1Z0FdDrI2mCRiXK0ISli1trHomM2hLrK6zK+3odKDcAL8rQec4EaugXheS8BwhnjARF0Yjf4exOTeQbYBjHzJrEqOxlcTk+pGUl6+EHsVmvBWUlMzWOyEEkYxBKK+0Y6EuVmIcg10W8s4smdiaZYlf9rrQasu2NekIiiVJXjRrsFyaLKdIMrHq4lTKLVjiEjqYBExRxm6QidVll2TCqFsyBq4rMlS1YXlBwhFeAUYpWAV50LdWAU9J/UeRJAcyk+WtlaUthTkzqSmRtfkqVGwhwGEgukDIY90FE07u1p1VSv0esuL988BNpdRXzG6Y71sUi0VKtqYxJwJ+ti7fliVWSpAJMTmGCEZDCdY6tgQeqwoaDSAWczsMIfIl/jMKRCg8Q0hBICZ/EzH7KyUII8lKNQpwdl6IybZF4MtVsY7iCAYh7A4z7m+EhFoEcKEq7lcvhGEsAjpn0jcjBVu7MlM2PImjeZkQgeeIhTVXl3vn6feSJ4SDNQmoLpSEkOpFqNWh3xNSVZZYHOWyKPTCvFyPBqcg7agUJI3vwngZfaUqCug4sn1IZk0CsOFAAvtYsNWSjJLvixXimRRnqMQyCRJ5JZYOZFwiLSQSRLLzaKakH4dDE5iPhay7PmztQNs3JOhIZrXqyZgXCzKeTc8srjVulGNNCDmOIbAhikCloIy1Wi0L8Wlj6dqOtCn2JKtoW0YWtHnhAUIGnpJ+yFLpz4IDi/NSth8CZSimcGYJ3FgIIzZuWRRAdwAjsw7h4nk4V5a6BCMhKMsWYsyTAaGxlhJlyHZRQgqVosSaEqT/tBaiDxOZaK0S+P5RD/k8Ok7q1v1dZNO9H9RaD5VSFeCvm+P/2mOt0SmBZVnoNMYr1Yh3d2Qf8UxMcEuJEkcZBEOo1OXNuTiS5fAsE8Oxxf2xzKpjvyxuQzSC1DYL2WrQGci1cWhiDp7EANwMcGUGTEOJMekUlAtWAqWiolbTFC1RRF2S2bDkCEkOQsCHc/OilOWq8ICVQuBJHatFWcnsumAXpG2uUTStTfo7g0IJ6hUgk1R/dyCCnaYStxj5iDtpSbyjXgI/MLEnJRaW44ml4pVFkZQrJFa0hVC6A6gui6I2K9JW2xUXrViT7KhVEEKKh4AFO6lYKAUFNdfESxB31jkHrU0ILFFs15FYYcmRCcQ3Dz8vViTA62bSB0Nf4oaWL+5zEEv8bTQUN9NxxLo7OyeTjFbSftcRS6TfA7sq5JE6MB+KCxcrQ0KOxHZ0LMRjI1ZsTmQFjJXiQSmVPtS2xIhsT1zrgiElK5NMXRKCWwUvERd9MDDhB0zMygTlB7ZMkpUyOH2ZRG1jaZY8xblFzTkFrjYTRAJDBStbZscLRwjTD4WU6k2xpEIbKpXDNlV5azgpOf0R4JzWOgYwBPVX2LtJ4/sKaWpe8ewP0I7sBhhrIyiW2cpEQ1wyAccmWEOJNZRMKjlEzOqBD/WzEmdqVEXpPF9IwE4klZxmYsZXK4aUUkiLkA0gsoUIo1AUezgU5egPNYM+6AqcP+uho0jOsxUq1Wgj2EWjjLaJWTTKImAlV1GpaUaBWC1eJq5FwROX0cotqKEozjAw5r2WV557RXlJglUSF86yZfa3HXkBwjARIm7UhMDSGHDkhQiZJdZivSoz8TCQ+EvVBapgDwGzJCPwxSJJlTzTZ8XgVcX6qViiKG5B7jsywaxiUd4Q4xREsUll3ZJj4n+b2yaoH0n/DSNozkMzltXtvaHUdegDZt1ToSrxl0pR6q+Ny0YiCp5kMsZuRcjRK8BOH4a2CbjHcsxWZslJSRTcK0i/Jpa4Vo2ajNVcGQKzXiFREloYDaUetYoQWL0sbl9/CKtbshxkEMu6JWsk+3wFiBUUDmQxsaVk8nGMXKChWrHxFBQLKcMB6IKQabMobz/uBRIXGwUyAY0yE9+Kpl6MoI97dPzRcNJ1Tm3g4/uOfZRH2/v/PQWlFFmaUKnPYUUiHJ4lg11UJotTEJdrriYD1aiIUvsh9BJobYtLVSyKO4cFw5HEd2omldeLoDOUrWVDW84LtLgYo65ZT2JWLeamfr0irgZaApG1EjRLFs1GjUEA/kALuVgyY3ZDWURqmxiRV4blCmRWke7A7EgQA664UCqVWRZbZvXICP/6DmwNJSZhWeZ5OddiNBBrplKSutSLEvupKNnKZeCLAjYrooTFsjwFXzBBY8uS7FnFEdeiNzJWgyv1citiDeBKDGZuHs5WpQ31ilhT2mSVPON++qF51ZQr1kTVJCxKJbEkFpZh0WSoNEAGvf+fvXcL9TVb07t+Y4zv/H3/05zrVFW9s9s2B6WNTbDFK40hYAyiFwZEGsFEMVFRAiJ6E+1II2guJSIYWhI1tIcLL/RCNCqIGNQmJpHGRgxtd3btqlprzcP/9J3HGF48Y9YqN3vvqu69KHf37m+zWbXWnP/T9x/jHc/7vM/zvhcoNinLLPSc06rDIG/EDxWJRAYFo3kW+tuUQoAuyTVMkne8OqiS2+XSE9VJALmkCqSzug8fHaTqzsvEIzoFlOuo7+vQaa2Vpe6XSxW+NCyZ+SnFcor9t8gAACAASURBVCoO1F6HR15rvc6TODbnEw8WlcINq15v6D2XOfD2BI9rqkSbdwfK7RZedjrEDDpAi0zf7/mi8fEhPHkm3s/1VZHTnwH+kjHm50lzJIE/xm9hnZMxhqauyFgpa21QnzZl00IYIe61EOdFQWSdlaY5owrKnLwNi1dQMUanor0oNZosPKSO7JtNEle+AKxSsmnV67Z1QlxWCKaqUurUWV6MQZWVxXA5nzmN8NGNNk1dwSYo2JxThcoucHcPz26hXEfirA3nUrWGBWwj71z0QiLnAJskICyNUqD9Rot86gPkItCbTMFrCeJntluIV4kwWWBqIJvhdE6z7lLT8cyKg1o8XH1CeSTzaa6gsN9LHNh22jCXVIXblkoVbZ7U3VUql1tVDGf0+fKUivc91HvgovcQjT7H7Vb80fmkQyCPEFc+n/GXrdD+mCQe61b3ociS5y2V78+jOLrdRunyJXGQRCjakuvbiWoLb35N96asdRAtiRd0Jby0ep6nulf3BVJ66JWmHc9CMcsMcwrMVSF9V+OSrSgqHb4chcB3KSi9uFW/75jWY2V1YOkzR4qoqTe9V9WvTJXPMMNSao03rQJxmRwJVSWi/30jp68UnGKMf84Y8zeAnwH+TuRq+Jkv9BX/LXc9IafZG4ocPtiIXPZRp9lNMlDFmBTRSRUdVn2hm1a+sNtOp/A06VR1Rl9875Xy1IVOyaWHMQXB57lO+pAQTJbwbUSbMJuEIOZgyJwes6wLeS5f1LaAMc8IafhjiLA8igMyaNGtdzDUEdtBdoHQwvEkstw8QpY4msyJ+L2pUgeCKBL8eQcPo0jmm1oneVVo4EK2FcdVVVr4lVE5e15ScO1U3Xz2HB6P4kyuZ6GJXZS04TImRLcqXfzkXnySS2lPf9YmbiuhvZiKEDHC3RVuWyHavk+Bt9DvewPxrSp+2QJugGprMQRVUIMqq5nRJs4yOBSqqDkDz5/rPpWFEOQY36mps0yozaeCxxgg9gosl+OErWH+RKjbW6XCJJI8GqHqKkt6KITE1yPQwOVRVVS76M++F0qfrvosNipFzg3MV62pulDgDB5ebmDcwr7UIXe9wLHXAfYkID4nVF8sQrcEoWC/ym71eFals7R6rfNZqeYT4Z/n+XfdS7/R60uDkzFmh5T1/1uM8b9/r6/+Q3w9NZvrp5Fo4LCD6VFfZN0IyrclcNVC6xqRki7XJikz+eZOk4yfJpHj+1anarbqJHKJBD0F8TiPA2QfgbmKkzEuea9WpT7zqnJvbqHOHXnuuU4Q1hWbOZar5xQyHu5WQfdF77OtpVauimQFqeCbLyt+5ZORO6M+Rl0OZoTdS23ETZV0Q1GCx7hC1ibXuiuZp4mmVWC9RpXIszw1QDuUfPrZxJyrmrmuCk5lpgBHmYjZTmS+zVN1rUv8VEo7NnulIk1SoW+6lJ4lTiSu0lg5C1WZcTqvHHuR44sXAn3SBlaFgqapdPK3uewuBYFTSERzLoJ3U+qAWROhcpr0HoJP6dwiztF4pTbRC0mtqwJD8EkLt0l8XK7gE1PF1EwwF0qf6gPEs9Ipj4j6toFTQoThDKbT4/Ok2F53Cg7OKXjXTgejz8XhbQulsOernsPbJNRN1djCKniXWeLBgN2hZP50orgVoZ43Wj9FrnvlI6y1eLZ1ENJbBnj5IeSZe+/B6ftyTsaYfwihpF8EvmWM+QPv9dV/E1x+nQkYvFfK8OxWpeRnieQtKpHLl9RC5Doq4rs8iRhXcQ+lFc/UVapk2cTvPJ06NwdVxg4drH3iA1Ag2jQ6yfKUAjzOOvWauuLQGHYNZHlJ33uaGsywYgtpXx6uQlk2pTybSsEqWMizDO/Fp3WZ3kuWRHXWKa1co1CCX5Iex4qENX4hr2A4yYB6PSoIFMkJ+/A4sRTgL6nKmErk2FSeT3aWaU6jqhalgjedeKMqT+gkbXKM+Cy/JglHLSlCmVIqY+A6rnjE82ySD0zye32uTa1DpqkVfHz6vmzhqArYNPbzkjpW7/FmLyQ0jKpMRvtOShLTd1caIYnCQr0Vifx8p/fgUtndpFS1KuFmq3UzeaGkx4uKB0tQavziVmgTI75uSUHvsNVa+8Y3VAnuEjJtkxzl/qI1UpV6fmt0L4m6h9dR6+EywJxLR2bNu6ri1E+EQsgwK2G9qqPptRfivKxKsU+90N/1KKHt6QxTCF+7t+7ngH8VSV3+deDffK+v/kN8GWMwRMqqwyxR2o4gktt0gvLOqprzcNYGD5NIzDkptG+26undJb/S5EVAPp51guZeKU5XSzP04iWUUaisTo29y807EyjJRDuctOCHYWImo8ihsgGT9C1ll7FxQkKZU4pyHXQa3l0V2HTCW/JarxktfHbUzx9Per9NqaA6L8lvRdLEZGqPUZjkvRpTs7tSFp4qh5ubitzr/YekgH6RNFHNRoin2ykNaUuhkv1Bm8s4BYCIAs8TcXsalUJPyTrR7GRC3rUKWucB8tqwcRCzTH2NZqVM65rK/lGLfg0KQnGF6D1E8EugT+r2fhHSPJ9VKd3USuUzhIaahJaMEX94SXxYZ5XGL6vWwGXW6/iklI9RCM1mCq7Pk/p99UrPXZ64nFJeu9tOf69zOKZgcH2UDGMO+l5iptcb0xp9apuDEzJqmsQNJdL+m6/gRaMA3W10iC4jFHUmBJ1MiN7p9z94Dje50HZRiJ97Wrs2klT48b0T4l8WnH4ixvhnY4w98O+ixoQ/MldZlrg4U9QVi5fO5MUHUA/QHTJBeZdOqfUdhI9RJKpJnq3ey97ycgNNbilqLcibg1Kiyyyt0ZRgf14qNdpsVa3ymQKES3CaShs2msjlvHAd4DTK9VQYGKeVBS3wbeJKxlUp43XQRt1Wqq7EtJ7KXBvltoCXLxSUivxdWjkkXmWewWIhBPLMURSGZ502RIxCAiK0A5vOirzuVZVcopBYnJVaZSvcPldqtNmrOhkKCQS9F+E7eG3uD/YKYjYkh78RUdvPem6bC61kS8TWjvG66pBIVct1TMJMr78HFBCrWrzZm0ehioejNnJJqnYihDw+IYZMPM85kcZFqlquT5qixFkNIZHN6d7nCZnOs3RXw6zvtURWlE0tSUnXvOtykOfpMNDtxtTisEIlecW2hp94pc/9e34MGCTrIBVunnyMeVKAn3u471VdGzwMGfjxqTODob+uhFxp5TAkBwBAlIbufJKEYF3VpqVJFdWq0ffydXvrPg9eMcbVGPN+X/2H+IoxMowTNm/YcKK2MHcwPED7ImO5rNStoPIySxcyzbDdJTX4DFOmtOTJn5XfwOKDNCZGE3cHz+ctNMOa0kBSfp+lEyuHoVCKRwpc+w3M88rdVYHGtoZiiazOsCyRIamhXSppd5m6BGReG+x8hbeXibf3qioeklCyu9Xm8LkC2bKkoQlOp2twUAxievslBREvzgMjBJYBRdWSzw9sUosfa4CkqvdJt9OUui/VRqLK7a2IX59J+IhR0aDdScl+StzUOOj55lUbpErVNnD4LHA6e6XCibNzmbgqP4lHsQg9bhqlqzFpkgqrtO/NfbLppEopHh6juke6kMSsk5BY2yZ/WRT6yTcqMESn11hmHV7OKUg0DZSpX8y0opuVhJxxTQgqKphe+lRhTd/3MEJ5IwRlnALh8aw1cXqAcgdxgDz1FM6MpCbRqzo4jqIEiipV9e6lmbIOchOpNiXjMrEYrdn7e1UmH84i4DdbBeA6E4dVZ+K3mMHtivee1n1ZsGmMMf/jF/6++Y6/E2P8+97rO/ohuYwxFHlG8DNlXlF1A8MjVFuYLiuH1Iis65L6ORHljVNQ+ORBgevFPhHlpdI+ypyuhrguvHWwlrCrxGvMSSntnCBz9Sil8XUR4qisFtyzZ+J9/BoI5imoRYyzGB+47RwZnl0Lbx906jfb5Cq3ej+hAusXPnoJ93dSb5sIddRpfRpSICrhxiqdMGihLiu8LFKrlkLILwYFYheVcpweH7gsqX1IOv2dUVVu8xK4yCu3WChGpbHzBbYHpWLWpxTGSvt1n7RmzquSOKbK6eNJtpXiBB+8KhhPA4eEOI1V4C2N0EKwUE0iy7cVMIvPuWn1fK9ednzyyUX8yqAUK/dCha/POji8Swr8lHb2Y5KYZCLEx3voDkmcGJTiZQl9jkFiz9zIBpP3ItPNqvu0OskFlhTosGBSp9F5VQALs1LpeUqFEgvzSVKL4gj5IZH+RoH1clL67GdxWplF7X6MXs8FrZ/JGOw0Kciiamq7g9N98ueVqv4NI9h076Zkgs8raAhfe7Xun/6Ov//8e331H/IrhIC1GcEPFLnhsImQqkgPvdDCPGnBXgedSJ53nqiiTU79XBtjt4GmzLhcBy6TTjV31SIPVnzLphHMJlk2nviaZVKwYNEJOy3Q7iu29yPdFqrCcjwnHD4FRgNNUKCY5kSSOvjWUQus6qDbNIx3PWUyNd9un7gJwxzj5xv8OAsNtlUyoe5VFBiDIVjHPK0sUcHLJ71X6CrCdRQnkwSC1wnqjSo8WaWUNne6V8ez0EA+qJzuSiGMItM96Bf93vMXQpLRwNtHve+xhz6H02kgrxx3d16EbvILlpkI3WEQSjohIWVEXNk8CCkeHy7MMQXpVHHLO5XvX6ZDZnUKfFMSSUb/ziB7ucp6NF6lS6syBdPdBsrCEoOUk8MiwWeWK01vd+qQsK763bs7CSaH5HO7TtJz2cQjkaqZmdXnX1El+OVLfZau0toar0LyjiTWLDQRZtdlvL1feX0PYyVf3nyJFFkSj0bZUu6PkO+FLrNSqHZc1R3DOt2D9aKUz1mDeXJPv6fr+wanGONfeK+v9pvsstZirCEGxzpEXKWTawxQ+ERwGp0ydZsQSmsYL5EpSmTY1VqEBWBcyTxPLDajq1fmK2SdrBLOakFPF3Egu9ZQuUhTq0S+28PDcQXD58T3PIzkXWpFEqDsCko/U+awRMO+yXi4LvRRolGqVMZvFCCGfiJkhuUxUjdCWecVbkPEpFRnfS30sl4SqYtSueOQ3sdl1ebwSZwKvNgXZNZh9wXDPGNmBZ7C6TnyQo9fvQJtvgHm1KUxBbPjJVk4NpJvrIMCwLHn8+bacxBndEsy05aW/uwhSQWyRug1WvFadaOWMDF5xC6juJKqNpiHyFLokOkneHPV+/FnbcxpVgoz9uLHssRnrcW74FYmeUSx03MMk0SY4wWebSyTE9KdVwWusChYtzahlD69t07r67bTv43J2JwlR8DxISFOUoeC5Lf0ZwXP3qdDLwW/Zpv4w5MOyrfHleucyP2k5K8b3ae+TxxdAJx0aXUi3PtZ1piXN0Lu1wu4Z6nLQ4h479/r/vuR4ZB+I1eWZZQO3j6e8IVOp0MLVetobGAJlvuT53CA46OqeHaJvHjW8HjpWUtxNgHpU+Z5Ytc2mHmQ7ieHy1shrCpXwFgC3J9hW0fOowj1cVlpc8F0Z4ET3O4LDk3N9OZI0+Rsm4Zvf3rkMUKVR9YZHrx0xplNDnYrYvb0AGMLb4+evtcizjP0RicRz1luiBE+/EZkOiVnf9L4BC+iuLURW8PrT5NdJUv9rabApg5YxCkNRkbfdVVgGpdko8ik52kQ3xRTef46pIBbpu4NnXoHFbVQQJsbpjlKbe8h3hiKGMljZPN8y/l0YteV3J0n/CSOatMKpfnwrppaJjPyuVc1lqDUZVNKjd48F0qcB6VL0wQfD0rxnmw6/Rm6G9lrNg34NiGVTKnQ6RH8Fg7jCjHxQOi7yJ6+861U+71P5mX7Tr/krCQgPtlRmDQxpuhFfodV+rAx2VPaqEPichVHmLWpjU1uaKvINIvDMkaShTDAMQOMWsHUVfIVJq7U+dQFM0kpulxI9i4p6ZvUlWBZ3i/fBL8dnL7nFWNknGauo2cMhtJHukOONRlFmPGuYThd6TY60butqnnlPseZwH4jfqEolaZlSRDZjwOTjywT3L+V96lLxLnbgn0tjiAGBYzpCqckBchzbYLBQn+dqV3G1UO5LlhjaHcV5jKSGwlA36SU8cVWiGfqxd1QJBNooZN2a941/d82IpCLosAGz8NlxVY6gUMSdHoPdwMslSD/nFKSAGBgnVce1wAhqDvCvbqHxpSempSWFWNCRDshk7oRwjl0EkxejtqQjydtxLhAc4AsyzlPs/qjZ8AUCSX4POfh7sQAzOeJLJOMI3QKFCGp+0MU6lqiAo+zCcWVSURbCgl3VkFqykSmb0qlvsskIh4jWUQVgVzDBs6zuDWfWrN0W323+NQZwL/rylmVid9JgaD/FNqX6B+deLIZvbfCKQjMQejx0CUBb61AW2Xwthcv96TBKsqE8AzMwTKvXqlkMpZngHnyEkbIKsvpJHTnjdB2s1fgdFbIcFursjvPCqKk13rPKgLgt4PT97yMMZRFTl1YjjGQd451WrC5JTcZ5+NVMPgI5GkD7uF0XaCJn3cyNKTGawbqOqOxFrOuhCVQF2lTl4Lp04NSBiZtwumsFiJP5WOD0Mb0FtzBMi4L8wBnA/vO019HxhWoDJmLbJLwMZBU14msN1GapK4FvDoLDMnXVlkhm3mdqMsM51RuDj4Rs73ajpSTyNymVEr1bA/WWLwNUkSn1DMMIoXnkMykrSFfoibWJE2QX4Sglkkp1DiJg2r3EiOWGxjeqDhABBtXTNTpfx6ELAKwXGdWJzQiqUTibFIjbWNVRXNJTlCmtHwNaWzTLETkdpIVLCj4hEdxU2t6juwpIOSqqk3JDlLmcFMKYS5NkoZ4cUYP11SlDLov9wHylOLetiLqt3ulWLSqlIVWrXaMU2DbtcCaZvYtWjOffSb5xaGCx7cqsFSFSPdtm+67V5eNOrWq8VbVRwwcLFSVxeQ5cZ652RucsXjvyZKsY3+QKv3pHi4hiUjTEL3xEXZ787XrnH7kr6woKcuC/uoZPEzTxBxWmsZhg7xWLojgXdPsOBODBHpJ1/PU8GvuVYrLrKoattLGzi0QtRmOR+lgrskTdncnFHT3qED2+g5MCXEMtFVB12jB9IMaTG8aqG2UB3BWOtd7cTBVsn0Qk3dq1QIfozbrziUuJGoT2ejJrIj5toJdrvSty+DHv1nzjUNJVYCrpA86T4HCQFM3ZAG+/al4OZOEeqaE06Nq4yZJCcyidOt8Udk8rkJnVaON2ZTSeNWJmA4ezqvl3CvVaBr9TpvBbteQIeFrlUvJ6aOeP0bxJ25RkL8s6lHUJ/6nNEK2wwwYodSukZevOzjpjFC9oUySickLnVTIllRV6jW/7eS1JKWRjxeR90+DUvNkcdrVQqyn9NlD1Oexi7igIqoNb2GFsoZeqNlZPceceog1MRlxO3VryKKQ35JSaVfqMcNJze2KTN81yEtos4wwz2AM/RRZFs84Q39R25/zoxrwnRcVO55aCrtaKWXTQWnN125f+aPGmP/ke/zsF4wx/8R7fTc/ZJdzjswE6iyXX2pNgrzR41fPZt9iVp36YZZT/u4RpiWwGqU/GbJLhIQK+nEmzw2b2tE8WVpqkaJFLc6jKXQyhSiNkV0Sj3BSxe7hEY4LnMaJ4LXpJh+5Jl7Am4xxTos4Ewkdnfgg54To5uTbKpGUYRw04uphUrA1QLRO7W4X2UTKWsMMHmfoTwNFXlFWW9wEFCJvAfLMcu4Dc6mKXJV8anGGPqayeSqPPzWlbhN/YjOoypw8JmtErw3uZ1kmXA5mXKWMrrQRh0Hv6fHYM0WlPaO3lLlhW6dKlxWiuaYDwyQT8Ji8Z5MXEb94odxnqSkdhWPqPdMgtfgpKdZtVGpzPOszRSv7kU2+u1gma0mRqq9OSK1K1p2bDey3uUSctdEhYGVBmXOletuN3l9V6TvOSwWsGACrtUFQy5h+FopcZpl315TitZU6SsRoCIXU5dMqBD4/pcXrjI8w+8g0qn3PMaHlZVaF7tq/m+gzpKkd81WV3I/fQuD9K8S/LK37Z4F/7nv87N9CnTD/4/f6jn6IrmEYOA6B8zCowlIKTrsctpsNcZm45gZCpEoVnbXQ4rFeiKJtdHplhVKipnP0/cTkI/0if9JjqRP4cgff/HFB9CKzzHNgGaU8P59lEC0usH2ugFKYSLA6yTILh23BprRYDN6vUiGnjpPHez6fM5ZlGlvepUZw6wrdzrGePWPaqBa4XlbmZHtgSCZXI+9V2MGlv7L6leqmxJ8mTAE2L1nnmbJ1bHuPq5Q6zQmRhKT4drma3nkvVNMPSbd0AWcWCRdXBYsik1VlnIRO65uKfRyxBvabnMdxIa6w2RbE45yMvSvzEhmS4bit1C9pnFK1tZM+yCTuZr9T9WsYhGj7QcHvcvGcU8eETaUqms1V/SoLBY7CCB1ekyXGBKnPp+RzOwxyA9ROm/mpBfG8LNSbgmaYqVqtn7zQYZBXQlQkHVRWKJ0KXiJVF/SaefLOtYV4qG1qVlht4e5BqWRZgDWRPKr8fx31mCWm9DB3DIunyxUASwNmFgq8noX2Hh9ka2kSwrus6TBNOrBNVX29yAn4nTHG//27/SDG+NeA3/VVXsQYUxpjft4Y86vGmLMx5q8aY/7wF37+B40xv2yM6Y0x/4Mx5pvf8dj/wBhzMsZ8aoz5l77jub/nY3/Qq6oqKufJrFXrjKpkt2moikKDHG3JMkfMqnRn12gB5qWla9VWpM6EmEyEZltQZVDVNSYRo1WpDff4FvpM1Z3XJ/j0Evj4UwWKSyoHXx5VSvZRp/ywhM8bnrXbA7mfwZZMUflD9EJtJdqMrFp8mxK+8VJoLaaS8dJ7aK3mm+WJ6Ea2nHkQarFFsusYaX7entVSpn+cMJUlBFXA8rKGIO7DluKscHre0qj0nCcj7Lyqc4DP9LwxprlomZBUmQScPihQxQKu9yPXSaT82/PC09CPefJkleVyhftrZMQQR/FIeYCsMMQ89bnK4Sc+lGbqqRfXmwf4bNagzmCEgoZBqNOsydCdbCoh6L+n5JlbEarpMtjvDDYomLw+qhPleAVTGeKUgkVQOn49zjwsqn6FJ3V9nforFUJAedI3WSPRb2Wga42KLTEFfCP0e16SpqvX/ZqTnSYE8XC5FTfWVqkHV6X0vS4cLiu0XoMC9JQ++7e+JS3TmLRZeeogsa46+IoMbF587ZyTM8Z819l06d/dV3ydDPibwO9H48n+FPCfGWN+3BjzDA1N+NdQv7VfBP7TLzz2T6Mg+E3gDwD/ijHmH0zv4cse+wNd3ntcXjEtq8ZJtzWWlcxYrHWEGGTwLNUuJCTInmOZgjgMm1uVmbsCs65UpYYLbbY1+0obhzKJ2q7iPB56+ORj8QPWw6vnGeWaxvYs4iDaGprC0WTQdjXj4x2uu2UcjlQuapMH6W2WxPlsmyQFMEprrk5G5tNVi66/D0y5Fnae/Gur1ULtHLxMDdnaNI1DcS1SlhCXwGLAmIgzgbB67idgVMXK+Hf9tt/2auM7rFKP15l4mzJVsEqrFNDn6vYwralDQpI6UIhUfmrFsqYAUZWWIioo1oXB95FsozR4cHC9RoxXimgrkcZ1rTRvXZNqe9D7fUiCQ+OS6t0qWGc1hD5JHka93zwJN73TSr+cImuu19lXqDJWw9tvR8xGRPLTOHBM6maQuMeq0KZsk8WpSm25yxSgQ0wE+Ri5v8Bng4L7eNb7ro04u8NeMoibOhU5VqW0eS4rTJXrM705wpoVZMZjTCAaw+jh9Vt9vx9/rH7z9OLghqCqdLZRUCqTNm1d/dfepvd/Bv6p7/GzPwb85a/yIjHGaxov9f/EGEOM8b8CfgX4u4B/FPilGON/nmbi/Wngp4wxf1t6+D8J/FyM8SHG+H8Cfw74o+lnX/bYH+jK8xw/XfDRMgzw9uHMt48zp3FkWmain9SW96zAUQXYbWtsZlmSveDSB0JmWZaZwQfuzyeIhtNpYEkLv7Eq0b44aEE97+DDj+A2h8MtnB9XfG3xU/KAlfLZLTFjDVJGr1XHfLxjMTXnfmRctKBLlzifSv6y0uh0bfaQjUlQqMyUbg9V4pfyDD64qXmxzYiTxJmvTwrETVInB6807FdfKz1jgYfHmTk4Thf9zCZ0Ea2qfM87eF5JcDovcDrJ7PzkyWtyKJtSeqiL5AVdpSA9Lqo+Xs56zqZCeqFSPriqbAk2SGluIzfPN+QzfPjKUXmVwueg11pn8W9mlXl1v1MVr9gqhfGJr7vZwAe38PwWPtpJ/xlbFS6erEPeJh5rEdrIK7g+ALWCaNuoqZ7ZgTsJBZdOAfmJi7KZqnqnZF+JmSErhFCjhfuTgmOckl2mgq1LI5qikPF61f0aFxguChpZAVll2JaGTSbEtI6yRC0jvHhmafxMWW5YQ6QwkaZI6vVkYRlGODzTvTZBhP/OwM22ZJ7Te17m97Hl/j/XlwWnfwP42TTx9/cbY353+vPfAX4WtVH5dV/GmJfA7wZ+CfhJNNkFUCAD/gbwk8aYA/DBF3+e/vsn039/z8d+l9f848aYXzTG/OKbN2++0vu8Xq8cZ4g+qKqWBU17XeHc99wPK6dkvBwHieDmYSDLSqzVydKW0LpAW1U83IN1BcvQgzM8vBWxfX+GSyIfjRUp3uaaT2e9FuLlLnB7kCwhrFA3BVM/cuqTfup0IW8aWAcR4UUS/OUiqLPMUVSVRjq1IvBNpeDY1nqv14tQUfTiGcAxLIGmc9g1IamrBIbHZPZtU7CMRsbStbBU8UpeKc21WZoGa1RduwYRtg6dutuD/GsYSRmmVX2Frsm0Oy/qFzQme8wTVzJGVdle7EtyoOoKlrFnpZRyOa85P5wp9xWPj57J6HksSqmuPfwfvwa/9G1VQC8Xpa5LmiNXJTY2L/TnwxHup4TQPDxL/rmyUDpauvS7uTbwi1eSCtRbvd5NKwV3e/sODT6M0q/NQfdumpV2txlsiwwTpDC/PCjlCyO41qgbw0X9vvpZcozxAtVO6Pt41XpyaL2YaLBZLhvRLAR196Dv/2c7jAAAIABJREFU/+3rwFpueHw8M0yeMYqcP3RpPPsipfqzRkWCLJNv9Bjgcp3UDC9CkWfv3b7yfYNTjPF/Bf4B4PcB/x3wy+nP3wf8oRjjL/56X9AYkwN/EfgLMcZfRofR8Tt+7YjmLXZf+Pt3/owveex3fpZ/P8b40zHGn37+/PlXeq/WWpZp1EY1EE3JOosM3bYdBSKrmVNPoQXW3LJOFyLaAB+nqb2fvRlxG1iuE3NRc71E9TValM4UXqfcMKSm81GDD8ZJKeOYC524JPzrTzOLMayLuIhNV0JcKYqCiCOuWrTOQOkMNiuooqfZlWxT9Swk79p1UJXxEtRMzBgFp+twJS9y1sFDrg1VbcXfhDSUcg2QpZI1DsoQoNxpXHcFt/uKZZKOyiXOqUQnfF1KLpBV2eep3bSCKcznrWOfdEVdpiZyu402b0z2IfyKKx3rPFO1LbmfaHeOy3Gg2Xf440i31RAGV79Lv6pC7YdtFHE9ruJa6ibNz8tS+5NeaVNZA4tQSdEkBXuW+kslK83lopQnGmCVHGC9SlH+8UnB5PyoNVM7TVDelUKgdZ0a5K0QbM5xXBg93L8BXwpVfvQ8I1sj7cbQdQqITal7YXOR19fU8eCUqnJLgLqWrHtYFOythw9fqMvCi1clZjqzv93SFLBMkby2CoBJarKs+vxtq/5Zh1bC092uocslsCUErH2/yqQvFWHGGP8y8PcaY2o0jPQhxjgAGGNsjE8dgb78MsZY4D9CCPVfSP98QcNfv3htkbzn8oW/j9/xsy977A98GWPIXU5ezGycJ0wj57QZD35ks+mY7y7MRgu7LOD6GGhvK2AUIrEifbutYbpGbj/Y8fbuSNMJeu86OE/aJH1y2hurFGFBjvbnnUR8bQmPY7JyNODHyOx1qsZ1pigbpmXBukhdGXyIZM4SyFl9IHOO4+uR86rAdF2UMm32BrtG+glutpbLIL1SVW94eDhRbxtc31OU4sPMRoE0zvDmLPlBk1qLvHh2wPmBZZSWaPlkJGaq6jSdEaOeryyzOA1TQD+sarVbGuo1UloLZaDwkdqIjxtQerF69SSa0xy5XWPx/SKt17hSNB0Pry/kDXz67QvN3jEdPe0G7CytVQhCRq+eC9Ets4SMRa77buZkrM2Ucker++WcVODOpC6d6c/SCTlPhSqMBqGJ06iqWttAHZIlpVKq5jsp3zHpEBmURu1eloRJ863iGql2KoTkz2FYI0sGWYhUhWMuvTioJLjcVJq042fxn9Okz3ezKVjjQvAruYPne9l/zN5wfzfxwcuO6XKinyVVWa+Bdq/7MNc6IPtez71shLSzAsahp25a/OmKed4yz+83tfvKCvEUkJ6C0u9FXNDPAB9+lccbYb6fB16i4ZypxsIvped6+r0W9Sz/pRjjgzHmE+CngP82/cpPpcd838d+1c/1/a6iKOhKy/Ho+SzxH27RInp9WcntRVB+SiX7KKg8TaNSIIRqYg6XS6Ro4Hi9kFU5a78QjAJQiYRseSYo3RRQFhXVdaTItEnqRmT5suqknM4aZnCIqhJlZcs4DUyzpywyorFUZUZZZNRFwel0YlwtrhBPsUZF+6KG0EfGKITgroEFEdVxHWm2DcOx5+LVRqVPXQOaCl7eVGyakW/d632dA9zfPZDVO+4eFUjjVu/7o5cwR4tbV4aLytIW8R5lZXBE/S+zZEVBCBPMkdCJQB6e0pdefY5CQgt3jwtDUk83mWdcoN0WnB9nqhri1bPZWR6OgaJSUAOhouuYKjpWAxyqXIHnMstMm1kwmeV6DRgrvdQmTVNxGRRBsTamYGqSNWZa0/BJi4SXD7D9SCjZeNgfDHmI2NRNIi6BuZBQdzzK3BjWiZt9ztvXC21Kp2rrwYMtMyKRKtP7CQhBWaOUd7sXp3ZdZFe6mS5gShUUcjiOGh0W+8jukHE+XdQmeFEw3ewsd3cBmw7WIunEqlIcXZepUmmynOF6hQrMdKJpmvex7T6/vjIOM8Y8N8b8SWPMXwH+KvDTwJ/8dbzWvwf87cA//IS80vVfAH+HMeaPGGMqxGP99ZTyAfyHwJ8yxhwS0f3PAH/+Kz72B7r6vufuOvHZQxrcGNMQyKSdKQpDW2e0heCvdfJUVU2jXtGN3OibErYbQ5MZdnVBU2Y0jVP1ZUkN0Iw4lrqFOrcM/cg1phFTa/JRpRK0R8Fs32VsK+h2BdFPTGvgYYBxXtk0FVUGeVZwvQ5cg+PSLxqpnUnR7g28uVPT+37U4mySBaPISjabHUvfU3QVtx382Eb3YAwiso/9iM0yXu7FwdzUcNh31PTc3urzl4V4kwzIgmdIAsW4PqWoGS5EsiwjGkfpAnFdebgEFgvnB22yALDqcxNEUG8yePWs4TZxZ5fF4Q2YeWa7s1xGyDtDXIMU1VdJJ5xRemmT/eU0paBVtthVyHXXQls5CusYZ/jsTv8/9yldmiXniNbQ5pZD7dhtkjrc6d52JTzcw9HAtz5RuhAc3N9HjqnDwjQGis2GsEpkm3WOkolD12qiym2JXfR6R+8YPBwfVz5+7bkfxKMFLxfCwzkJVpNJuCvF55Vlw75r+Vs/zPighefbmrhC2Vis9xxu9tSZiPJuA2YJBHRfjoOCat0qsBaN0tmAYegXZq9xWXNWcb1e38e2+/z6vsgp8UP/CKqO/SHg/wZ+AZX1/7EY4+uv8iJJe/QnUCH40y8QZ38ixvgXjTF/BPizSND5vwD/+Bce/rMosP0qQm7/dozxvwaIMb75ksf+hq8YIxGDn2e6RtxC8PoA46LT4/EYadtIlQMWtq0hyzOKuDCuqWoSFE0M8pMtcaIucvziqRPxOi4KPE8DDEbriCHQJGf6MKdUYVR/Hp/K54OvWMMFEwN12eDXK5PzWJfx8HClbCsqBmxe4IYTeW4495FoVZmqEF+QLVrQnx1V+do30GQrYb7S7va8+fSRapMxs2JSZWyM8OkdtM2qdsWpb9KnDxee7fZk9pFXL5SuFmkCymxy6jYwvfXsP2ghBsZxIBQ5w7hosgxQF4v6Y6eK2poqal0nxLhm8PqNNtJ817PZVZgoIux4WaAq6eLE7/yxlris9DZwnhZ46qKZ6yAosnceuds9FL5nc1C6WBh18/TzQFeqvUrx1I0UuNlWbMPMugRW47j0E9MqPscYfad1oQGgl4/hG79DwXqcRWq7EGXSzaEIE1kOroF19Ny8uIEQ6JqWTz55zeL0fpvoWZ1hKNVryyf7yjzC6N5VD62RabrKUrtoAALjEhitwV8GbO4gerabDuNHYtSsu3ivQQquSCPKCq1Bs+hAi7MOF1z8vJq42UIRPFVVvY+t9/n1ZWndZ+jQ+vPAz8YY/wqAMeaf//W8SIzxV3m6R9/9538J+K7l/xjjhOQM31XS8P0e+4NcMUZWHyibhvB41vyz5PiuKpV/TQXz4vHoZ9MSOfYL27ZgTmOgKgdraj9orKNwGSZ4ZlI3wzXl+TM830NTVNwfR86zUgQble9XteB1k5W4PLJ2OcwXjR+fVx7iwGXw5Dm4uGKbjGUcubk9MC+evOlo44iLK8c0U85OOuW7rdywaxCJXeYmKZE7zp++ptnXZH6gaw3DFLnZOtzFk1u1+73M8OImBaK8Igs9U0qfbnapAlXl3HQNb98e8Q2Mw5X9bk+eFZzORwkdg6qUzzYldbYwloHPHpUitbXEoEUL46/As1cwn6F6ZvHjSFGVFEVF2zqmfqTY74gBsrIkzA/UTnaOagfMsGkdx+BpGqHXx15I6fSwahinAR9ObPcFfbpfjROXEw1kNnCZDOMKnVk0ty8TqlhmpcBllvRaVgfMOU8yhktk9VLpPw5gX87UVcHLZubFsx1VnmOMYRp72k3Hen8h66BoO5wfWR5WstTs7f5BxY2d01qbEyo1XmLTolBraOMjVe4YHxbWxpAvnrx0vHm80natxm459TN3X3A43N+lvlmFqrnf/FBi1nWN9L3WT1zh9ub2663WAX8d2AN/D/B3p9L+j8RlraVrKgomsBrI+PoxKaUjPL+tqSO8OGwwqRROMpnuq0xz7ID7AUKM5FlGVxTsuxbrCkyEfScRZhk0w74fYZhG5iC+wyVDsEutL5qqJBifNtyMc5UqNc5iluVza8gSYR1XyqqkLAraKseFmSVmmKIg513L1XmCvvdSas/JJJoXdHVGZRfqw47hcWCKjvtBpt0uh4+eVRw6pyb8mRZ20UDpFt4eZ37523B/ldBxWWANkfMwMxiDHWG725NbMCzkVYMJqXI2w2VW7mVjSueyNIUlSr09V+Kent2CHwITcJkmiIFlnQmZZZyu3Gxy6hw8GSGTdudyli3levWcBhmO+1VVstJF8mSMvZz0ebI4s9no52vSdl3PEF2NM562MBgCjz51mEjfXfRKGa+z5BSHErZtRhxUPMhyTaN5tQVnC6zT4AsfPHlm6YeRMVrm4UKzSRNYHBxPK0uZ+K/UWnkKSjFtJSmBtRJL2gIOXUZmDes8cxkWLisMfRQNYQ23u5YqzJRVybNbCTYvqRhzfyeHQlxlQJ+tMgizRuo8oygl6mw62NUZZVm+3z34/X4YY/z7EcH83wD/MkrJ/kugJQ1m+K16xRg5X658cpw5XzWn7hu3cpvnFdw/Dpi2Y556glXOfx600NdoqEpL6+BwaOgKw7QILV2HUW1MvHisMVXnlkHkrMlK2RRyOdQDOtlNCTme6+S5fzxjiwxPVOMwAiHPFBgbw+1uw6vbHYfNBh8C96eBJRrqMqeMq4YhLtJHxSyhpzz1pO5hHCceh8C6eobzkby15NGzyZU29DHjW69HMEalbKN0d1rAr57orKa3uNR+JaSFFiCEyO/4sMGuM7O3rJRMfc9pTpOQRzgfF+5PntmmKTBRG85HcVsvK1WnjIGiMpre0jS0ZUbmCsIa6JeVN6cJ4ypuu4p95TAhadEuSeE9qfT/N19LtX7/6DnOSpurCralZbfdSwjpdH+uV3WTnC5HiqqlqRqMLakN7DY5ZepVNaWy/VMB47rCx5+uvA0KiLtW0oqsdLR1TldkWBw+RKZRM8bG/sJuv6eMUJQdIUZu9w3jUQfJZZbn8IMWfvyFJB71Xh7B0jzNtcuZo2VaFqrcUKcmeV1Z4oxhGmdWW3C+TBQuY9cW3O5KhiOQAnVmNCWnMUqz8zpnmleqsqDNoKlLfPz/oWVKjPFXY4w/F2P8XcAfBD7RMuOvGWP+zHt9Nz9ElzEGa8Q/PM0eO49w59Ug7fZmw9asVHWHjSoXP9tK4JiZyOQNMc/pnMcVLd5Hzg8DLsvIiBR1waY1HAqdilWj07QyasdStwUZKd+PUOSGKs/xPkKeUVtDZiJNa6jLChtjaq3qsCZSVQ2Fsxqr7qQbyq3FuExTbJ2qg26BxTguadrH4oS8gl84DivGOU5H8SqnQafkfJo4r3AZVg6bjEOrU3xXwGoLmlz3okwVy9MZtm1F0zRsmhI/r2TNgbZyfLgveHZ7Q5ulpm2ZRJ5drc0QURVw9uI91qiCwBiUCk+jOLSwLFynwBoCm7akywputy25mSmKmt7rc02p8+c8qzJ6s1UDuTaHZ3tL7pWqUsA8BfpxZYxCmi86+OiDmtrDZn9LZmDfFOy2HYdtSVcWVEWlgRPIjmKTeuIyyv7RTXA4SHoSDbjocbbAVRua0uCswdsCvwxUbcc8DtSbkmW+YIuW07HH1slMHtVL6YLGY5HBeJL/0FVConXdUlhLVmSUeYELsDrLOk+MKwRr8dNIVliO5xWfbxiPE3OVvI2Z1sTWwovn+l5dCLgyJ64z3e6WIq54U7A8mRzf0/XrUk3FGP+nGOMfB14B/yLwe9/ru/khumKMuCxXU7ZKjdnyCI/3gvfX65lxjTyeVaEoLDiX83gBk7ds8qiBlnnDsq5cewiVYZgH2jqncUF8S4LQbhFZutiCdfJEv1KVFocsI8yRYHPawrAtHMYVLK7EAfu2oS4EZKdpZZg8D48PXMdFRN8yYW3O47Xn7XlWqvgF60UdPV2juWnPKnh52PBqt+HFzY5NkXH7vGYdPFmd05+h2TeYSSfU5bpySq0zzr1awkxTYEYTr+ySujXGQNvWFK6k3GxpTE9RNay2Yl09s4HNTh6+thCiWV1GP6i66KKCVm6l9zKrKmKXROZjIGJoS0tmHFXbcLlcGGPL2J8prf18xuA06s/CqnVIUwq9PpwD9xfongOPUB0OLPMFvwIWYl7g14V27zBhJC9qoqsJ60xZVPTTwrRORJQKxajnHy56f5+8gamCb79W65V5Vaqa2ZXKLjhXURYlWZyo2h2ZXzjc3NLmgZvbl5ok/PIlWZKtDF4cWOU0LqzK5cXbVvC8gaLKyWxg31VqpRsWooW5D2RlxbateLHbcXtzoDCBzb4mX85sDh1ZUNAunQzR51V6vEsP3uRM00K76Shs4NnzVzR5pCiK97oHf0OSzhjjGGP8hRjjH/7y3/7Ne03TRLBqCGajCFVjVEWaPJynCfBME7jccukXxgClGSnLLTHmED1lUfDBq4a9BTx8ct9z9YZ1mqgKPX/dCDL3x4HrqsZtWMcm8U3BwePxzGWKFGVF11Tc1hld0xCM4zrN5IWor3M/8Nlx5O74wLUfmE1OCDPjuBCTFCEkTuSy6CS9PE3TtfB4ueKdY1lmut0NZhg4vNiTTQv7ZxXLtWeYlMp+8pA8b6OelwXqtmJrVBBoWv1bcCWWwG5T018urK5lmRfqwrFvHG1mmGeoOnVUsLXl7bdXXg/qw+RRSjV7tcIlE1H+6uB4ta9pmhZnFqyrmcNM9Aub3QG33JM3B6KJFEXGtpbHMIuqZEWSLjSTwPP5LRQn+PD3WKrlwnZ7S1s9TWOJNGWBCYF2s+fQ5tSFod0cwI94a3HGaExYre8zjmrLsjzABx9CF+DDZ/Dq0PITL0pqB+chcH9ZOF4vXPsesoZl6hmWBb/OWFtSOsOrF8+o3ULeKG2sXbLZrOrFdb6KjC8s1E3O3Wnh4TrRDzPzMrEsUrFHK7nKN14+Y9tkLMFgs5rpMlA2O9rS8MFegXUOQoF+1ITiuoHCrrw8bNhWFU1TY9eJpu2+duPvj+xljCHPHKfknp8S3HelFvKuLti3DaWJVNuMNg9kmdW467yirDJKt1BWLV2Zs/QTWb3hOq9qoxpX2t0NYRGZOXppmmydUwBdZShM0N9zaMuM3abGOUOVWdbVs0bHYqC/nli8xSxKPS/XNNkXKDND4yKZzfDOUCZD63VQUHnVwctNSVPJmFsZaOsOloW8bDgfH1jLmuO9ymaX+5GHHj4dYLkq7T2f5Q/8v35NivFf+fbIm0X+PessH7xw2ODxZIzjRDCOLM5Yo8GlD73a6dZ1wbaq+B0fvCCbAsVOFTIzS7+T5Uq/nqd/3+522CgJ+fky4G1FXAeOvWeaJ4brhWL3AW22cLs7sOsK9ptCXRyLp/a1achBGtN+9xaK5xAugZubG1zmcEklPvvIOPVkWY5f5iRQy1iHI7gaAziXafLvmFJQA7/yCI853H0KtpWlxNpAIGfyhmUZyG2kH6GsCna1wRrD6/PC9XIiOMcwDdyfR7wtOR7lyzuN4uKiUTq3LvD2LP9iHhc+fL6lzQ0uy1hCILeBOQqxeSKXfuTNJRD9go0zvYe7yyPjImNe7pSur8DdDG8vqtgtlJyuA/Pi+fjthc8uI0N//dqrdT+y19PE39UoDdjX8PJWPIh3ahQ2TDOm2lCysmk3bLuatgATA9fzheMYeXh4zek6MRpYhxNdU9EUGYebZ2Trhev8zq7StZCHhejgOkaG1TOcF8YFjHVsmpqyKJimiSFawjoTxgGPw68rTe3InngOq9L7cVwZg5rPzX2kKJXSLSsQ05inyXEdVeFouxtyFyjrBhsX9ocbtnnk0GWcT6uqQIhUDk5m2Luz4P4lNbdrks5GbL1lWxWUdYvF47IcQyCibpUxRrrK8re8uOH54UCe58zLSrEpaZyqgFOmKtuyauMtMxR7YLnibcaxHygKy7Yw7DctTeUIxtF1Dc9bONzcMo49S8hwxlDXjnWRmDJz6olkUE+lIcDprRDyw3XChgXrDPs2x60rwXVYPNvthn2lQ2w2DSHMfHSz49XtQe1kUuuZ40XVo+N9auU8wL52lOWGkAL06iMmzAQL/fXCGi1V3bCrDbv9LY3xFEWr5nq15cMXBa2RTGNXCQE/ockMdS6Y8xrWGZO3rMvM7MFaR1cnXtQVlEVO4WDb1eQucXDNhiKz1KUjRsDBwaXe415/7/KIK3JutxUf3TYcuoaqLH47OH1dlzGGpq7ULmRWypNnsnvYAHlRUVcVWVywNuO6GohRfb8vM6dp5HhaGUPG0J+ZJ08sGsZhINqa6+XK6/PMeVQjsrsefu0TMHlOblWCv6bZcMZCUxY4q6EL3pZka0/EMiyW06VXEJ0906zT0xio0+y7ykY8TiOyz6rUDYsI2mfPCjalUX+oErrKUlYbxmkiKyqCXxkWz+OSybKR0oiqUzk/XwX1t7XQzBpFzs7JY5bnanK0zJMWMIGyKMiLktJ6MJaVjDVagl+5TIHj9Up/nViChhrcvYbdQc74rpRp9cMGtts9tYO6rBnGmYfrxMPgyUJgHidcLjLp8XhijDl+6anKHJuqf9Oq+3FcFZj6szitopaX8TqO6qWeWVYfWPOc2g40dUsIAW9ydm3Jy13GbvdMwwsC5FXFJpOY8eYGPijg0KhH1GQgmpx1umBdgw1wWaO+0wA2r5kXz76ruNnsgchlWYlhYZxXVjKmYcY7vddNkwSwhUzGrkw9qMIs61LuyJzBGdhvOjZpGMR17Al+ZdM1fPzpW7519jyeocwt0TWMvecyKG3/f9t782DJs6y+73Pvb88933tV1dXd1dMzAo0QAwMByDZIAmMPRhZICCmCkDFhLAQWYRHGGNvCWLItgx2WFRKELQKQQLbsYISEhLABg5GRzCKEGUBim4Xu6aW2t+TL7bcv917/cX6v6k1PV3VP1+upqu48ERkv3y8zT968v3vPPev3rIwkiJpWCqTbumZbNpxuc5wXoW2H8oJdg4NPJrWtOBCdko077R3jSQSXpkMGYUAUDRjEMcNAMRokDAcDxpEi0pon9wL2Ep/x3mUuTQLGoWY+32c+EtOiNpLsNh2Kv8P40OQt2vNICzEnlevxt7uO2obEdCShj/IiojhmbxJx9WDGwTBkNAilxVQoleOJ5+O8EKcUXV1KlM6XTbLthW1XN4zHYzSS1oDShNqQxDGxZxmPBkzHE56ehLzj8kQKXvvWUnogmyFETvEkFE1EO6liV0AchDSdJa1a1us1aVFjuw7nHGGc4GuIPIsxkhjhmQJP+8QBzCcBLoN4JpqaCqQebpmLSXpzKYBR+6OIwXAsfrUiZVNYKs+nSpeizeExDS1RPKFqLWVrZJwAStInzhpBzCKBCBkkcHU+5sreiCfme4yiCK00RQu1MdR1TVY21EYxmc6YJw4dJmgF09jDj0TDCzy5H6eFBD50Ax4dKhoT6JYnLu0xCqQB6pXLE4aBZpBEjJKQ4WhK1zZsW9CulSavODoEFqXr5NCsyrvND0wB41FCVxtKG1KVGS0RRQW2a9gU8OIRvHC7JWsMgas5uHyVYY88oLWGJsMFGtshNh2SpvDEgRzMLohxtVQitHVJ5TyautppTp8sstbilMfeRELkfiih6HIL+FDWLVltMFYwKrTS+EFI5Dus8jlKLZU1DEYTBr6jsSGt8/GUZZDEeNGQ2Enqf9ujGugWCD0izzCZ9LV584jAaYJoQJatuL2t6LpGzKOuYJiMUF6IH8ZUTQee8MpbyJuWzXrD6bpkVUimeZ1JcmHYCvzvrRS2aSp4SqlkvJe1ZbFasc47iqLAWkutfPwgwOsE23pyIEgDo0hKb7a51BdmqUCOxEgGfRxo9iajPr3C43SbgVZ4nodpa8pO07SWxlqyopKIUJZj8dluWmpfwuVhD04XKjnBk1gxjAJGgwH7e3NiDcb5aB0wmUQMbcdkfsAgkDFMpzP2JgmRp+mcZMAr+mxvT4qvT51EpbpWNBHlLJmNcbbDT0YMlSGKE0KtGAxHTBKf6SCg6zoIRyjbEoQxCsNiDatGctRAHPptDsSQG0exOSGKp1RlCX6C8iNJSvUCjFP4YcwwMFy7eokrw5D5fJ84GTAfRSRxQBRKvtTRSnxPZS4HWTwB1ZaMZjMiKg6uXGXkVXTAKi9RyO8zBrRpaQjxXcVgGotm1FiUHxEry2QkGuYh4o9bLKW8CWuYzEYEWjOfDPEUDJPokw+Z8nYlrTWDOOTyNGSQNOgepIsEEg2B7xEBVZFRWUfVluyjsM7Dc60A4GvNeDSkyrckcSTlBcaCszR1iYo9gszIAo7lFOw6I50wen/I6bqWynbTUuUlxyk8NaupLeStY+DnzMYjtIqpq4pB3OAZSfwrur6Wq8/SbpSgU2IEqmVgxAE+GQ1ZbTLwHdq1GKsxzrFNNyTJqEfK9Dg6WbKyIpCiFczfCc0p0EpBbb2F8VOSdR4lSIvxZEQU+kRRjClXjCZj0cyiAOUFRKbGBANmWnBJLIrAc6w2KXkHx8fw9JNSUH28ATcX35a1jqcvzzlZbum6Dqd9hgnEvqIsW+ogoqwaQm0pGouylsCH2WxKXhUYqylrw8mpAN6N+pTi9UoQSb0W/HgEtsCfTHjp5k0cisgY9vZmjJOA1nlUdYPTAb4rGQ8ims5i/SHjUcVyIQ0v0kpAxq7OIDIQOIc3mVPnC5LxPrpOmQxCVpmPsY5QW+qq5HBdYx3MpnvMRjFhFKOIOZiOGAQrwS6vZJ14c0nDqIHBZEJelEyfeIKuykgm+5hqix1JSsYT+1C0EiwpG4d2FmsNTSO8strReZq8sLSNCNZbPUTy08CzT13hZLVlMp2ilANnLlwwwU5zuic551DaozMNq5VgUPtOBBMWrI7wTEOUjBjZeDu1AAAgAElEQVQEIaPYw6OlaCosPrOBx3Q8pq1ychPj04Ft2VYtWdlSlTlNZaiN1J4lPcDc8Ym0B8oKOFlLVXjRQFaVbBrp4NI5ReB5LJcpZd1Sd4J2qZTUu5VKTrqy6GFte8zqsDvLQpfNfjCBywcJSRRQFg7TQdEamrbCtAbP0yjtmI6HPHtlzLWr+7hKcKe2uofYBZYbuLGGeA5PJfDMFc3pWk7Ztq1RSpGmG7pwD1umtCqmKArapkb5EZ3ziAKPvfmMJw8mzMdD4jiiqyXHq0hFW8sNqFr8cfgBx8fHvLTJuX50gnEd2hk2aYn2fSJf4SE+Pw+Lsw3ogKauCKMhXSM+ljAC3fe/04gVs15JFUCabqmtx3a1oOw066LFOoPnBURhQFUWpLUjS7ecpjV5q9mbDHj28pBn9gSTvOrBA33ApuKrS5Ih7WZN64+pypTOehyuCvKqIi1y6k6CMWm+Fed0AF4QSZCmMbTGEQXiqySGZ/Zg2EigZtXA8emWYDCErqJVCavFEVkj963zpWxmOoZ4OMHUGVWnKPOWtIHAUzwxH5AoS1nL+vGhLxESjXKbZixzQ1XkLDcZ27KlPiumvEDaCad7kFKKPEs52gqkqWfEkbjaCkTtdrNABTFaGYaRz6bsuL2pWK07iTbpgLRqaawHbUbdWDY1NE1BW2WcVgLutslEiAzPQPWNQF9sMzElP/VqwKdfm/HOJ68wGwYcjEHpAGONdNLtaqoqJ01TssZjHIpJFWiprdK9Mz8vBJSu66TP2PVtjzKpYJOVrDrBvy7Lmk0mrbzb1mLajk3RUHSasm7xAsFyCpFCXWcki3gSQuJgsh9w89BCLBEelM/pKsVoH10tGE8vYZuKsn9tEmsC1dEYyIqKvDIUdce2rHFaClidJ3Nvqr62MYCmaDE6weQt+9MpPprFacqi7sjyLW3TooKEQDui0Ef5CXm6ouocbStmTuN6qJRYctcapHQlGEhKQdW0HJ8ck1mPeew4GIUkcYKnFXXT0joPnw7PD/CUIlY1ddNylBoWGZycSGHvEjgGtp3cY2cqDq48SaI7DuYzlHMoZ7Ct9GyqyoK0qHFaUdUN27xmtd6QFRVdU2G6/lALxNRdFFD6kg6hDexNB4w8y958hjIlaeUIIjiI+nsXBtQV4mwLEtbpFuOkUqGzcLKpSCspF7o8h3cjKJMRfY/ArGWZbUmzFIOHdp2YthdMO7PuHuScQ3s+m5U0y6wL2RTaE5CxJBn1p3CMwjEZJKiuJi9aolCT14bQj3BGnA468DBlhq8VUTJkHGRsc3HwRoHAXwRhj7wY9NpSBp31aFxMUXcoJKlxmEQkoc86zTDOkdYddVVS17BSkgOjrRTR7vdIiq1gt0mOD31ZQgVtZ9ibjojcAucJFlRWS/hYBwGh72GVJvEMQRjh+zDSMABul4IHZYBLnmhkdd4STMC7LvWAWZHjnJL27KMZSVsQxkPmsxFN01A2hmXakIQdg8ijtZZh6BFrmZf5RHJrxntw5QDmYylYHgwjyjJlthezP0koW4jHAyZ0KD2g1eDZmiv7T3C6TjEmpySmLNdYY0hCxXzkGAeiEawQPJ7REGYabhmo6oqitoTOEIURZVngeT6+72HRaNcxmwzIq5a8atkUHcZTuDoVnCVfqubrHvWzMQJr4sdjYlWhkjFd21A0LXVVsSwsyjWMBg3jwZCRrxkmES8eL3CmwwsThrFHWRWEoQRSVA8xXK1h76rkgdVVSdY6mpuHzKYzfN/Ht0AU0a5rDouWmxks0oJBDIEf4YcVSQejJKRqa1wHWDGhwyG4XLSnIIbQM/gWVDjENQXKWVaVoixLRqPRq+ymN0Y7zek+1HUdYSxJhtFAolvDRFrrONvhtJaOwKMxo1CKNtc1HC02bBtLWWzIykY6ydY1RWVYF5Ysz0CJ+dX2OFFWiX8o7yRvZbmWjrdVVdGWG1Ca0nS0HShr2JYGgyPwFZNAHMyzAcxHIVfGonF4AylrOBhJJM1Tou1Mp9IpprCwaVswDU9fGTAbSNSQPldqkkQoz8M4i/ESPER93PYQIy67i4NT5AIBonuEgvlej16pNYNByLWDCQdTaZdSWZ+mzHBeRNkYnGuJohCDhzWieZadkmaclWCbF4VgOpWldNgtypoOTVNXRIHHZBihkZSLKPAwdU1LSF2VFK3U9o0ThXMenfbwlGOUiO9tOpH8I4dogq2ViKDqOsLIJ9Sa1TbjtLBoWgaxpHVYHdK0HcNBwqVJxHAQsz9QjMYTAagrBG2iBtaIP2c6AN8ZjCcayzotaLuWQRKxN4oZJeApjbIteBFtXRJHHnHoCVInBoNHthFNb1XC7bVk9k8jqf8LwxE3b5dsqwK6iukoYphAntdstnLAejU0jSGMB0TaSIMFBcfLDWmWs+j75flIZPAYyUK3NUSDMeNJQkyN8xPKpmGoa5IkudD9txNO96HBYECsIRmJOWQ6mbDNBtZZSVm3OK1QXUnRODqncA3EoSI0BhWMUMoyCAzz8ZDZbCaNLcMBwzAidIK5Y/vCVg+Bf41jEYAjKzVrh1lJXaSYWkzBqm0py4LVxnKaGdKyYpMZWiMbOgilzZOuIBjLpjtrKLA/Q7r3nnVe0UA4wlOG/al0DZ6FEA7GeMriBRGh7zMODH4gUC9Ht+Cod7gfJAL7O5+J4GsaAZbrOoGDSQJNXlryqsOaDqM8ynyDDUZEqmV/knCwt8/+KGCYRISBRxJHJIGTzjOehPnzTqJTyVDKffaGIQNfc7KC6ycZeZZy66Tgg7cyjtcrjLPYtqZzmqqs2GQldWuZjhJU29F0inUhpnOdgj8R7cb3RQPULQShT1o0ArWsBf3A82JQmnESMEs0Bk+0n7qjbMQ8LYuc1aZvwomYwFMECng+ViSDMdiOrq2xaIZxzMF8wpPzAZ6fUNYVeW05WZ5ymhm6pqOsG+pGAOOUs4zm0qCgxzLEtCJQJdpY4gewWrasSkNeNuj+npwW4o8MI7BKsTo9oWgVdQk04IcJ2nUUhSTx5kbgnDXiLtifwzTxqMoKvIgq37CtHZusvHDTbiec7kFKKZw1AoeL+FQ6JdnQ6w6U5whpaWooW4d1Ft81hBEcpw7jgXYVp+stWetTtC2hq9CxR7ZdULaNYFr3EB1NJ3kwQ1+q+VeVaAgDJY545YUC81EKNpJylq4T/B6UTxCBrx1gMUYgaaORmG5hXzBbVZIOcdqIOdk5GA0GtFXOsrSUDRSdY28+xjYFZduhTI11im1l+ejLhzx/JH3XQIpWb5ewNoKeqehP8lM5basGWqvJsxXboiavDW2V4Xk+IQ3OT0BpnGnIOp/1ek1nFFlesMkFzgUjZmRdgj9A1AUF26Zlva1YV3C6XrJOS1Zbqb+zRsYXxRGRr4hDTZrXlJ3FthWD0ZBxEhB4klpBAsWmr0vM5PDpHGyKjqICLHjaYzxSdF1FXtacpjVZUdF2hjQvyRtoq5xt0XC6ydk7kBZAvpbM+xLJCdN+CE4EtfNitOvA1qzzllXR0dQlKPHDxYOEONQMQo3TMaaTnLTLswGREvTLk75MSVmZl3GsOZhPmA1hPvUZhD5B4Eu9XSS1eF0pdYXFNmddKZ5/KeVmn0eWBArrHF4EBzMImx5rXqaJvIbbiw3HuWOxWWOc7I3G+Rfe4GAnnO5Dbdty6wRuZHCUSyX8pRnsJ7A/GmFVgB9YBnFI29aEgzmJL76S0A9oG8dodkDiNjStw+kQWxmy1qM0Dtc3TLRausgqZO8Fca92WzGNJDtd4ynRrLTtcCjSSjKoDyYRe6Hm+hEcLjpWmUSFwr78oHWyeMOhdPmYz2Hmw94M6rYliiJmw5BnLgVMB0NM07JMDR96eUVeFsShzyAAXyvaPv3g3QfSu+wQcfienPb93rT0PIsjadSAMxStQ9MSasu2MFTOEUchHgZrLWE8oMi2lJ2PMzVZLuBW+QaWrXyP70u0MR5qAiW5OkEokadhoKmbjuOthNaHkU/TdPjK0liN74uUs3VB1ilJ1agbmRsl0Tmr4CY9LlUn7bqaEkEjUI7pcEBXObZlIz6dvGBbtAS0jMYTIirieIB2HfP9SwQt7M0F0WKClLCMQvBdD+Dlx6iuomotR2lLnq3YbLZkBTjrUH7EIPQYDyKS8R6j0DCbz/BthQuGglcewROJaDRt3x1m4CuyRvLOwigm8sR3ujzDgNrCooWjBbjQo85TZnPI17L4PAx5p2hzuH4EL+XijwNBP1BKms3GFoaBRzCYMk1CJqNBP88XRzvhdB+Sjr/9YW3FBMDCYBxQ5AWbuqVtGrq6wI8HhFQMEkXowd4oZj7fQ5UruvCA001KWpZoD6aJ5qn5mNlMbniZCkxHh2hOmzXYWIIpJ1tYVlI5f/VgziQWdVwrxWwiuUpOBbxwaHluDYcLOSFHvjjPtZNUguMN3D6SFuc2Fbja7QJa53G8WIIS7KemNdQEdK2Yg53VlFWJChJm44hpJN1fjxewRTZdAsTjvuJdSYsla2STL07XLHMEjAzNdJxwMIiIAo9GakMYh475dMxk4NHVJUYFJB48+aQ4py/Fkk1vQ3DKsj/zGcZa6g1D8OI5gWpJM8g62GQdt5aObV4IskRbUXUeVdcS+hqvLfEHc3Qj0dLOwGFfUN/QN08IpYzFszAYDqmKnBpYZRXrzZrQ1zRtC9qnLVNqlVA1HWEUM9EF6w5+eyVmVI7MVd7AImso6xrfNQyHY8kB8xSe9mgQyJNBqMBZNCHGOmyd0liP48Upx2lHXRZSQ+mJuR4gBcY3bwvKxHa7EiSBMqPofNLNik0Nm1MJ6rSp1F66yuDFMfla/I+3VrAtDZt1SxCJ/7BF1mWJpLz4CrIsowugbGsiV0E8JdKGILhY/MldtO4+VNc17RlWjidmCj5sTlvCgwGqK9gWlk3RABYbxLx0KMDvgZ9iXclsf5/IllyaDghwrLyWxvnouubmQkygS5eh7FtFZJVsdG8D73hGSgZqp3DO9SUC4uvxTSnQsTGs05TBACaH8PQ1wEpeU1ZKJvhy1dfgIpGudQf5DSmrOLheMn33hLpeYbFcmg+pqpz4qRnbdM1sEGC8IavTE/JWS3HqVtqv21SAvXLEYV3UsqCbWszPowXkY1lkkTJMJ2OWm5TOKk7SljQr8JXF4JFmBcvFMde3NQk1QSDjLpU0VNibwSyA/fGYTVGxWErykKegrrYoPyIMSzZLyEa9036zJk5GKB0y8rdU3pS6WDOY7OMqyYo3iLZ0Bs3/7BzGETQTUXDiBLbLFeF4j3G3xLSQO5+uLqiKnPXWYzSZMY0KbBDSWsWmNJxsZEOPkc3dIbhOdQdpusHXc4E8HiQ4YBAnZGWNMY6OENMYVsslgafYFDmRXxGGEaZrSeKQ9lTadKWl/IaVE621Lgyz/SHt7Rw792iamm3acngIw6elLTrAuoFPvQYJNfM5eC/L2q7LlGgEB0oigfpYIrNj+q7NLQwPJkQnp+hoj0His16lWHWAMeZCtaed5nQf0lrTVTJJWSPoBMVGKuOzopCOtVZT1C2xpxklvnRb3Qgwl9UWU6Y0naJqjJhQvsKZFuUn+L44vosltLEgGoa+1JEtGukUHHgB2drxoZsbXjgtcQ7avOQ4NRynsE6hqlqOTyDs21FXnUDKmoI7+TyFE1PFNlKS0CILtPUhdDmTgRyV2rWEgz1snZM1Ahts2oLChni2JozgyiVQpZzYZ7CoEZJDs5fAaOQzGErYfz6QkHelYtL1KWWnqNuGWHf4npY21s7Qdp1EvwrJZs8rycf6YA4nLWxXEpEqqpxt1mL6kpPOCcifMx1pIyUot5bSUqruLF3bUJYVfjQkVBKkKMuUIPDRsQilFZLBPUEOoXCo8Xw4GA+xLfjDKW2xZpPB4Qa26y23TtYclzVV2+DZmrJ15LUl265Ji44A6ezaIcKvBa5elXZWHT7rPMOe9Z9XHqZrKI1DhRrTZGzXS+owoqs3jJKEq/sz9kYx+9MhTVVQtoJBf3kszQeeCODyUA6lTZqztbCtDKbcsKxkDfi1wBsPAxlXVUNZSpBlNpYE4+lkgql6hAwlgIEGudd1XyC92ZwSzWNilzEeRHTG7pIwP9nUNA2dJ5rB8zfhxlKSJBMPQl8ThAP2RyGhBwQR2zSnsrJJhz4M4xFNB1WnOF7W1GiUc8RJwuWxx0j38L+dJGL6iCl2aa+PHAFZ0XJYwkC1HMSyEP3Ip6vF1As9KR3Z1ILjVBtx6poOgqGMZRLAtT2pEXzqCUkjONMYDk9h01iWaUWWV6Rly2Z1xCJtubGAIl0RRRG+hvEwJnASGYqGYqqcIi16WiVJexbQni9ojR6MRgmRBmxF2SmaWnKz2ralbg1FUQAwSXyu7I0YJyJYYy1aUY5skDCRTiaogKaRIuxrT4yZDj18ZdnmLRVillWtoGWCo60rrHM4pRkmIUkAnbE0RoIEbSfzIKEEMZV8a/E9KMuSzICpt2Sl5QPPw/Mn4jBvLQzpmCUhoa9Zb0vWaU7TwWZb3GlF3SG/IQJcAXvzEV1d4ZyiahuKsmK53WAdxGFAnVmyxiMcDJi6mslkn3ESE/geRau5cfuEW+uCoq8zDAJphBF4MidGQRIHPDmC2TAiHE4xfdHxSSZoC+tWoohV79dsO/EP+iHcuLXiJIPlVu7fGjmASiQfbNuB8nz8riJrHNePt5xuS9KswBhzoftvZ9bdg5xzBKEA15+d0K6BLoFhLKd107QEeEzGM1yb4YcxymSklUCqDANQyRCvzZhMIwIrwGrbYssND24UoppbJDTvI33Abh/BdeBaLU745RbMFTGbrALTdTglxZt1DaMrmoOZRXeyuVCS16SsNFVM5lCupN/YKpcwclvLxrmyJ6kAxD5F2XKa55SlYXEq2cybqqPTObGvWGUNuYWXF1KyMkYiOSMk6TMJwCjFrcOKRQ2jQxj6JW2o6NYFpnMURUtZtijrWCxTqv0JCg8/DIhoOF7BYQrvOhB/mUYeppFM8dPTmlUjmO2B72GMweLT1zxjkEJYq+BwYehUyiwWydaEU7Is5SQ3DPY8Rh7cVuI3axAhsi6ky85RChPfCoCcUkzHEdf2K6YRXJoL2mhawnO3Vzyxrwj6AmfbNezNYp6dVnxkI3MDkie0svDSYcZ05mGbkk770BUcb+DSqMYzLS4An4qy0NQW1kXBOI5ROsajwfM8IuUo1nDkwW/fuBPA5GnXtzqPrWA7KUXddIxn4G4KTM4pYqYp5DCp+wiuaeVgux3Beg16IpNS0DfZAJ6ew7UEnjqY87svn5A3hmFQ0VYS2LloJMydcLoHnaUS1P2iHwXi6G0sfbSnZpVC8swQl2/wBwfk2xMMYmodn1QYa6hpmMURbbWhVOIgHYWiJu+H4GbwkbXc/BRJfgxisLl0Htk/GKKeywm0h3WGgYZR5LP2Om4dwuVnIM0stpNT1FkxaTaRZCYPIzAbidRZBdNEhM6+kmjeM3NwwYjT02Pxi6wNlZKFXFfQVDVO+ajhmDj0OfDFz7FGonQFstDbUELKlwcK3TmOgUlfWjFoHNaHMGhZpDK/TZeSNjAqc+aTEY2pMZ6PpyR1QOu+uQSysS9roIHBDFiLdngabshr0BhGsYwpQIRM0Ihm4FpDQUlpFMNmSV4ZthlswoLbG8mf6juMi/ZUSdTLVxAPAurrLcsE9gaOyVBwutel+GM2JTz9hERLy7rFOri1Fm1o0jelXLYynhj5PVyCJjN0GrxE4bUNyw1s9iqOe3dAuOfwQ0tTScJmEMYUZY21hm2Rs97A1sFoJVbhxkqovzFi0i/X0g346p5hPghhL+LyoMa38LQnhcgHQ2nukESKk4WTZqkW6KS5hHUyDzFi8gLcWssP0c+dsOnAazvGnqMEqqq48D24M+vuQ0VRSN4OoEJp1Y2BIoObS7i5heJ0TTjex1RLZrN9QgtLJwumdYaJrtgbRzRW/D6+FeHkJXIypDUkSk40D2kBbdq+2NKD2zdzvCnUueHmAn7nJry07rh1W7pi5LcgiDwOl3B7KQ7PTQ3P34APX4ejLaz6dtt+n7SXI2PZItC3TV0wGsRECsKpT6ikE0prROUfDWLGoSRkepE4vzfIZga4Ati+HfaqVSgFl4DLgfg4jJVusiEds5GE15/cCyVb2g9pbYBxPs60DGJ4+pJkzneJBCMCpEZQRZKrtc7huWO4fuw4XkDd1GS5aIIxMneHBgZjuLo3Zj6dMh7EjAYDPF8T9ZnPOAkOJIgJFiCmTV5LZ+XEtQynEAcW24i/rXUC8PZ7nkh4xxV4em+G0h5H61Ky+auMspOUj7AVrazreT97Re5x7WBRQps3GE/8WwOtxCRcw3EKWeYoW0Qbtw1V68jykusnAlC4XcHlq5LcOUU0tIGS31UZyaxfrVuq1pHmNQZp6hD0Jpyz4hJoOkfaSTqFsiLcPC0H7K1jsRr6PqSCZd/2roUOxnNQWqMKmI6mF45MsBNO96HhcEiFaAinOSwLiaZ1TgqBXd944PhkQe58mjLFC2EfeM8VSLRm2cWYriXyRLPwteTnbJbQ9R1g0x4m1iC+IqN7R+oahvsJEwTiVSNOymFfN/dRA3YPsrUhb2CVyed8gBYODu4urKyUbPMgEOGVI36EzRrwYiaJx+X9MTHCq+jEl2QU1HWDUQGuE8C6uh/vDNijNxMCGZNnDfsjDwskE5iPPKlkP4R4OGUSe0xnIfPZHk/u73N5b86TlyYkumOd1VzfSDgc4Goife9bpBX5ND7rciObJFASqFikBVkhJuYc0UIVUrU/nkxJkoRppJhOp0wGAwmjazHTc+6aOjFyE0JP8oE2nZh4dQZVMMJW8PTlkMkwQnk+RavY5C0nyw2rNKUzhr3pGFfDy2uZv5eRXLAUCZREA2nQGSCIC01rpRFnGBD6UgsZRyIAkxCGoQ/KI9BG+s5FgkCKlRInLxHBCnIgbrN+bVrB18qzteTOGQlOPHFZfudkKi6ApoV0K4IfJ62/dCf+peNSDrCyn88ghL2RIG/O5opZ5LFJWzZAXmwvcOcJ7cy6+5BzDoVoCSHS8QLk9Dzr6Bv5ikES0liD54ccrxvZ9AXEw4S2TLE2wnpSF3ZYwfaG5JuEmWgB1/vveCfiR1qseyGTwFBX7E17UHwrxaRVA9cLOYVnBq5dG3FwmJEWsqCtg8m4T0jcg8GRmKKKHvUR8Rc5xA/V1Gt8b0BaVUzjmCAoodfeEg1REHOylFZTOoJ5KNG6W4jgC4FiJRu8aSBXigqJukUKnrshVfN1vWE2nWMsXLt6iWi5JRkMybcrGjVkGHVM/JpyDUUgmcy36U27jWQsD0cScXz6ipiskUcPj+JogHEAn/Yk3DiC93zKhCjwuHV8SmUto3pBkWc8dxNOxnBj2zvQ6f1awAsVjFJBJS02oqnFCTTrDG8Cnmnwk0t4gcNzKb7v4QcBw8jD4VE3FclQUZSODTInZ4KvC+HkGJ5+2mfUdBzszanzLWFoKKuGzgpW/RN7EeNBQr3OwRmWmcPZBk9rbC0a+wL48EtwA7lPQ+D524IDXjYiBGcBjEZjXj5eUvT436dLsQJcJ/ldgxhQ4kaYXIP9geSr3W5FoK778fuA14npWLSSmDqMY6yzdC+XTIbTHRLmJ5OapuFW//w6cqMaRNs42kopS9o6uq4j8iPmkyHPPtGbFoOQSewYRSFeEJFnMBwpkk4yqLGSkrDmrk1fIyf1DURbyFOojSKrRaMajeVU3N9T7HmiFY3H0vwAJ9CyYQ8/a0rR6n73JfgVBx9FSk2Ot/ACcNL/ltNDsC6kKreEoUcUCSKjH4oGcvVgzHwSMxwMiGgFT2kg4z0z614Gfq3nmbdwctKxRDSsqjWMpzBVcPXgMm1rCcIA09boaERXZTR6wCgyTIYhVdN3KFlJCUyCPOjHu1xK7lPYf9dihaBqOtGahhMJ1//ed4kj2/M8oiiEtmKT19w+lYz7YiHC9QZ3TdQC0XbWKbx4G146hedW8Pwt0VCKDUTDKZfnMVf3x/ihJvQVoyRkECVUZU7edGS5Y+jLAeMhh04AbJdyGJwed7gooihzGueTbyGOIrJS0jvytsFaR6hhOpszHyj2hgFxGDEda2migQjV5/vH4mxtFhIBrnLxjdVNK6UtWsaf1qIxRqFoj56TAMJNJBiwN/LZruTwahGh1MPGs+oLsPcThaeUoHfakvlliHx34UmYO+F0D3J9mcG0/79BNniKgKxtVn2UpBY/TprlZGXDpu8WWxYNWVkynswwTUlaQ1M6rjwhBbHaCirl+VLJFfBiK5rCCBFWNw8ti1PYn4VcnojG5SnHcCSL57SAk+MN6xpuZ9IA8be28PJSkiB/qRTT5SbwYcQp6yPXjoDCg9vHBScZ2KZhEIcC0q9FAGgFWdlyfHLKb1yHj57CrdsirF/Z3/XDiGZwtJS56TLwwwHawGwKURiwrVuqumRddDTFFhUkaNugleZklUtE7hAKJebQLe7OUdeX+DgjDun1BlID5bbjyhM+TyJCOUWaRRxnOUXV4GvLMA5BKRwS4Qz7WsCzQMRR/x11f0/jQG666r+/q0QbbTtDGIYE2nFrYalbS5qXpEXFsmgwXUVr4LgTgRH3cw1Sm1muQSfQZjXWaRaLmqwDZWuiSMxW0zryqqVpWtoq53hTkrUKXxlmo4jpQATxFNGYDKLdbOl9WqUUSx/lUFYpvu7xqhScdmIK57lo43Hk09QioLMUNtuOsj+YYu768c7Wy8unsMocVetYrpdUTrM+gSBKLrzBwc6suw8VRcFp//yw//vbwKqDJzuYO/HNnBwbrAbXbmiclDyYGprphLkuUcrj9gIuD6AtYV1LouCibxapkJO7BH4XWWBPII7k527AUSd+n8jXlM5KsXAri+XqAvxrcLMvNylriW5pYN+KNnNGLfAisuAW/TWVgRoJUNmVuaYoKxa5gK21wAfFT6cAABJiSURBVK3jFBt1RKEI1KyvtbpX/fnLx9Kx9xTRbIptQdlIjg1dxWQ4pEpPyao9lAOcpSpyFmnOOm/IVlIveLwRjaxGNIQVcFBLtrhpBCbEtvBbwB/qQOUdx4BfQLLqgfuKDg/DOu9oupauaaThAOL0PT037jNBWwFNL5guXYWbL4upSKSoNpI3tU5LlnXKYgO2TiG6jDMFgzDENS1Hp6KdNsBLwEE/33kLkxlUKUwuwWJdUdU9tjhiog59CKOANC9Y5LDcFuRVja1S2uGEomopGrn3gRbkigbR+mpkQ+/NpfZw7okQeuG4F2C+OLgz4IqWGkmUZhBJCkLaRzizjRxMR/QAc/36PDPhq757T6jhdGEpHWTp5sLNup1wugc551iu1ixf5bUzX8slREg0lTicP+WKZuJb2qR34qoaP55z+2hBVkj042QriWwfQTbJmrvm0RmZ/jtmQGTlRLx+CPszS5nBdiQa0wrBOlqdyHtOkBN10/N4/hzPPcSxf9iP/Q6pPnfKQFG0XJ2NCQzM9sGeCspAmZVc2/NoSkPK3ULQV6MPA1f7L3iuhndVcLIAPYJt0aI7i42H+CYnHs1oq5zT3FGbjjoVJILlRublfM7xMeC2cFlJEXBeQViLhllsJL3hhf5326UImboRbc1zDW1R9yZnL+yWH8v/bE72kOx8gA+9LBqDr2B94sT3te5wegHGSRebskLVxyxKS5VWgPh1zoT3CDkQTH9fTg57HK+2r5lEBMu2lGgnY9DblkHU4ykpyXK/XcK42zLwFUNfDp+bVu5piWh/G+Az+9rM1AlEih/2aw4BGKz7++dWcO0KRIGB7u6B9fyxvHeNCIcC0c6WiHkdAYHrC+ER7avagNPBhZev7ITTPcg5R5rl93x9AdyuITiGw0zKTk4WlqKB51PwT+DapRaHh2trWUxLcfAeIwsA7oK1fdz3Iwt67MuJVioxVapKIoZnWSU3gdv5XQ3pTHBkr+B39v71K64fbwT7KS/g1z4K23RJaQTg/woCWld1cLIwfDgVTeV+dLt/gPhzFtelkFYbwAvoTEWeZRRJzPrklNFwhGc2hMZy4wQ+IIAEdzS7M7rjuNZwvRXhfwn5GwaQ9R/I6fPFENNvud5ya1WwWMIHb8m8Pwd8Ch8rpD1k8xX9+CsEzD8Hjk4lr8hWEF0Df9MwDmBt4SM3LE9fLskX8MEbMu7nzvG+ee47jvoBlkg6SjKS6Np+JL60o5Uk4L7jGrzrsoD5NVZz+xAOV1KMrJTjI1s5BM7T2f3/aCdh/hxp/xUj33eEtITqEWBYIfDToTK0TtaLQxA1K2SeztbMko9dp8cruLmRQuKykffevnUD9d5P4yLpLSGclFJ7wA8AX4Ksj29zzv3Qg/AUzen++DT/AriZycJ+V58r8vJK/DHxAtZ5S16+TN7KYriJbJyP+Z778P8QIpi2wOGLUGk4tnA5vasVrYAPn96TxR2q7nH9Z4D3vSQwL5WCl27BS4U4cI+BTz2F62vR5F5LML3ad/5MJdjf7wV+9XdOpRWTgnKSs9gW3L654nYmOVn//D681oiwfrE3heHuHPzuS3efbxChFQG//hEI9ILDI/jNxceO/yOv4H92DJXcFeBngv5qKpv7CvCRF+Cpa/BMIvfuxRtQ1Y6fPfxYQfRqdMpdU/IFIMlEUIxqMDfgdzoRJvq6IEZcL+HlWxs+1IrA+xhV7x50Xmi9iDi2x8im+ED/O4fI/f3wEdw8gv+PvtYS+PF7LMgzt8NvAi8ciTDT9GYe8PTvwBd83oInn3zytQf5OklddMr5wyCl1PuRufo64LOAnwA+3zn326/2/s/93M91H/jAB+7L0xjDD/6vP8V3vnIVv07aR07nM7iMl98Ym1elvgHMhZLf8301cXxWFnJRFAHXEFMi4+O1pMeBYu4t8N+u9BNf8yyf/umf/prvU0r9qnPuc1/rfY99tE4pNQT+JPAXnXOZc+4XgP8D+JoH4dt1HUevQyO5F50Cv4yc1hcpmODiBRP06AX3eO1iyzlFAXgOOdkfR8EEO8H0avTTP/3ihfJ77DUnpdRnA7/onBucu/atwBc657783LVvAL6h//fdfLzZ/qrc/enlZ5w1LdrzTdv5nqdKAKw1Yogr7ZwxCq1QKLTnKy+InOkapZR2zhrBD3QOa7ozvmeDkuoouQnGuNjzVIWznfKC2JmuQfUocGc8UApnLVp7SmlP3qM9lMRKnNxQhzMG5XkolFLa65pWe77XKqW1s12DNZ0kSAFa+0rps7Fq5fmBM22ttB/irHHWdMoPY9dWOUppXG+Nau0Jzq41xrjY87UYHk4mCOcsSns4ZwXX5M69UGjPF979+3AW5xzO2jthH6W0s7ZT2gtkbihRno9SCtPWMpaz77AG7QcoFNZZ5XmBc87irMU587G8+7lUWivth8527Z25Rymc6e7+TmdRSjAgZZwO7QVKe74zXc2ZO8aa1p39tjv3VCnlh7EzbSP8dX3HeWNNd2cd4Jzyw8S1TYHWvvL8EOecs11ztpbAuTvzrlD916r+49ZYBrJ2nEVrT9ZnPz9yfz25vziltO9MVyvPj1BaO2c6TFf3iIMapfWdubLWoLVnOhvJ2lcarTRWeEnOjXPKC+Nuc/jSa+8pAN7hnLv0Wm96K/icRtz1L5/RBjG175Bz7vuB73+QL1JKfaB7Heroo8j/cR77jv9bn/+r0WNv1sEd6JzzNOHjfc872tGOHiN6KwinjwC+UupTz117L5IvuaMd7egxpcdeODnncuAfAn9ZKTVUSn0B8MeB/+1N+LoHMgsfMv/Heew7/m99/h9Hj71DHO7kOf0g8D4kUPYXHjTPaUc72tHDpbeEcNrRjnb01qPH3qzb0Y529NaknXDa0Y529EjSTjj1pJTyzj2/WOwH4Zmce37h83425jdp7OG552/G2Efnnr8Z/N+llJr0z9+M+fk8pdS7L5rvOf5fpJT64jeR/xcqpb79bI4eFXrbCyel1DNKqR8Gvlcp9U1wJ8v6ovg/rZT6ceD9SqnvVkolzrkLq0BRSj2llPpO4PPhwsf+jFLqh4DvV0p9R8//Isf+jFLqR4G/rZT6QaWUf5H8++/4D5Eqoi+BC5+fa0qpfwz8MIJwc6GklDpQSv1fwD8APkMpdaFQk/34fxL4J8B/yyOWG/i2Fk596cs/RVAyPgh8k1Lq/UqpwX0/+Pr57wM/jgAVfA/wBcAPKaXee0H8/zSysL4N+FKl1EF//YG1A6XUn0MK2W8DPwt8lVLqB/vXHnjdKKW+HUH3vQ78ZSTS+jf61y5Su3kvAjDwB16RC/eG6JyG+leQXLoPOufe5Zz75fOvXxB9K3DqnNt3zn23c+6V4KNvmJRS34eM/yPAs8g++NKL4n8R9FYoX3kQeh/w8865bwZQSv0YAkb5y0qp73POlQ/I/7OB3Dn3jT3/fw78PeCrlVJHzrnD+376tekK8D8iWfJ/DkEd+YkH1Q6UUjPgU4E/75z7e/213wD+qVLqm51zD9Rqo9/AFvhS59wH+mu/AEyUUuoitBullOecM8j9/GHgXwE+qJR62Tn3hntnnxvbvwn8nHPum/rv+wPIRk95wFrpfn6GwGcC/0N/7U/1L3/AOffiA/J/F1Ln/V7n3AtKqSsIkMad779IDfON0ttKc1JKPfkKu1oDA6VU0C+IWwhU+L+LoHp8ovyj/u+Z+p0Cn3Z2vd/UPwD8PuALH4D/mQ/oB4Afcc69H8F2+2NKqWc/Ub6v4K0Q4ID3Az/VX9OI2fJB7o2P93r5+/3C/2vOuQ8opT5HKfVh4I8hc/8V531cb4C/B9ALJoB/DfjbiAb7x5F+Aw8y/ri/9DXAFyulvrE/dP4m8JPA3znvv3wj4+/nZwi8B9gqgQT6DuDPAP9QKfUJI26cv7/OuY86576pF0yBc+4IqUf918/e/onyfzPobSGclFJTpdRPAP8P8FNKqa/ub9bzyAn+7/QL4hnETHqW3ofzetR0pdS8N3m+F+Cc+n0E/Arwjefe/g8QTedzXu8mfBX+Tb/IUufcGSbaX0dMmD/0ifgmXoW3c86VzrkPOOe2/fdYBIYp5eNBNj9R/l3/90x7eRL4n51zQ+CvAf8V8O1KqfGr8Xsd/E1//WxtX0cOmh9AYJj+tFLqO5RSn/kG+Ve9gP1tRCP7G8DfAv4g8J8AXwz8R/1n38jaMb2AOgL+JZKZfdM59/ucc/828CPAH32A8btzr531bwDZG+9QSkUX7fd7o/S2EE7Af4cA+X0Wog18FfBfO+f+PvCrwF/tT6d/gQDVfQ/wR+G1HahKqc8AfhT4POD3KqW+8tzLx8AvAn9YKfXOnp8Ffgz4k865+0Nt3p+/Ovce1ZtH/y/wJ4Df/1p878f7/Ml/7vd/BfChcxrJRfH/P51z/1P/G04RDeFreR2wVffhr89tsM8GPuycWyKAj98OfAaipb0h/tzdN18P/BvOub8FZM65XwL+S+A/6H/bg6wdgL+DaE/JuWs/AfweBITyDY3/THD3B9HZGA0wcs7V6k2ImL4ReiQG8WaRUkorcW6/A/jJ/rT+TuSk+0ql1Pucc38F+DIEoO6znXP/CLiMOGtfj/M3ROr4vhY5fb7+TCNyzhX9tQr4z8995mXgZaXUlNemV+XvnLPnTuazv9+FIDJ8vlLqP1VKfae6v3P/XrzNGe9+Dj3gcxBNAaXUn1VKfeM9eH5C/M/Rmf/zrIfC6wlr329uzjbvLwP/jVLqN3uev4Dg3A0fgH/Tazcd4kg+P34LvKjOpUe8Af5nB8AvAz8NfNHZB5xz/xIBJ33Ng+0+/O35+9u/9yeRQ/TKo6I5CQbXW+jBXX/Opf7/MfDrwJ86954Rok39/Kt8/jORKNW/9Rr8L/f/h8C0f/4FyE3+lnPvV0gU5CXg+xDN5jcQn8sD8Qf0q3z+u5ENsgC+4kF59+OfIz6br0Iid0fAl13U2AGv//tpiBn831/Q3Gvgf+/v/9f11/4IsmGvXOD4z8rA3o0IlG+5iPH319+JHGY/iZiLv4QUuo8vcu0gqNK/ALzvYe/hO2N62AO4sB8ip8nfRBx7P4s4b/9E/9pfBX7tFe//VxH/0pf2/18B/lH/+b/wOvl/+SveM+oX0M8haH/nX/sCRLP5Zwik8IXwR4SHRjDr/zpiurxygb9R3mcC6n3cFXh/6YLHPkZykH4M0Zj+i4uce2RzD97A2nm940+QSODZ2vm2C+R/JrR/P/Af999xkfwVdwXrZcSt8Z6HvZfvjPlhD+DCfohoPP8E6WHoI2bUS0i05hKClvlV595/Dfh54EvOXftqYPIJ8P8o8Idf8b73AH8X+K5z14Jzz/03gb/f//3KVxv/A/L2EJ/FX0J8Ehc9doUIkG/gVbSBC5ybO5rgmzD+dwHf9CaN//za+ThN+aLm55Xf9Sg8HvoAHmjw0pH5bNF9A/DRVyzEv4uEkS8Bfx5xUH/Kuc//CvBFD8D//UgU6F3nPhMiIet/jJiOv8i9TcSL4v9H3iTevwR88Zs49l/iHmbEYzL3j/v478n/UXg89AG8oUFLguBPI36QH0Uc3n8QcU5+1rn3nfmPvqL//0cRs+q7EPX2n9Hb5xfB/9z1L0NC7jeBr/1k8n+cx77j//D5P0qPxy5ap5T6OsSu/nXgP0M6SP9FRJ09oq+hAnDO/QbSB/Df7y99A5JHA/AzzrnPd84dXwD/r+k/6yml3ofkonyPc+4p59z/8sni/ziPfcf/4fN/5OhhS8dP9IHkwXz9uf+fRk6CJxFb+4c5Z4oAX47UEA3OXfs4v8NF8QeeAmYPg//jPPYd/4fP/1F7PI61dd9L35i5z/IukEzvBPj7SILaNyulnnfOvYQ4c/9vJzlHwGsmxz0Qf+fca3WlfjP5P85j3/F/+PwfLXrY0vGNPrgbAv1sRH0N+//fg4RcfwvJ2zjhXETu7cD/cR77jv/D5/+oPB76AB74B0j+x4+84poHfC7w772d+T/OY9/xf/j8H/bjoQ/gAW7MWYLa+4E/2z//RiQSd+ntzP9xHvuO/8Pn/6g8HkefE3CnettHIhaXlVI/h6AJ/Bnn3Mnbmf/jPPYd/4fP/5Ghhy0dH/AE+QykrOI28K07/m+Nse/4P3z+j8LjoQ/gAW9QCHwLEO/4v3XGvuP/8Pk/Co9dU80d7WhHjyQ9dhniO9rRjt4etBNOO9rRjh5J2gmnHe1oR48k7YTTjna0o0eSdsJpRzva0SNJO+G0ox3t6JGknXDa0Y529EjSTjjtaEc7eiRpJ5x2tKMdPZL0/wOlhyO6ehucDAAAAABJRU5ErkJggg==\n", @@ -424,11 +404,16 @@ { "cell_type": "code", "execution_count": 9, - "metadata": {}, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "# Calculate the clear sky POA irradiance\n", "clearsky = loc.get_clearsky(df.index, solar_position=sun)\n", + "# Note: An earlier version of this notebook used pvlib<0.6. In pvlib 0.6, the default \n", + "# behavior of get_clearsky() changed, which affects the results of this example notebook.\n", + "# More details: https://github.com/pvlib/pvlib-python/issues/435\n", "cs_sky = pvlib.irradiance.isotropic(meta['tilt'], clearsky.dhi)\n", "cs_beam = pvlib.irradiance.beam_component(meta['tilt'], meta['azimuth'], sun.zenith, sun.azimuth, clearsky.dni)\n", "df['clearsky_poa'] = cs_beam + cs_sky\n", @@ -622,21 +607,21 @@ "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "Python [conda env:rdtools_dev]", + "display_name": "Python [default]", "language": "python", - "name": "conda-env-rdtools_dev-py" + "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 3 + "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.8" + "pygments_lexer": "ipython2", + "version": "2.7.3" } }, "nbformat": 4, From d5ab15a1341f04f40a84a400dcd9341482983c67 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Thu, 11 Apr 2019 11:39:41 -0600 Subject: [PATCH 062/146] Replace hashes in soiling_test with more interpretable tests --- rdtools/test/soiling_test.py | 34 +++++++++++++++++++++++++++------- 1 file changed, 27 insertions(+), 7 deletions(-) diff --git a/rdtools/test/soiling_test.py b/rdtools/test/soiling_test.py index b34d9d23..cea0932c 100644 --- a/rdtools/test/soiling_test.py +++ b/rdtools/test/soiling_test.py @@ -38,7 +38,7 @@ def insolation(times): return insolation -def test_soiling_srr(normalized_daily, insolation): +def test_soiling_srr(normalized_daily, insolation, times): reps = 10 sr, sr_ci, soiling_info = soiling_srr(normalized_daily, insolation, reps=reps, @@ -55,14 +55,34 @@ def test_soiling_srr(normalized_daily, insolation): 'Length of soiling_info["stochastic_soiling_profiles"] different than expected' assert isinstance(soiling_info['stochastic_soiling_profiles'], list),\ 'soiling_info["stochastic_soiling_profiles"] is not a list' - assert pd.util.hash_pandas_object(soiling_info['soiling_interval_summary']).sum() == 1745346452421226150,\ - 'soiling_info["soiling_interval_summary"] hash different than expected' + + # Check soiling_info['soiling_interval_summary'] + expected_summary_columns = ['start', 'end', 'slope', 'slope_low', 'slope_high', + 'inferred_start_loss', 'inferred_end_loss', 'length', 'valid'] + actual_summary_columns = soiling_info['soiling_interval_summary'].columns.values + + for x in actual_summary_columns: + assert x in expected_summary_columns,\ + "'{}' not an expected column in soiling_info['soiling_interval_summary']".format(x) + for x in expected_summary_columns: + assert x in actual_summary_columns,\ + "'{}' was expected as a column, but not in soiling_info['soiling_interval_summary']".format(x) assert isinstance(soiling_info['soiling_interval_summary'], pd.DataFrame),\ 'soiling_info["soiling_interval_summary"] not a dataframe' - assert pd.util.hash_pandas_object(soiling_info['soiling_ratio_perfect_clean']).sum() == 1117927115348738879,\ - 'soiling_info["soiling_ratio_perfect_clean"] hash different than expected' - assert pd.util.hash_pandas_object(soiling_info['soiling_ratio_perfect_clean'].index).sum() == -3505232987748180461,\ - 'soiling_info["soiling_ratio_perfect_clean"].index hash different than expected' + expected_means = pd.Series({'slope': -0.002617290, + 'slope_low': -0.002828525, + 'slope_high': -0.002396639, + 'inferred_start_loss': 1.021514, + 'inferred_end_loss': 0.9572880, + 'length': 24.0, + 'valid': 1.0}) + pd.testing.assert_series_equal(expected_means, soiling_info['soiling_interval_summary'].mean(), + check_exact=False, check_less_precise=6) + + # Check soiling_info['soiling_ratio_perfect_clean'] + pd.testing.assert_index_equal(soiling_info['soiling_ratio_perfect_clean'].index, times, check_names=False) + assert 0.967170 == pytest.approx(soiling_info['soiling_ratio_perfect_clean'].mean(), abs=1e-6),\ + "The mean of soiling_info['soiling_ratio_perfect_clean'] differs from expected" assert isinstance(soiling_info['soiling_ratio_perfect_clean'], pd.Series),\ 'soiling_info["soiling_ratio_perfect_clean"] not a pandas series' From abcf92c5201d3a07abd1388f7ecde19212d62cfc Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Thu, 11 Apr 2019 11:52:30 -0600 Subject: [PATCH 063/146] enforce column order in test_soiling_srr() test --- rdtools/test/soiling_test.py | 3 +++ 1 file changed, 3 insertions(+) diff --git a/rdtools/test/soiling_test.py b/rdtools/test/soiling_test.py index cea0932c..13eabd04 100644 --- a/rdtools/test/soiling_test.py +++ b/rdtools/test/soiling_test.py @@ -76,6 +76,9 @@ def test_soiling_srr(normalized_daily, insolation, times): 'inferred_end_loss': 0.9572880, 'length': 24.0, 'valid': 1.0}) + expected_means = expected_means[['slope', 'slope_low', 'slope_high', + 'inferred_start_loss', 'inferred_end_loss', + 'length', 'valid']] pd.testing.assert_series_equal(expected_means, soiling_info['soiling_interval_summary'].mean(), check_exact=False, check_less_precise=6) From 905b5229970d49a98f57977fd3e0601598c17344 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Thu, 11 Apr 2019 13:11:47 -0600 Subject: [PATCH 064/146] pep8 compliance --- rdtools/test/soiling_test.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/rdtools/test/soiling_test.py b/rdtools/test/soiling_test.py index 13eabd04..d82c0f2a 100644 --- a/rdtools/test/soiling_test.py +++ b/rdtools/test/soiling_test.py @@ -77,8 +77,8 @@ def test_soiling_srr(normalized_daily, insolation, times): 'length': 24.0, 'valid': 1.0}) expected_means = expected_means[['slope', 'slope_low', 'slope_high', - 'inferred_start_loss', 'inferred_end_loss', - 'length', 'valid']] + 'inferred_start_loss', 'inferred_end_loss', + 'length', 'valid']] pd.testing.assert_series_equal(expected_means, soiling_info['soiling_interval_summary'].mean(), check_exact=False, check_less_precise=6) From 76b6a26e994c6c01dfb3d980d126e7070ca9c463 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Thu, 11 Apr 2019 13:45:15 -0600 Subject: [PATCH 065/146] Simplify dict generation --- rdtools/soiling.py | 54 ++++++++++++++++++++-------------------------- 1 file changed, 23 insertions(+), 31 deletions(-) diff --git a/rdtools/soiling.py b/rdtools/soiling.py index d11a0d40..17b5ff73 100644 --- a/rdtools/soiling.py +++ b/rdtools/soiling.py @@ -49,40 +49,32 @@ def calc_result_frame(self, trim=True, max_relative_slope_error=500.0, max_negat start_day = run.day[0] end_day = run.day[-1] run = run[run.pi_norm > 0] + result_dict = { + 'start': run.index[0], + 'end': run.index[-1], + 'length': length, + 'run': r, + 'run_slope': 0, + 'run_slope_low': 0, + 'run_slope_high': 0, + 'max_neg_step': min(run.delta), + 'start_loss': 1, + 'clean_wo_precip': run.clean_wo_precip[0], + 'inferred_start_loss': run.pi_norm.mean(), + 'inferred_end_loss': run.pi_norm.mean(), + 'valid': False + } if len(run) > 2 and run.pi_norm.sum() > 0: fit = theilslopes(run.pi_norm, run.day) fit_poly = np.poly1d(fit[0:2]) - result_list.append({ - 'start': run.index[0], - 'end': run.index[-1], - 'length': length, - 'run': r, - 'run_slope': fit[0], - 'run_slope_low': fit[2], - 'run_slope_high': min([0.0, fit[3]]), - 'max_neg_step': min(run.delta), - 'start_loss': 1, - 'clean_wo_precip': run.clean_wo_precip[0], - 'inferred_start_loss': fit_poly(start_day), - 'inferred_end_loss': fit_poly(end_day), - 'valid': True - }) - else: - result_list.append({ - 'start': run.index[0], - 'end': run.index[-1], - 'length': length, - 'run': r, - 'run_slope': 0, - 'run_slope_low': 0, - 'run_slope_high': 0, - 'max_neg_step': min(run.delta), - 'start_loss': 1, - 'clean_wo_precip': run.clean_wo_precip[0], - 'inferred_start_loss': run.pi_norm.mean(), - 'inferred_end_loss': run.pi_norm.mean(), - 'valid': False - }) + result_dict['run_slope'] = fit[0] + result_dict['run_slope_low'] = fit[2] + result_dict['run_slope_high'] = min([0.0, fit[3]]) + result_dict['inferred_start_loss'] = fit_poly(start_day) + result_dict['inferred_end_loss'] = fit_poly(end_day) + result_dict['valid'] = True + result_list.append(result_dict) + results = pd.DataFrame(result_list) if results.empty: From a4f1cd08f39245e76aff7986d31435cb2be2bb41 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Thu, 11 Apr 2019 14:12:57 -0600 Subject: [PATCH 066/146] remove csv output --- rdtools/soiling.py | 2 -- 1 file changed, 2 deletions(-) diff --git a/rdtools/soiling.py b/rdtools/soiling.py index 17b5ff73..df9d3deb 100644 --- a/rdtools/soiling.py +++ b/rdtools/soiling.py @@ -222,8 +222,6 @@ def calc_monte(self, monte, method='half_norm_clean', precip_clean_only=False, r groups = set(invalid_intervals.group) replace_levels = [] - results_rand.to_csv('temp.csv') - if len(groups) > 0: for g in groups: rows = invalid_intervals[invalid_intervals.group == g] From 382f332701ccaeec9580f7ac019913444c9e6067 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Thu, 11 Apr 2019 14:17:26 -0600 Subject: [PATCH 067/146] Remove unreachable conditional block --- rdtools/soiling.py | 5 ----- 1 file changed, 5 deletions(-) diff --git a/rdtools/soiling.py b/rdtools/soiling.py index df9d3deb..9f6b2116 100644 --- a/rdtools/soiling.py +++ b/rdtools/soiling.py @@ -254,11 +254,6 @@ def calc_monte(self, monte, method='half_norm_clean', precip_clean_only=False, r inter_start = end # don't allow recovery if there was no precipitation else: inter_start = 1 - elif method == 'half_norm_clean': - if row.clean_wo_precip and precip_clean_only: - inter_start = end # don't allow recovery if there was no precipitation - else: - inter_start = np.random.uniform(np.clip(end + row.inferred_recovery, 0, 1), 1) else: raise(ValueError("Invalid method specification")) results_rand['start_loss'] = start_list From ca6f280732e995e3fce3839ad3e512120ee60b77 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Thu, 11 Apr 2019 14:33:26 -0600 Subject: [PATCH 068/146] refactored soiling method conditionals --- rdtools/soiling.py | 36 ++++++++++++++++++++---------------- 1 file changed, 20 insertions(+), 16 deletions(-) diff --git a/rdtools/soiling.py b/rdtools/soiling.py index 9f6b2116..87d67235 100644 --- a/rdtools/soiling.py +++ b/rdtools/soiling.py @@ -182,12 +182,13 @@ def calc_monte(self, monte, method='half_norm_clean', precip_clean_only=False, r results_rand['group'] = group_list # randomize the extent of the cleaning + inter_start = 1.0 + start_list = [] if method == 'half_norm_clean': # Randomize recovery of valid intervals only valid_intervals = results_rand[results_rand.valid].copy() valid_intervals['inferred_recovery'] = valid_intervals.inferred_recovery.fillna(1.0) - inter_start = 1.0 - start_list = [] + end_list = [] for i, row in valid_intervals.iterrows(): start_list.append(inter_start) @@ -238,26 +239,29 @@ def calc_monte(self, monte, method='half_norm_clean', precip_clean_only=False, r invalid_update.index = invalid_intervals.index results_rand.update(invalid_update) - else: - inter_start = 1 - start_list = [] + elif method == 'random_clean': + for i, row in results_rand.iterrows(): + start_list.append(inter_start) + end = inter_start + row.run_loss + if row.clean_wo_precip and precip_clean_only: + inter_start = end # don't allow recovery if there was no precipitation + else: + inter_start = np.random.uniform(end, 1) + results_rand['start_loss'] = start_list + + elif method == 'perfect_clean': for i, row in results_rand.iterrows(): start_list.append(inter_start) end = inter_start + row.run_loss - if method == 'random_clean': - if row.clean_wo_precip and precip_clean_only: - inter_start = end # don't allow recovery if there was no precipitation - else: - inter_start = np.random.uniform(end, 1) - elif method == 'perfect_clean': - if row.clean_wo_precip and precip_clean_only: - inter_start = end # don't allow recovery if there was no precipitation - else: - inter_start = 1 + if row.clean_wo_precip and precip_clean_only: + inter_start = end # don't allow recovery if there was no precipitation else: - raise(ValueError("Invalid method specification")) + inter_start = 1 results_rand['start_loss'] = start_list + else: + raise(ValueError("Invalid method specification")) + df_rand = df_rand.reset_index().merge(results_rand, how='left', on='run').set_index('date') df_rand['loss'] = np.nan df_rand['days_since_clean'] = (df_rand.index - df_rand.start).dt.days From 107c6313af180c14e2126e479c6031ed327d829b Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Thu, 11 Apr 2019 14:49:33 -0600 Subject: [PATCH 069/146] Add soiling rate histogram to example --- docs/degradation_example.ipynb | 92 +++++++++++++++++++++++++--------- 1 file changed, 67 insertions(+), 25 deletions(-) diff --git a/docs/degradation_example.ipynb b/docs/degradation_example.ipynb index fd830cc7..15de73b7 100644 --- a/docs/degradation_example.ipynb +++ b/docs/degradation_example.ipynb @@ -32,10 +32,19 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": true - }, - "outputs": [], + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/anaconda2/envs/rdtools_dev/lib/python3.6/site-packages/statsmodels/compat/pandas.py:56: FutureWarning: The pandas.core.datetools module is deprecated and will be removed in a future version. Please use the pandas.tseries module instead.\n", + " from pandas.core import datetools\n", + "/anaconda2/envs/rdtools_dev/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n", + " from ._conv import register_converters as _register_converters\n" + ] + } + ], "source": [ "from datetime import timedelta\n", "import pandas as pd\n", @@ -84,9 +93,17 @@ "execution_count": 3, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/anaconda2/envs/rdtools_dev/lib/python3.6/site-packages/pvlib/irradiance.py:298: RuntimeWarning: invalid value encountered in maximum\n", + " beam = np.maximum(beam, 0)\n" + ] + }, { "data": { - "image/png": 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yxenBiY5pyydNhfj3txUtVqnWplwzIeSW30P9sI9Q8ow0yqLdG6LTeEy0+YSZk67OJi7vk8BxMadt4L8znw8kkkQUIQxDdjs9HEdiPwV7iON6xKUCgyChUrApl8tYVjYOKCo0WaaxLZkdVzdavHF3h7X2DhfPLbK0tDQeaNtSwMMxGaWUCbonJNjjwHOWxKTYqDRGWTZKJwRhRH8Y0G61aZcLzDd2WZxvUiwsjWdu21LEoU+KTRyOWNvuUXAUqlaXoG2WoVUeP1HjOEiSJGx3BpSLHpZl4UcpZU+sRtcSq8gPQvwoJWxtU67WUTogdh2wPcrEOI5DnKQmbjIJeufxNt/3WdnsEscp6Zna2OWJkxRLMc4ghamQrO0IIQzDFMtKxgR40Gyeu5mygt4mSRLjakZYtoNrZwRRwvbOLpfubHBxsU615FEuFcVy0nuXdOSuUhzH+InCiSIw/ZbfI3cl48xYTRnEcUyxWCTLUrQ25Jil41hefo/9bYjjmDsPNvnYs2cpl8tjy8y21NgSyy1jpcUaTjJws4m1lbuP+2NfKIvQH7LbDym7XSzHo1mvUvQcXHuytCJMNFka41ieyIfrjeXknbCgjsvWfaCRJAl9P8ZRGevbXfp+zGJNsbq2SawdHFtzfqFOhEdpsUGWJihvEjDOjEA4WtyR9iBk2IY4Ad/3J4Rh24acGF8Looy2pdBpTKYcExtyxa20Haw4ItGKYBSQpBk77S477Q49HwhDtho9docR5VKRUrlCGKd4NgyCBNIRURRx6fpt5utligUP1yugTXpe2S4wcVFGoxEPtgYs1ovUajUTn7Bk0ScWcRwzChPauzvsDBKW6j5a2SidcvH8MhSq4gImGkule4gvF+woimi1B7jEhPEZnCSTJQkg63CURRgM8Acj0uoSYCyBfLxMf+3PmI7dOHM+OmMURACkto2dZjhFjyhOGI58rt7axE0jqtUqy/OKURBRKpVwE1m2kGlwbZlQtO1g46OsApmJQXUHPs1qUZZU2DauAwqXMIoNkUqfoTU6S/fE4w7qF4BOp8OVlU0W60WeKhbH1mucpIYoxbL2fZ9yqYhjZeKSmr7IA+H532PrO8sY+QHDSNPZ3SboK9xijY97Nq5THYctQMIG3f5QEkNugYoOsR0XpR7O7j4OzMjpGMRxDCrl5soDGpUy3URzebXN+r2YRMGLn+gxV29wdq4MVpk0TcU1svP4hghPEATcebDJ2i70t2G7M2B5OSTOFCVLAfaEjJDZNIpTFJphpCk6MQXP3RM7UZZNMBpi2Q5JEDAMU7a2Q3ZH4GnY2m5zr615eqnB0+WyKLiG1m6XNNOE/R3eXE/4zM4mS4sLpGGE69gS4NZi6eSkKdajEFqeNg/CiN4oQumUslcjjGJ22l0GQUrdq7DW6pE4LnO1ErVKCdd1UeEIZck2YNOxGaUUw+GQ7Z11SuUKre0dsjShWq0SxQmuUyAKRrxydYVBJAH/c0tzhInGMUqXuxyuUZLp7JelINUZnW6PerVMZxhhZyGe52E7Lq4tijoc9Lm1DovlNs996Bni0CdOLWokuG5JHqw2SxKyLCNLE4aDPrVyge5gQK1SYm1zm0rhjFi4ZrW+67qkacrObh/PrlIpl9Ba0+sLiWvtSKbTWKH7s7xBGNEd9iVBk6bizsfJ2BKNYs0oiNjp+TgWBFFKvSK7GU0/DD6dGVRayC1OUvzRkLXWDu1BytNnu3zkQlNI2AKQTHUURbRHKXZvm3PLC6hi9cAM4uPCjJyOQJZl+GHM1u4mX7/R5kK1zVPLDdqbMbe2IQUW7w2pfLzByA9oNupo9i0IVNY4A7WxFfO1DCLg5dfvcPHCWSzHo1xwxrEYGySOYGbFomuRpQnacUV4ydAmZhHHMTEudjgkjkJ2tta5vwXbfSgWwdGaBxG0treZb1SJtIPlKYIoYTjoUbAg8GG7O+S5OMByPDH/kwTPKexZ8iCB6gErm13K5TKOZZGlGe1OF7dQohEndDttVrY6uHZMs1pgc7dLo14kw6LTH1GvFAkS8JIYp1AAJrEbfzjg9195k3s7GeVOnyy+y4ULz/Dsckyl1sCxIAoDvvrKJs8/Z5Oly6SZprW9w5nlJbIsw1YTOyp3F0HiLwBrGy1ub/qcreyQKI8gtbBVSKVcwh8NGQURu90B9wZwfheC/i7bukmUQsmzKSX5gk/AjOn1WytcW2/z6eGAraHNcrnFa3fWODdfoVQsEEQZUQpFOySKIu7c36TgubiOTRjF3NroU7Jiqs9eQKPRlsjCdIxuFESsbe3iD2KJ4SkblcXj7JrOUrTlkkQBq+sblJ1lNvspnmMx16iRaoVrT1bwe45llndAFCdEcYLv+6xupNzdBp0EdJ/3KZcDMschzTS9UUTBylBRn5WdCMvpk2aaQqGApbxDF/q+HRxLTkoo8UPAitb60Z4TeI8jyzLa3T5ZnDDowsCGTr/PaCSvoQkBtwBBd4t+fJbhcEixXBWltmzQGltpHMfBcywce5KBWN+AIErwLI8kSbAdF8eaKFMUJ/hhTNEVi2N6jVGSymxVLhUZDlp849INbq12uL8J1/pQAQoZFIqQ7UCibb75+h2Wzyzx9GKFYDTAz6BIzO4uXLnf4+MvjCiWQDs2ibbwptYaKSVZudXNNuWCw0KtQK3eIAgC1rd2efrsPDorMYoybt+LKThQ1Otc24Dnk4A49GnjUnQt0hQ07p51T0pndDod7rR91AgqixCm0Nl6gP3Up7F1TBCmXLl2k69twVw5RX9C0WnvcnNtl2bFo1JaJjFZwmnXLk1T+qMQm5TuMOTam9e5W4LluQoXz52nXCpCFnBjvU/f97HCCAXstmFlbY3anGKu4pBm8rpGCThrLNsmjUM2dgdcv7vDc02Hext9hoWMqysB3/eRLvPz80ImsU9EgRu37vDarXWeWa6w6g9p1qv0u21WB30qBZvFpWWJIWGhlMRyoiii2+3y1ddWeekmfO6TLRYXF/HDmL4fQ5bgOA5kPq3dHje2OtQ9TUCJKKkwGI7wCkVsZY0zg0rZ4zHt9vpsbe9yf2OXa6twF1jsw+2VFbxCkUKhQMHWjEYBseuCEkLXacxOz2c0bPHcM09RNwtvHyeOJSettVZKvY7sevmBwnA4ZLsXEfV7lD2IUuj1M9op7AAx8K2r4H46ob66gqcucMZ2ccolyCZZLKVS2p0u377DOD7yrRb82dGASqmAZZeMCygWU9+P8UdDeqOIetmjs9NibmGJgtLYlkWcamyzpujOaotf/J0OJeRhxxHyhLYHbGxD5kBvZ4PVqEClqOgWoD8KebDeIWoobgPOVfiBP9QlszzmPJeigmJhssRNa81wOGRzCMudFtfu23zkaZvRcMBrt7dQxNSrZVobq/z+lgiKm8KtLUhi+O7tLo2mwlms4Olsz8LH6UDttSvw1HnxPpMwIK6fobvbIq412drtEQQBbcBPYGV1k35nh8tbmqWSZmFhQVytNCFzbNJEMotJktDa7VItOly7tcI3rsNOAh9bHPK5ZJWnnnmO0WDI6uoDSpUSNStDAdcGcGEj4Zy/Qr9cpV6vs9CooCx7vGTBsh3SyGe3B69d2eTOEJ6pQ3dL3KZhEDMaDkiVS7izwZdfXefKBlysXmM9gU+eabDVGXGtFTMY9vjDn3Z5+uwCKNDaIoxittpDotGQL9yU58e+c3mV73rhw+y0eyRJguu6dPtDHK9IydEkfZ9W16FcLRL6Q3ojl8V6SlauUNCaONW4JojdG4y4utLiwfoGD+6FvARo4LUteKY1oNnYYmF+DipllGWTRj5+lDLqjwjqZdburbHWHVEruTSee/ax699JbbFXgRcexw2VUs8rpQKl1D+YOvZjSqkVpdRQKfV/KaXmp36bV0r9hvltRSn1Y/vKO/Tat4M0TUmxcbMhmXLIElGapQZUtQziPeSlfm9chn6Q8du/d4lut7snlrKz3SKKIu7eX+MNwDflvwncun2LfqgJ/BFoWeyntSaNfHr9Abv9kFt3Vnhlpcf1W3fZaXfH606SVFLIq/dXeBNYA1wlrmYXeBDBvSF0Aqnrbitko9VibWfA1RsdVkPY2tBsmjZ0O222tnfHwfAkkfR9GMX0B0NJDvQhDuHS9Q363TZp5HN7A9Z32ty4u8rVlYAHpryhWSnRaUOns81Op0cURYz8YE86Ok1Tojjh0uU3uQzcXIMHW1BwQAddtOWysbHBrfvrDP2IDnD3AbxyZZvPf13z8m346tUNWq0WCk2YSJDZsiwCX2Jktx+s4o+GhGFAlIjF+9o2tPoj9GiHe/fXuXQPNrd91ndiukABWLsNm1vwndUBD9ZWyTJ5MiAPNKdpSqfb580WfPkqPLgHd27CKBEXNA59tnvyXXBtqkXwQtjtwBe/Df/4y102ujFrt2G9k7G+vj5255M0I4kjWp0ha2tr7CLvZPv2Tbhzd4XXb27wtVfeYHOny9ZOl+FwSHcY0h7BG7f7RGEfP4y5+2Bdnn3Uk4eUtYmZlQourg7Z3gm5sgF5MKILrK9CfziitdsjSyJsHROlcPP2Cpfu9Hjljdu8er3Hy5cT1rc7RFH0ONRuD04ac/oy8NtKqb8P3GfSDrTWv/KI9/wfgW/l/yilPoE8SPxDwLeBXwb+J+BHp86PgDPAp4HfUkq9prW+fIJr3zLSNKXdG7LV7uH3B9zfAbUDsS+u0xVz3grwjILf+902N4CPPXeTM0sLoCy2trZ45VaLpxstNre7DKbKT6TxjIYDbFUhCHvEmcLSCVvdgNWNbUaDNhc/+Qns1XvcezBgmNh83LKoVStYStbzrK+b9UFAX4tgpUCGKNh5YK0Nv3cXIgvKhQ0WFsTdGxkCuQm8erVN4ynNXMUVd6RUgjRm6Ic8aPW49I03CXxYXYMvbsJ8bYWzzSo6hW4XkoUEZcobIpWwECJYbcW07q6yVHUY6DKVokvBk0dm+kOfKAx40ArpmPNvtuTxw0Y9oFTcYBRlvHm3y4fKUv7rwPAevIa4sNfuwuXrd/jDtRpxotDaIQx83ry3jRt3ef3eNv3WNvc3pZ/ayCTx9VegUWrznesx1zpQSKXeGrGMnRi8XdjuwWeejQijGNd1xy5jr9fjtRsZbyKxwgqwGsjY7rS71OeX6fR90gjQGRst6KZw8wHcAm75sH1Fxiu+BhfPDnlhMMAtlMYB9163w6DbY8fIzUsR/NDdFTb68OYWNMq38WrnqCcht+6tc/2utK2odlAoXr2xzUfOzzHXqBFnisAfUio0yLKMIIxYa3W5dEvcuRybwJ0W6K/v8PSzOzi2AttjZ2udSzdjvrAD37sFcSCToj8avDsxJ4PvB+4Af3TfcQ2cmJyUUj8KdJAXcn7EHP6zwP+jtf6KOeengatKqRqiYz8MfLfWegD8gVLq/0beOPxfHnWt1rp/0nodUle2W1u8dnuAvw3fRDrrakuEO0cKvBzJMvnbgI5jlFJ0+kOCMOL67XV6TUj2LgqnAuz2QurdPv5oyDBMKRQkI9Xr9fiNL3awKuA5V+j2M77wbc0fev4WTS9h+cxZmvUqo+EARzL+zCGvYE6QDbdy1ICrV0SIbt6GD9VjRjEUCtD3J+e9cgOejzq8sNygWG3iuTGe56GymC/8ziV+7b7smbOgpJ3tHViqpcwVoNaAURBiYtzEwFpH3JB54PIVeBn4yNIKc2cuEEU1WZQaBNzb6nH7+mXeuCUzUNH08+4OaBcsEoa7XW6uQaEp5W8h5JECVWDThxutHk9vtKg354kSl363y5sP1mnf3uXuBtzJ4NuRjN2Suf4B8PWXA64G8v/dttRhYPrtO8CoJ/cZjbpk5iFZ0kTWXWWw3ZnIQc98bODWxoCnnvKxdcT9jR79/oBvtoQE7o8MgQPfQAK6XgZbrf74cSmlUzY2t/jm5ftcuzEZpy7wnRtwdhH6HQhTGxUHBAG8eiNiFblH+RasPdjmQQj/3FM3x0mDfqSohAFaa7rdLjfu+NxHwgAe0n5lyrjbhs8k8N0XhwyCHmvbPX53R/rw9UDaeR+4ervP93yyy9LSEo8TJyInrfUfe7s3UrJz5s8Cfxz481M/fQIhq/xet5RSEeJGZkCitb4+df5rTEjyqGtf2Xf/HwcqveaMAAAgAElEQVR+HODixYvH1jeKIrY6I16+LwxsJlUO2qe4bz4A7UFIa3uHe60Bo+42d+7BV2+KQkwjBF66BrvD2yw0PSIU8wWHlZ0hu5vwciqE9sL9lN0teAm4dQP8eIXv+3TCRy+e4fLtDdZ3pbwYISCQQc3Xn19BlG1ovq+uQBpBoQKVqScnvwS4u3C/tUOzXmWhfpYoTmh3+1y/LwKpgZEv3+0e3HzgM0ohHcLqYMDq9t72hQiRvG6OvXoFPp6twnc9w8bmFo5t8cXf+Q5fWpGZD4Rg5zTsxhBvQufigL4PWzGUWpPy06lvD9AhDEYBQbBG4akL+GHM176yyx8ksgHZDkKWMCHvm4ATSNtCxNLrISb6LXPOdSSWN+xqecA4S8iw6Pf7rNy7z5d4GCnw6hvwwsUddjpDbm2M6G9JWdP3z9FAXOEICIIApV12Wpt86ZvX+eqNSf/l+Htb8OKW1P/FbsqFKgz7Xe5sTyygPwAWQiGzzzyIefr+Oh96+hy2DglCuHZ/h5deusZXN0R2lLk/yPjmsvRCH3bbbQapx9oW5EPQhnwFGt+6CR+99CZ//PtrFIuP72VMJ15KoJRaAH4QOKu1/gWl1HnA0lo/OGERPwf8Pa31g31rIqpIH06ji0xe+YR00G/HXbsHWutfRtw+XnzxxWPX33ueR0HFbCCm3knR78DNlTXu74xIRn2+Fcn1+wNhCXCpC0EIzWJErQlxPeTSTWiNJvf8ym1YNH9vAd+8C8+cW6NZgPvbHYbGV8xn4gIyo00/pprvc3MJuNSG54DzAXzPRfgwoogaeNAHvz9gGMmOmmGc8q3Xroyv94GW6bnrbWi2RVh3u6L8lvlkwIIDNxJxEXK8MYL+FfjI2dd55W6frfvwj/bZt6vmUwT8CJ5fTXnjrij2Dg9jFygDL12B4WgFuwYf29pi0Pd5KRHhuXzAdfkY2KbvIkQhO6a8HI7pm24EgT9id2dEtVrlzmaflXsH1Ujw5Qw+erVFdwiXNyTGeBjumXbsboLtuNx/cJ9vvXaff3JdwgYH4WXz/TtX4LO6zUIJRvukOq/dt2/CCx/e4sxCA9vxiKOQO3dX+MJdeTYN4KOH3CcGerGi1Rqyszs57iOkGiJ9/O2VHp/62A4XLjy+Ld5ORE5KqT8K/GOkT74f2d/peeAvA3/qBNd/GvgTyLN6+zEA9u9HXkeMkeyI34679m2jXq+TjdX+ZOhG8M++tomt4KlzE5LZRWb4wlTl7gKDAF4IYSmDLIQbIyGhHFeQmXxcPvDbL2mqxQGt1gi3BoVATMVVZJaPkJl4ymvbgx3gQyksLcDcncnxDvDVS1Ao3uLimSZXr17lN745EeCQyey6aepfQDKENxE/PZ9NbyUP3/9NYCWAT1zu87cP0bqcVAfm8527Yirn9QYR2gITQn6AzGILW1AZwDc2fLrBXvf7MLyJuNg9xHroIuN0xrSxiozdt6/DZ954naudjIslTaufEB7x7usQ+Ke3oISM51FSlFvjYQ9GoxGv3drky9elT4/Da4B9VSaJo8a7u9vFtm26vT6e57HcLNMmGJ+zi2xve3fftSUXUj+i7QtRTSO3Cmzg3oNH35H0OJzUcvpbwJ/RWn9RKZWP+TeA7z3h9f8i0vZ7xmqqArZS6uPAbyMv6wRAKfUcInvXEVl3lFLPa61zHfkUk8nw8hHXvi1YlkW56FFmYrqVkFnUgT3B7Wl8+7a4YJ9zoNXa+1uEvPAvYDLQ20BTQz2EnjVxvxYQoUoQ0slx13wWv9KlsQz3WnLOCHEdKwjJBByOERIcX2tNXB0QAf9KCOk3Qs7UL/ON17pjYgBxj6ZXsuwgyxbum/97iNUxMvW/e8C9feD/O8wcOADXeFix9QHH1pFHKFxbEgDDaGLFHYXc/YRJX5QBFyGnnIzXgVEQ8ZVvppxvwLWuyMNRuGHKOY/0x/Yh51VNe/oatnd2WVuLTizACUJ+d4845zpw5QF8amOT9V5Kf2cdhd7jclimHvuxHkOnB/c3YPUI7umMzNMUjxEnJadntdb5CzRz4zF6hOt/Gfi1qf//MkJWfwGJJb+klPosknH7WeDzeUBbKfV54GeVUn8eydb968C/YMr5h0dd+3aQb9E7xyRGMIcM4v6YwTRyc3stmUppGuTKsl9hbgJ2KASVu0HHvYPrCyl8cl3M/hRoIooA8BRCflsIUezHOSDOIE4n11iItXAfeD2Cv/tbXXpMlDOvU84r6+Z7xKSdPmK2RsByFexDGPwwN+sgHOQ4HaYjbw7g+RQ2IyHK84hVdVJUEFflOSbWbd5/Crh0KWUVuNU9nGj2I0bOPepVRflEMoyg0xvQjw5v40E4y9HkBHB/HVrbO1y62eduDz5e3StjGXDOhrVUrKgcPeCbt2XC3B8/yZHHp/ZvBfR2cdL83xWl1A/sO/YneDhWdyC01iOt9Ub+QdoaaK1bWuvLwH+MEM0WEi/6ianLf4KJdfyPgL9gruEE175l5FtJVJgsnIzMDZYR0/+gmSa3LDaYBFVzZIjwzx1w3R2m1ldwtDCDKM2O+S4ASxWpk2ODsmWmPs/Bs8dFYK4CZ+Ym8ax5hNQWEQvqa8j+ONOwmLzqORccjdwXZFA3kP6Ko4Pb+ThwmNBmyDN0PSZxnOPKKSJ9BWJ5FoBiAZZM5lGZ81aBVzpCdiclphwhDydEppG7sgq4eWfE5d2DJ5XDMC03hy3y6wErm32SCPxduLbPel0E7PRheRkixBci5H0QWubT6TxKdPZ4nNTy+S+A31RK/RZQUrLR3J9CrJhHhtb6Z/b9/6vArx5y7i7wbxxR1qHXvh1YlsV8s875CjhDSZ8vIISUz2oZopDyzLYgnwUPMhqWEJad52EB37+ELSfFXPkjREm8qXvkym8BdRuiorzXsuSCHUM/Fsso2Vd2FfDKEMVSVtG0KTDnHuYKLQPP1WGlJwT3MkJouduZ94EHlAoHNOoxYRGZiTzgApNM3zowN5VMOEzBbSbLEBTSR+eQ+heAzAZ7JNaoZ+4VsC/9+whY4GhFyy2YLeCf3D5ZrGkaRYRE5pDxyJME0+1/APzOd+BDS/Kkw3emfqsjMtlcgrmWWEjafPpMJtQ2Mjlt8nDYQAHNZvMRa340TmQ5aa2/ziTW8yuIPHyv1vpbR174HobWsjraLYvAnkWEIGSyFqdq/j7p1lsNoOxIecfBZpI1ynW8ysRKwdy3Ys6zPCh4sFiH5XljvXBwkFR58kO1AjUl5fqIwHY4nJwswHbEeqwgbmAJ+K6pcyqIUs/VJUYFoviPCzXzWTDfi1O/5bGbo/aWriLjkE8S3tR3roRuCm79ZDErMM8yHnA8T6qXmaSPlanD9Pn55NHlcGKqsjcxkpdXYdK/S6YdS0yswRwhkly5a2KU0/f3gIWaJGQSZBKaM+d8xNwjMN95Yidvm2vap4FyeTrP+fZx0mxdU2u9CvzNx3r3U4z8ma/YWBcDZBAaiI+dp5ibTGYZH5lpXB7ObIAMaGJWIDc43Idn6l65skXmWJ5ZymGZeycKbA2lkmxUX3DlubYComC5uxkC9yNYssBWsFyHq12xJI4j2YaCZlHat1CTB0TnPVgx7Okgiu4gVluu8BVEYVoHF7sH+Qxd4OC4mwc8Y0Ejk/7ebx0NTDtKPEzMi4iVUEZcldgcy1f7lgCrBF4RilrGNkPG4LBMGKauRfPpm/KriBXzwNyj7EItlt8jJqSSmv83OTqWWTT3UUj/5vJVQvo2YzJp5vZLjUns7HlEjhsKdrSQ182p81QCWWkiay6TCWDJgW3z2E9+79yCL07d4/bt23z0o4ctSnh0nDTmtK6UelUp9beUUv+mWfP0voZSilKxQK0weTShgnRYBVGCRUSZ5pnMxnPsnbVs86liskx68v+0D99k72bsDSXlK1N+E3FhLjKJKzQ9Edg5oF6AptEmxxMhWjD3mDdlL5q/zymYq0KpKDaGNsePmvcKgNJQrEhdKg6cq8JiWWJbIIrfQAQ3DiR2U0IUMG/rUc+t525zw9RlHsmaTFtCZSQjd96TsZius4eQVU5u08hJPLcI8vjaEjBnSznNBmQ++DG0+5Pz83HeDwcZHw9R5tyiGFuWrljcdU/2RWqa+qZMWRtTn7P7ys//byDXlpgobL6a6Fnzu4uQR7kkZT3NXnnKMMmWkpybk3puOcYWRCPp/4uIlTZn2hgquX6OiQuY96/NZPwf964EJyWnOSTu1AF+ElhRSr2ulPrFx1qbU4Y0TXGLE8ErO7BQFWF9jr3CUmLyCMB0MHve/L/AxDKxMQFIJqR2honZ3gAWKyJki4hgnjXn1esyc50DVAQFC7Qn26OUbDPTD6A8L8L5PCLITzHJRi3NQaMEfhixalLiTWS5/WFIkMHfNFFmrwTxAKrNScaviNTNApbPwFNzk3q7iCIf9jaMBqLUTURBmojQfQSJc0wH4HuxKGIVmFOT/s7beN70e16vfNJYRGb7EFHO3DXxKnL/ogeFGqQ+uBX5vWyubUy1MUeeHCma+jrmM8LE8FKpW9WGM2ekTmcQQlxkIhMlJmQ1jVw+ctKOzb3mzd8Ncx+3IZZdGQh9aWPunufkvWuObY2kL/umT8/n/WSB5ZoUvDVJAmmgXhICT63JspU6E+vqecxznOdzmno8OOnjKwHwu0qpryOJnB9AHkH5EeA/faw1OkUoFos0SzBXg1IoAeQIGeTcXVKIAOSzdh4ruoC4fx4ToT1TkIdJQw09bcxpc07u14OxjOzJep4yIpQWgC8KkQLL5yAcQqTBUfIg784Azs1BNIC5ZYi2Jm7necTiK5UgtmVld7kES8ZnyZCyh+Yz7RrlBNDpm8WKfemL0RCaNTjbFxJRQMGGigvuHDQ3Jmu3ioiSTcdyciuybr7nTF/YiBtYqIHVF5KLTZ3KlpBrmol7WWpLH3UQxQ8Rt7UjG3+OEwmjqbLLpq7VuozN8hLUytAbQbEh5y3asFCEeCgueN4H+ThVpsYuv0fRfFuAn8k9MmM+ni9BzRdXzzb1KRtZGvBwkDknp7zPqkxINZ/IPtSUBtcQ4qg7sg10ZuTIRpIveVwrBjwLKplYSJh+iEewMA/zIwk9pExCCtUKlIqym4IXTRIHY5lA5P1xr3M6keWklPp5pdRLyILaP4dkyb9Pa73fEn1fQd6MAYMEtiOItVgLGhnkXMFcoKxEaJaAJSUd20CO5ZZRTcHyHCRaBleb3wNMKtaUNw+Uy1C35LoCIiRdxPz2TZk6giCBIIZeIDNeoyLZukYTrEyWFmhT1xhoVqBShoUSzM9bNArwVFmEO3d5Lph25K5MwbRFA51IlD/OpLz+CAJtYiJK+qJSlodib9+HVE0UNm9H07RxyZR7xvxfA5aqULFEqeYA5U/iWHl2zSvKW8jdMuhUfld5n5jz0NKOJjIWeVwod6dtM251R/p6FMi42DYMfChVwUplWYZv6lZCFDK3dPLJJUMsk9zCzonCccWdy0ZStp8IuShE+fPHfRa8vVZ4xdyjasqeXh+XT1IeZlGshkhNXLvGnIlXOpNHLArIw8VgXPs5OKNkIpo3dcEVy2muDkt1uFCQcWmWwLPNWrqaWEpnmCSIcouvxrsUEAf+EyRe9z8j26d8S2u9P0P9vkL+1pNmTYSnY5bvn1mA9R3z/NgcOG35O9KTmTP3z31EMPLYRLkuCx/LBeiEojh9ZOAvmPPyoGOUQJhNXK48SJlGk5iFBfQTOTYMwXPFgip4YlF5nihyeSjE5ZXAyaBaBmxwLAdlRbRHoky5FZcHtm3E+quZe+XB5iLQrMIghkpNrMG5AaTauB6RWFSREkJveOKC5vG4CLlfbtHl7lcPWbbhG/+mCFSa0N6eWJZngJonSyF218A+C7WeicsVJQmwmUo/WHqyijthkpUrOzLhJAj5JDGECWgNrgNlG9LYjFcETdOOChLP6jLJnOaENIcQj2fG/0JBgvZWFeyikF7Zkj60EJLzzd9x+nACZYHJgtacXPOlJRlQtGX7lfYAEsdkAG3o7oAqiyXkGNlaBJYdeCaBc0vmZQS2kKWLLEOZq0GjLNZ0osRSsiOYr0q5SRl2tiby4drQNIt4m5ZYsaXScWvmHw0njTk1kW1KMuCnkJjTP1NKvW/fWZemKaMwYRSLr20jgU0nlsFYsMAdgXaM+evKoJUdSF0RogVEOYpA0YFRHzxHiMRlYnpXgbqCsyUzKyuwjc9YAhq2sc5sCdrOI4oyNw91F545B8s1qHpigmeAciT+EEeylbDniMCOEPMcCzzHoujJb42CBNUDTHB46ttD2pO7YM0SLM5JUL3gQK0KNQvmSnL9KAKnZKwNV+JhjYIoScmdrL1KkfrkD4+CKGGJyayZalGafNmEAgpl6OxAVoDt1iTI3ihDycTqXGPWZkzINso/ycR6Knhi6RULkr2MEvB92bWhkEK1Jo13mKz/aZh6Fkw7PCbkHiJtTUNwm1L+fFG+bWeSTXOAqmMWgdbEivkwYg3l5TtMlqo4akJMHlArwZwDCw2RyUoD2imENgQjyJ+tzwPwhYqRRVdko1Q0Y2nL9itLTbHyRjH4Q4hCsByxTMvzQpSVshCG4xovwvRhmImluf+tyG8XJ13nlGitX0IeQ/lfgc8jz9X99GOtzSmCbdtUii4V1+LMgqTMXQvsilgCZBCWZMZt2DK7KGTg87VHIMJlI+6Xr6DflVkrRcirgChxDGz7cnygoVgTorMRwYqBuSacXxKhqtZEYJtNKDngFmWDNscSwui0IVCgFYShxD8cFzJjgqUxxHHCMJC6pRpsV8p2ENfqQmniBuWpbA8x7x2gWYd6Wcq1Lbl/TUl9CgpqC9JPcSjWg0LiGcqU5TJRxDwNjiNt1YBlGwW2RTk80xd9E4jPQpifnyz18I31M1eBRn3vCvA84J4BVdOuWk0spUYJmmVpi6XE7SER8usYy7iNEGmA1L+OjFUJaWtVTSzBMBQrtdWSzF+UQRhL/ywWZUKpN81i1ZIcLwDzFSHR3KVbqEudzxRNVrQp97UQcmglEgOszckmiFXA0VArykSVB+c1EI4mFmqqZdfUegkqRcj3iUuVhAFyWShYMtkFfQgtWbwJEkawXLNEAjjXEMvwXcnWKaX+B6XUa8hi4L+ETCI/wuGr5d8XsG2bWq2Kk4pSdAJZgd2si/BnoZBSowJnm2I5VApwbhlqJj0dYsxw4y40F8VNXCpPVifbyJ7TJWdiuu9sy48lG+YK0LCEHMPYuH++KJYtb5UiDkV4MqSOiQUlS2JMBePGxJnEFJxMBDLOrPErvx1jQTQQQggzGIWT1dT54sr5ebHAfAVxLC7J5q6QdLUqhOqUhFhUJDN0qiQ+VnZkOQJM1gLlllK+rqtoC0FUlZBvilxvAecqYmE++xRYMdSaMOxPXB7bkvuajRtZcmHRKH7Bg3oRzhZhsSbWXtUVCyPRkkxItcTqnlmEp89auBoyV6y9JYQY8lhVBiyaBbWOC05RiLBuiUVZVbCwYCwNS7Z4jjUUTbyvYIkVrFMZlwToDqXcPIgf+9KWJJEERjiaxJtUbGKeluxlpYrgukK8cSyZx3zMHIRwC8hvlhJ3PAzM67PMurhaRcbIcmQS8QryncfhrHSy91MSynelKteVCvK26MeJk5a2C/xnwEsmc/eBQJbJe85UBexNGXwdyiySZSa7E0A/EEHzLMAxQUgPPF8UTyloVMV/Vw4052A0kmCyY9jIsWXmXu6J0j77FHQ6sDWA9kgyT6VIZsWiJbO+RsjBMWa6lTJmN0uJUhUt8xLPviiIa8kK8TCGgo5IElla4GQmoG6sCj+V/5NMFNIBlhvibqqG9INjyCbKJOtXdSGuS9mDABJbLLXEkkdC0mSyq0PI5Lk1zLdyRBGKSvoszuS6c3NinfQD0HXJRNbnIW7B4lMwuAnzJUk29EaQFSHL1zRoaUPZJAuKRalHqKFsLIQslUWS5aKQsu1AFGfM1cA18bvYgcSfBN1LyJhVLOnnxJSRpEKMtRIkAXh1Oc8rQMUXpXaMr5ZEYgFbmYyra8FgNFkbVipK7K5SgKEvFlZq+q/RhAs9IUB/ZEIOJqCvHZlsztaFvH0zjgpJXsw7Iqu7Fdk8MDaTVckR0oozuecokljqqG9c3mwSP23MiUxVTdpaee9Stk5r/TNa6y8By0qp71NKHb+V5Hsc47fxegX8Lrg1o3QZbHeN3+7KbFwpy0zmmRW2jiUDCWZWMlviRlrMaFKjIIjbVbBFsVyTWXNLsmzBq4jlVDZB+WZR3ICFOREKz52Qx1zd4unFAlVPLI080hxHMjsHSKYvAQZt6A9hEEGsYNSBxBVhHPmy0LLsiXLkz4UVkJlf2xLjqFUgyKTOZxekbpWaUaqCWGu2hrNn4Xxd+qBYEEvurD1Z0FdDrI2mCRiXK0ISli1trHomM2hLrK6zK+3odKDcAL8rQec4EaugXheS8BwhnjARF0Yjf4exOTeQbYBjHzJrEqOxlcTk+pGUl6+EHsVmvBWUlMzWOyEEkYxBKK+0Y6EuVmIcg10W8s4smdiaZYlf9rrQasu2NekIiiVJXjRrsFyaLKdIMrHq4lTKLVjiEjqYBExRxm6QidVll2TCqFsyBq4rMlS1YXlBwhFeAUYpWAV50LdWAU9J/UeRJAcyk+WtlaUthTkzqSmRtfkqVGwhwGEgukDIY90FE07u1p1VSv0esuL988BNpdRXzG6Y71sUi0VKtqYxJwJ+ti7fliVWSpAJMTmGCEZDCdY6tgQeqwoaDSAWczsMIfIl/jMKRCg8Q0hBICZ/EzH7KyUII8lKNQpwdl6IybZF4MtVsY7iCAYh7A4z7m+EhFoEcKEq7lcvhGEsAjpn0jcjBVu7MlM2PImjeZkQgeeIhTVXl3vn6feSJ4SDNQmoLpSEkOpFqNWh3xNSVZZYHOWyKPTCvFyPBqcg7agUJI3vwngZfaUqCug4sn1IZk0CsOFAAvtYsNWSjJLvixXimRRnqMQyCRJ5JZYOZFwiLSQSRLLzaKakH4dDE5iPhay7PmztQNs3JOhIZrXqyZgXCzKeTc8srjVulGNNCDmOIbAhikCloIy1Wi0L8Wlj6dqOtCn2JKtoW0YWtHnhAUIGnpJ+yFLpz4IDi/NSth8CZSimcGYJ3FgIIzZuWRRAdwAjsw7h4nk4V5a6BCMhKMsWYsyTAaGxlhJlyHZRQgqVosSaEqT/tBaiDxOZaK0S+P5RD/k8Ok7q1v1dZNO9H9RaD5VSFeCvm+P/2mOt0SmBZVnoNMYr1Yh3d2Qf8UxMcEuJEkcZBEOo1OXNuTiS5fAsE8Oxxf2xzKpjvyxuQzSC1DYL2WrQGci1cWhiDp7EANwMcGUGTEOJMekUlAtWAqWiolbTFC1RRF2S2bDkCEkOQsCHc/OilOWq8ICVQuBJHatFWcnsumAXpG2uUTStTfo7g0IJ6hUgk1R/dyCCnaYStxj5iDtpSbyjXgI/MLEnJRaW44ml4pVFkZQrJFa0hVC6A6gui6I2K9JW2xUXrViT7KhVEEKKh4AFO6lYKAUFNdfESxB31jkHrU0ILFFs15FYYcmRCcQ3Dz8vViTA62bSB0Nf4oaWL+5zEEv8bTQUN9NxxLo7OyeTjFbSftcRS6TfA7sq5JE6MB+KCxcrQ0KOxHZ0LMRjI1ZsTmQFjJXiQSmVPtS2xIhsT1zrgiElK5NMXRKCWwUvERd9MDDhB0zMygTlB7ZMkpUyOH2ZRG1jaZY8xblFzTkFrjYTRAJDBStbZscLRwjTD4WU6k2xpEIbKpXDNlV5azgpOf0R4JzWOgYwBPVX2LtJ4/sKaWpe8ewP0I7sBhhrIyiW2cpEQ1wyAccmWEOJNZRMKjlEzOqBD/WzEmdqVEXpPF9IwE4klZxmYsZXK4aUUkiLkA0gsoUIo1AUezgU5egPNYM+6AqcP+uho0jOsxUq1Wgj2EWjjLaJWTTKImAlV1GpaUaBWC1eJq5FwROX0cotqKEozjAw5r2WV557RXlJglUSF86yZfa3HXkBwjARIm7UhMDSGHDkhQiZJdZivSoz8TCQ+EvVBapgDwGzJCPwxSJJlTzTZ8XgVcX6qViiKG5B7jsywaxiUd4Q4xREsUll3ZJj4n+b2yaoH0n/DSNozkMzltXtvaHUdegDZt1ToSrxl0pR6q+Ny0YiCp5kMsZuRcjRK8BOH4a2CbjHcsxWZslJSRTcK0i/Jpa4Vo2ajNVcGQKzXiFREloYDaUetYoQWL0sbl9/CKtbshxkEMu6JWsk+3wFiBUUDmQxsaVk8nGMXKChWrHxFBQLKcMB6IKQabMobz/uBRIXGwUyAY0yE9+Kpl6MoI97dPzRcNJ1Tm3g4/uOfZRH2/v/PQWlFFmaUKnPYUUiHJ4lg11UJotTEJdrriYD1aiIUvsh9BJobYtLVSyKO4cFw5HEd2omldeLoDOUrWVDW84LtLgYo65ZT2JWLeamfr0irgZaApG1EjRLFs1GjUEA/kALuVgyY3ZDWURqmxiRV4blCmRWke7A7EgQA664UCqVWRZbZvXICP/6DmwNJSZhWeZ5OddiNBBrplKSutSLEvupKNnKZeCLAjYrooTFsjwFXzBBY8uS7FnFEdeiNzJWgyv1citiDeBKDGZuHs5WpQ31ilhT2mSVPON++qF51ZQr1kTVJCxKJbEkFpZh0WSoNEAGvf+fvXcL9TVb07t+Y4zv/H3/05zrVFW9s9s2B6WNTbDFK40hYAyiFwZEGsFEMVFRAiJ6E+1II2guJSIYWhI1tIcLL/RCNCqIGNQmJpHGRgxtd3btqlprzcP/9J3HGF48Y9YqN3vvqu69KHf37m+zWbXWnP/T9x/jHc/7vM/zvhcoNinLLPSc06rDIG/EDxWJRAYFo3kW+tuUQoAuyTVMkne8OqiS2+XSE9VJALmkCqSzug8fHaTqzsvEIzoFlOuo7+vQaa2Vpe6XSxW+NCyZ+SnFcor9t8gAACAASURBVCoO1F6HR15rvc6TODbnEw8WlcINq15v6D2XOfD2BI9rqkSbdwfK7RZedjrEDDpAi0zf7/mi8fEhPHkm3s/1VZHTnwH+kjHm50lzJIE/xm9hnZMxhqauyFgpa21QnzZl00IYIe61EOdFQWSdlaY5owrKnLwNi1dQMUanor0oNZosPKSO7JtNEle+AKxSsmnV67Z1QlxWCKaqUurUWV6MQZWVxXA5nzmN8NGNNk1dwSYo2JxThcoucHcPz26hXEfirA3nUrWGBWwj71z0QiLnAJskICyNUqD9Rot86gPkItCbTMFrCeJntluIV4kwWWBqIJvhdE6z7lLT8cyKg1o8XH1CeSTzaa6gsN9LHNh22jCXVIXblkoVbZ7U3VUql1tVDGf0+fKUivc91HvgovcQjT7H7Vb80fmkQyCPEFc+n/GXrdD+mCQe61b3ociS5y2V78+jOLrdRunyJXGQRCjakuvbiWoLb35N96asdRAtiRd0Jby0ep6nulf3BVJ66JWmHc9CMcsMcwrMVSF9V+OSrSgqHb4chcB3KSi9uFW/75jWY2V1YOkzR4qoqTe9V9WvTJXPMMNSao03rQJxmRwJVSWi/30jp68UnGKMf84Y8zeAnwH+TuRq+Jkv9BX/LXc9IafZG4ocPtiIXPZRp9lNMlDFmBTRSRUdVn2hm1a+sNtOp/A06VR1Rl9875Xy1IVOyaWHMQXB57lO+pAQTJbwbUSbMJuEIOZgyJwes6wLeS5f1LaAMc8IafhjiLA8igMyaNGtdzDUEdtBdoHQwvEkstw8QpY4msyJ+L2pUgeCKBL8eQcPo0jmm1oneVVo4EK2FcdVVVr4lVE5e15ScO1U3Xz2HB6P4kyuZ6GJXZS04TImRLcqXfzkXnySS2lPf9YmbiuhvZiKEDHC3RVuWyHavk+Bt9DvewPxrSp+2QJugGprMQRVUIMqq5nRJs4yOBSqqDkDz5/rPpWFEOQY36mps0yozaeCxxgg9gosl+OErWH+RKjbW6XCJJI8GqHqKkt6KITE1yPQwOVRVVS76M++F0qfrvosNipFzg3MV62pulDgDB5ebmDcwr7UIXe9wLHXAfYkID4nVF8sQrcEoWC/ym71eFals7R6rfNZqeYT4Z/n+XfdS7/R60uDkzFmh5T1/1uM8b9/r6/+Q3w9NZvrp5Fo4LCD6VFfZN0IyrclcNVC6xqRki7XJikz+eZOk4yfJpHj+1anarbqJHKJBD0F8TiPA2QfgbmKkzEuea9WpT7zqnJvbqHOHXnuuU4Q1hWbOZar5xQyHu5WQfdF77OtpVauimQFqeCbLyt+5ZORO6M+Rl0OZoTdS23ETZV0Q1GCx7hC1ibXuiuZp4mmVWC9RpXIszw1QDuUfPrZxJyrmrmuCk5lpgBHmYjZTmS+zVN1rUv8VEo7NnulIk1SoW+6lJ4lTiSu0lg5C1WZcTqvHHuR44sXAn3SBlaFgqapdPK3uewuBYFTSERzLoJ3U+qAWROhcpr0HoJP6dwiztF4pTbRC0mtqwJD8EkLt0l8XK7gE1PF1EwwF0qf6gPEs9Ipj4j6toFTQoThDKbT4/Ok2F53Cg7OKXjXTgejz8XhbQulsOernsPbJNRN1djCKniXWeLBgN2hZP50orgVoZ43Wj9FrnvlI6y1eLZ1ENJbBnj5IeSZe+/B6ftyTsaYfwihpF8EvmWM+QPv9dV/E1x+nQkYvFfK8OxWpeRnieQtKpHLl9RC5Doq4rs8iRhXcQ+lFc/UVapk2cTvPJ06NwdVxg4drH3iA1Ag2jQ6yfKUAjzOOvWauuLQGHYNZHlJ33uaGsywYgtpXx6uQlk2pTybSsEqWMizDO/Fp3WZ3kuWRHXWKa1co1CCX5Iex4qENX4hr2A4yYB6PSoIFMkJ+/A4sRTgL6nKmErk2FSeT3aWaU6jqhalgjedeKMqT+gkbXKM+Cy/JglHLSlCmVIqY+A6rnjE82ySD0zye32uTa1DpqkVfHz6vmzhqArYNPbzkjpW7/FmLyQ0jKpMRvtOShLTd1caIYnCQr0Vifx8p/fgUtndpFS1KuFmq3UzeaGkx4uKB0tQavziVmgTI75uSUHvsNVa+8Y3VAnuEjJtkxzl/qI1UpV6fmt0L4m6h9dR6+EywJxLR2bNu6ri1E+EQsgwK2G9qqPptRfivKxKsU+90N/1KKHt6QxTCF+7t+7ngH8VSV3+deDffK+v/kN8GWMwRMqqwyxR2o4gktt0gvLOqprzcNYGD5NIzDkptG+26undJb/S5EVAPp51guZeKU5XSzP04iWUUaisTo29y807EyjJRDuctOCHYWImo8ihsgGT9C1ll7FxQkKZU4pyHXQa3l0V2HTCW/JarxktfHbUzx9Per9NqaA6L8lvRdLEZGqPUZjkvRpTs7tSFp4qh5ubitzr/YekgH6RNFHNRoin2ykNaUuhkv1Bm8s4BYCIAs8TcXsalUJPyTrR7GRC3rUKWucB8tqwcRCzTH2NZqVM65rK/lGLfg0KQnGF6D1E8EugT+r2fhHSPJ9VKd3USuUzhIaahJaMEX94SXxYZ5XGL6vWwGXW6/iklI9RCM1mCq7Pk/p99UrPXZ64nFJeu9tOf69zOKZgcH2UDGMO+l5iptcb0xp9apuDEzJqmsQNJdL+m6/gRaMA3W10iC4jFHUmBJ1MiN7p9z94Dje50HZRiJ97Wrs2klT48b0T4l8WnH4ixvhnY4w98O+ixoQ/MldZlrg4U9QVi5fO5MUHUA/QHTJBeZdOqfUdhI9RJKpJnq3ey97ycgNNbilqLcibg1Kiyyyt0ZRgf14qNdpsVa3ymQKES3CaShs2msjlvHAd4DTK9VQYGKeVBS3wbeJKxlUp43XQRt1Wqq7EtJ7KXBvltoCXLxSUivxdWjkkXmWewWIhBPLMURSGZ502RIxCAiK0A5vOirzuVZVcopBYnJVaZSvcPldqtNmrOhkKCQS9F+E7eG3uD/YKYjYkh78RUdvPem6bC61kS8TWjvG66pBIVct1TMJMr78HFBCrWrzZm0ehioejNnJJqnYihDw+IYZMPM85kcZFqlquT5qixFkNIZHN6d7nCZnOs3RXw6zvtURWlE0tSUnXvOtykOfpMNDtxtTisEIlecW2hp94pc/9e34MGCTrIBVunnyMeVKAn3u471VdGzwMGfjxqTODob+uhFxp5TAkBwBAlIbufJKEYF3VpqVJFdWq0ffydXvrPg9eMcbVGPN+X/2H+IoxMowTNm/YcKK2MHcwPED7ImO5rNStoPIySxcyzbDdJTX4DFOmtOTJn5XfwOKDNCZGE3cHz+ctNMOa0kBSfp+lEyuHoVCKRwpc+w3M88rdVYHGtoZiiazOsCyRIamhXSppd5m6BGReG+x8hbeXibf3qioeklCyu9Xm8LkC2bKkoQlOp2twUAxievslBREvzgMjBJYBRdWSzw9sUosfa4CkqvdJt9OUui/VRqLK7a2IX59J+IhR0aDdScl+StzUOOj55lUbpErVNnD4LHA6e6XCibNzmbgqP4lHsQg9bhqlqzFpkgqrtO/NfbLppEopHh6juke6kMSsk5BY2yZ/WRT6yTcqMESn11hmHV7OKUg0DZSpX8y0opuVhJxxTQgqKphe+lRhTd/3MEJ5IwRlnALh8aw1cXqAcgdxgDz1FM6MpCbRqzo4jqIEiipV9e6lmbIOchOpNiXjMrEYrdn7e1UmH84i4DdbBeA6E4dVZ+K3mMHtivee1n1ZsGmMMf/jF/6++Y6/E2P8+97rO/ohuYwxFHlG8DNlXlF1A8MjVFuYLiuH1Iis65L6ORHljVNQ+ORBgevFPhHlpdI+ypyuhrguvHWwlrCrxGvMSSntnCBz9Sil8XUR4qisFtyzZ+J9/BoI5imoRYyzGB+47RwZnl0Lbx906jfb5Cq3ej+hAusXPnoJ93dSb5sIddRpfRpSICrhxiqdMGihLiu8LFKrlkLILwYFYheVcpweH7gsqX1IOv2dUVVu8xK4yCu3WChGpbHzBbYHpWLWpxTGSvt1n7RmzquSOKbK6eNJtpXiBB+8KhhPA4eEOI1V4C2N0EKwUE0iy7cVMIvPuWn1fK9ednzyyUX8yqAUK/dCha/POji8Swr8lHb2Y5KYZCLEx3voDkmcGJTiZQl9jkFiz9zIBpP3ItPNqvu0OskFlhTosGBSp9F5VQALs1LpeUqFEgvzSVKL4gj5IZH+RoH1clL67GdxWplF7X6MXs8FrZ/JGOw0Kciiamq7g9N98ueVqv4NI9h076Zkgs8raAhfe7Xun/6Ov//8e331H/IrhIC1GcEPFLnhsImQqkgPvdDCPGnBXgedSJ53nqiiTU79XBtjt4GmzLhcBy6TTjV31SIPVnzLphHMJlk2nviaZVKwYNEJOy3Q7iu29yPdFqrCcjwnHD4FRgNNUKCY5kSSOvjWUQus6qDbNIx3PWUyNd9un7gJwxzj5xv8OAsNtlUyoe5VFBiDIVjHPK0sUcHLJ71X6CrCdRQnkwSC1wnqjSo8WaWUNne6V8ez0EA+qJzuSiGMItM96Bf93vMXQpLRwNtHve+xhz6H02kgrxx3d16EbvILlpkI3WEQSjohIWVEXNk8CCkeHy7MMQXpVHHLO5XvX6ZDZnUKfFMSSUb/ziB7ucp6NF6lS6syBdPdBsrCEoOUk8MiwWeWK01vd+qQsK763bs7CSaH5HO7TtJz2cQjkaqZmdXnX1El+OVLfZau0toar0LyjiTWLDQRZtdlvL1feX0PYyVf3nyJFFkSj0bZUu6PkO+FLrNSqHZc1R3DOt2D9aKUz1mDeXJPv6fr+wanGONfeK+v9pvsstZirCEGxzpEXKWTawxQ+ERwGp0ydZsQSmsYL5EpSmTY1VqEBWBcyTxPLDajq1fmK2SdrBLOakFPF3Egu9ZQuUhTq0S+28PDcQXD58T3PIzkXWpFEqDsCko/U+awRMO+yXi4LvRRolGqVMZvFCCGfiJkhuUxUjdCWecVbkPEpFRnfS30sl4SqYtSueOQ3sdl1ebwSZwKvNgXZNZh9wXDPGNmBZ7C6TnyQo9fvQJtvgHm1KUxBbPjJVk4NpJvrIMCwLHn8+bacxBndEsy05aW/uwhSQWyRug1WvFadaOWMDF5xC6juJKqNpiHyFLokOkneHPV+/FnbcxpVgoz9uLHssRnrcW74FYmeUSx03MMk0SY4wWebSyTE9KdVwWusChYtzahlD69t07r67bTv43J2JwlR8DxISFOUoeC5Lf0ZwXP3qdDLwW/Zpv4w5MOyrfHleucyP2k5K8b3ae+TxxdAJx0aXUi3PtZ1piXN0Lu1wu4Z6nLQ4h479/r/vuR4ZB+I1eWZZQO3j6e8IVOp0MLVetobGAJlvuT53CA46OqeHaJvHjW8HjpWUtxNgHpU+Z5Ytc2mHmQ7ieHy1shrCpXwFgC3J9hW0fOowj1cVlpc8F0Z4ET3O4LDk3N9OZI0+Rsm4Zvf3rkMUKVR9YZHrx0xplNDnYrYvb0AGMLb4+evtcizjP0RicRz1luiBE+/EZkOiVnf9L4BC+iuLURW8PrT5NdJUv9rabApg5YxCkNRkbfdVVgGpdko8ik52kQ3xRTef46pIBbpu4NnXoHFbVQQJsbpjlKbe8h3hiKGMljZPN8y/l0YteV3J0n/CSOatMKpfnwrppaJjPyuVc1lqDUZVNKjd48F0qcB6VL0wQfD0rxnmw6/Rm6G9lrNg34NiGVTKnQ6RH8Fg7jCjHxQOi7yJ6+861U+71P5mX7Tr/krCQgPtlRmDQxpuhFfodV+rAx2VPaqEPichVHmLWpjU1uaKvINIvDMkaShTDAMQOMWsHUVfIVJq7U+dQFM0kpulxI9i4p6ZvUlWBZ3i/fBL8dnL7nFWNknGauo2cMhtJHukOONRlFmPGuYThd6TY60butqnnlPseZwH4jfqEolaZlSRDZjwOTjywT3L+V96lLxLnbgn0tjiAGBYzpCqckBchzbYLBQn+dqV3G1UO5LlhjaHcV5jKSGwlA36SU8cVWiGfqxd1QJBNooZN2a941/d82IpCLosAGz8NlxVY6gUMSdHoPdwMslSD/nFKSAGBgnVce1wAhqDvCvbqHxpSempSWFWNCRDshk7oRwjl0EkxejtqQjydtxLhAc4AsyzlPs/qjZ8AUCSX4POfh7sQAzOeJLJOMI3QKFCGp+0MU6lqiAo+zCcWVSURbCgl3VkFqykSmb0qlvsskIh4jWUQVgVzDBs6zuDWfWrN0W323+NQZwL/rylmVid9JgaD/FNqX6B+deLIZvbfCKQjMQejx0CUBb61AW2Xwthcv96TBKsqE8AzMwTKvXqlkMpZngHnyEkbIKsvpJHTnjdB2s1fgdFbIcFursjvPCqKk13rPKgLgt4PT97yMMZRFTl1YjjGQd451WrC5JTcZ5+NVMPgI5GkD7uF0XaCJn3cyNKTGawbqOqOxFrOuhCVQF2lTl4Lp04NSBiZtwumsFiJP5WOD0Mb0FtzBMi4L8wBnA/vO019HxhWoDJmLbJLwMZBU14msN1GapK4FvDoLDMnXVlkhm3mdqMsM51RuDj4Rs73ajpSTyNymVEr1bA/WWLwNUkSn1DMMIoXnkMykrSFfoibWJE2QX4Sglkkp1DiJg2r3EiOWGxjeqDhABBtXTNTpfx6ELAKwXGdWJzQiqUTibFIjbWNVRXNJTlCmtHwNaWzTLETkdpIVLCj4hEdxU2t6juwpIOSqqk3JDlLmcFMKYS5NkoZ4cUYP11SlDLov9wHylOLetiLqt3ulWLSqlIVWrXaMU2DbtcCaZvYtWjOffSb5xaGCx7cqsFSFSPdtm+67V5eNOrWq8VbVRwwcLFSVxeQ5cZ652RucsXjvyZKsY3+QKv3pHi4hiUjTEL3xEXZ787XrnH7kr6woKcuC/uoZPEzTxBxWmsZhg7xWLojgXdPsOBODBHpJ1/PU8GvuVYrLrKoattLGzi0QtRmOR+lgrskTdncnFHT3qED2+g5MCXEMtFVB12jB9IMaTG8aqG2UB3BWOtd7cTBVsn0Qk3dq1QIfozbrziUuJGoT2ejJrIj5toJdrvSty+DHv1nzjUNJVYCrpA86T4HCQFM3ZAG+/al4OZOEeqaE06Nq4yZJCcyidOt8Udk8rkJnVaON2ZTSeNWJmA4ezqvl3CvVaBr9TpvBbteQIeFrlUvJ6aOeP0bxJ25RkL8s6lHUJ/6nNEK2wwwYodSukZevOzjpjFC9oUySickLnVTIllRV6jW/7eS1JKWRjxeR90+DUvNkcdrVQqyn9NlD1Oexi7igIqoNb2GFsoZeqNlZPceceog1MRlxO3VryKKQ35JSaVfqMcNJze2KTN81yEtos4wwz2AM/RRZFs84Q39R25/zoxrwnRcVO55aCrtaKWXTQWnN125f+aPGmP/ke/zsF4wx/8R7fTc/ZJdzjswE6iyXX2pNgrzR41fPZt9iVp36YZZT/u4RpiWwGqU/GbJLhIQK+nEmzw2b2tE8WVpqkaJFLc6jKXQyhSiNkV0Sj3BSxe7hEY4LnMaJ4LXpJh+5Jl7Am4xxTos4Ewkdnfgg54To5uTbKpGUYRw04uphUrA1QLRO7W4X2UTKWsMMHmfoTwNFXlFWW9wEFCJvAfLMcu4Dc6mKXJV8anGGPqayeSqPPzWlbhN/YjOoypw8JmtErw3uZ1kmXA5mXKWMrrQRh0Hv6fHYM0WlPaO3lLlhW6dKlxWiuaYDwyQT8Ji8Z5MXEb94odxnqSkdhWPqPdMgtfgpKdZtVGpzPOszRSv7kU2+u1gma0mRqq9OSK1K1p2bDey3uUSctdEhYGVBmXOletuN3l9V6TvOSwWsGACrtUFQy5h+FopcZpl315TitZU6SsRoCIXU5dMqBD4/pcXrjI8w+8g0qn3PMaHlZVaF7tq/m+gzpKkd81WV3I/fQuD9K8S/LK37Z4F/7nv87N9CnTD/4/f6jn6IrmEYOA6B8zCowlIKTrsctpsNcZm45gZCpEoVnbXQ4rFeiKJtdHplhVKipnP0/cTkI/0if9JjqRP4cgff/HFB9CKzzHNgGaU8P59lEC0usH2ugFKYSLA6yTILh23BprRYDN6vUiGnjpPHez6fM5ZlGlvepUZw6wrdzrGePWPaqBa4XlbmZHtgSCZXI+9V2MGlv7L6leqmxJ8mTAE2L1nnmbJ1bHuPq5Q6zQmRhKT4drma3nkvVNMPSbd0AWcWCRdXBYsik1VlnIRO65uKfRyxBvabnMdxIa6w2RbE45yMvSvzEhmS4bit1C9pnFK1tZM+yCTuZr9T9WsYhGj7QcHvcvGcU8eETaUqms1V/SoLBY7CCB1ekyXGBKnPp+RzOwxyA9ROm/mpBfG8LNSbgmaYqVqtn7zQYZBXQlQkHVRWKJ0KXiJVF/SaefLOtYV4qG1qVlht4e5BqWRZgDWRPKr8fx31mCWm9DB3DIunyxUASwNmFgq8noX2Hh9ka2kSwrus6TBNOrBNVX29yAn4nTHG//27/SDG+NeA3/VVXsQYUxpjft4Y86vGmLMx5q8aY/7wF37+B40xv2yM6Y0x/4Mx5pvf8dj/wBhzMsZ8aoz5l77jub/nY3/Qq6oqKufJrFXrjKpkt2moikKDHG3JMkfMqnRn12gB5qWla9VWpM6EmEyEZltQZVDVNSYRo1WpDff4FvpM1Z3XJ/j0Evj4UwWKSyoHXx5VSvZRp/ywhM8bnrXbA7mfwZZMUflD9EJtJdqMrFp8mxK+8VJoLaaS8dJ7aK3mm+WJ6Ea2nHkQarFFsusYaX7entVSpn+cMJUlBFXA8rKGIO7DluKscHre0qj0nCcj7Lyqc4DP9LwxprlomZBUmQScPihQxQKu9yPXSaT82/PC09CPefJkleVyhftrZMQQR/FIeYCsMMQ89bnK4Sc+lGbqqRfXmwf4bNagzmCEgoZBqNOsydCdbCoh6L+n5JlbEarpMtjvDDYomLw+qhPleAVTGeKUgkVQOn49zjwsqn6FJ3V9nforFUJAedI3WSPRb2Wga42KLTEFfCP0e16SpqvX/ZqTnSYE8XC5FTfWVqkHV6X0vS4cLiu0XoMC9JQ++7e+JS3TmLRZeeogsa46+IoMbF587ZyTM8Z819l06d/dV3ydDPibwO9H48n+FPCfGWN+3BjzDA1N+NdQv7VfBP7TLzz2T6Mg+E3gDwD/ijHmH0zv4cse+wNd3ntcXjEtq8ZJtzWWlcxYrHWEGGTwLNUuJCTInmOZgjgMm1uVmbsCs65UpYYLbbY1+0obhzKJ2q7iPB56+ORj8QPWw6vnGeWaxvYs4iDaGprC0WTQdjXj4x2uu2UcjlQuapMH6W2WxPlsmyQFMEprrk5G5tNVi66/D0y5Fnae/Gur1ULtHLxMDdnaNI1DcS1SlhCXwGLAmIgzgbB67idgVMXK+Hf9tt/2auM7rFKP15l4mzJVsEqrFNDn6vYwralDQpI6UIhUfmrFsqYAUZWWIioo1oXB95FsozR4cHC9RoxXimgrkcZ1rTRvXZNqe9D7fUiCQ+OS6t0qWGc1hD5JHka93zwJN73TSr+cImuu19lXqDJWw9tvR8xGRPLTOHBM6maQuMeq0KZsk8WpSm25yxSgQ0wE+Ri5v8Bng4L7eNb7ro04u8NeMoibOhU5VqW0eS4rTJXrM705wpoVZMZjTCAaw+jh9Vt9vx9/rH7z9OLghqCqdLZRUCqTNm1d/dfepvd/Bv6p7/GzPwb85a/yIjHGaxov9f/EGEOM8b8CfgX4u4B/FPilGON/nmbi/Wngp4wxf1t6+D8J/FyM8SHG+H8Cfw74o+lnX/bYH+jK8xw/XfDRMgzw9uHMt48zp3FkWmain9SW96zAUQXYbWtsZlmSveDSB0JmWZaZwQfuzyeIhtNpYEkLv7Eq0b44aEE97+DDj+A2h8MtnB9XfG3xU/KAlfLZLTFjDVJGr1XHfLxjMTXnfmRctKBLlzifSv6y0uh0bfaQjUlQqMyUbg9V4pfyDD64qXmxzYiTxJmvTwrETVInB6807FdfKz1jgYfHmTk4Thf9zCZ0Ea2qfM87eF5JcDovcDrJ7PzkyWtyKJtSeqiL5AVdpSA9Lqo+Xs56zqZCeqFSPriqbAk2SGluIzfPN+QzfPjKUXmVwueg11pn8W9mlXl1v1MVr9gqhfGJr7vZwAe38PwWPtpJ/xlbFS6erEPeJh5rEdrIK7g+ALWCaNuoqZ7ZgTsJBZdOAfmJi7KZqnqnZF+JmSErhFCjhfuTgmOckl2mgq1LI5qikPF61f0aFxguChpZAVll2JaGTSbEtI6yRC0jvHhmafxMWW5YQ6QwkaZI6vVkYRlGODzTvTZBhP/OwM22ZJ7Te17m97Hl/j/XlwWnfwP42TTx9/cbY353+vPfAX4WtVH5dV/GmJfA7wZ+CfhJNNkFUCAD/gbwk8aYA/DBF3+e/vsn039/z8d+l9f848aYXzTG/OKbN2++0vu8Xq8cZ4g+qKqWBU17XeHc99wPK6dkvBwHieDmYSDLSqzVydKW0LpAW1U83IN1BcvQgzM8vBWxfX+GSyIfjRUp3uaaT2e9FuLlLnB7kCwhrFA3BVM/cuqTfup0IW8aWAcR4UUS/OUiqLPMUVSVRjq1IvBNpeDY1nqv14tQUfTiGcAxLIGmc9g1IamrBIbHZPZtU7CMRsbStbBU8UpeKc21WZoGa1RduwYRtg6dutuD/GsYSRmmVX2Frsm0Oy/qFzQme8wTVzJGVdle7EtyoOoKlrFnpZRyOa85P5wp9xWPj57J6HksSqmuPfwfvwa/9G1VQC8Xpa5LmiNXJTY2L/TnwxHup4TQPDxL/rmyUDpauvS7uTbwi1eSCtRbvd5NKwV3e/sODT6M0q/NQfdumpV2txlsiwwTpDC/PCjlCyO41qgbw0X9vvpZcozxAtVO6Pt41XpyaL2YaLBZLhvRLAR196Dv/2c7jAAAIABJREFU/+3rwFpueHw8M0yeMYqcP3RpPPsipfqzRkWCLJNv9Bjgcp3UDC9CkWfv3b7yfYNTjPF/Bf4B4PcB/x3wy+nP3wf8oRjjL/56X9AYkwN/EfgLMcZfRofR8Tt+7YjmLXZf+Pt3/owveex3fpZ/P8b40zHGn37+/PlXeq/WWpZp1EY1EE3JOosM3bYdBSKrmVNPoQXW3LJOFyLaAB+nqb2fvRlxG1iuE3NRc71E9TValM4UXqfcMKSm81GDD8ZJKeOYC524JPzrTzOLMayLuIhNV0JcKYqCiCOuWrTOQOkMNiuooqfZlWxT9Swk79p1UJXxEtRMzBgFp+twJS9y1sFDrg1VbcXfhDSUcg2QpZI1DsoQoNxpXHcFt/uKZZKOyiXOqUQnfF1KLpBV2eep3bSCKcznrWOfdEVdpiZyu402b0z2IfyKKx3rPFO1LbmfaHeOy3Gg2Xf440i31RAGV79Lv6pC7YdtFHE9ruJa6ibNz8tS+5NeaVNZA4tQSdEkBXuW+kslK83lopQnGmCVHGC9SlH+8UnB5PyoNVM7TVDelUKgdZ0a5K0QbM5xXBg93L8BXwpVfvQ8I1sj7cbQdQqITal7YXOR19fU8eCUqnJLgLqWrHtYFOythw9fqMvCi1clZjqzv93SFLBMkby2CoBJarKs+vxtq/5Zh1bC092uocslsCUErH2/yqQvFWHGGP8y8PcaY2o0jPQhxjgAGGNsjE8dgb78MsZY4D9CCPVfSP98QcNfv3htkbzn8oW/j9/xsy977A98GWPIXU5ezGycJ0wj57QZD35ks+mY7y7MRgu7LOD6GGhvK2AUIrEifbutYbpGbj/Y8fbuSNMJeu86OE/aJH1y2hurFGFBjvbnnUR8bQmPY7JyNODHyOx1qsZ1pigbpmXBukhdGXyIZM4SyFl9IHOO4+uR86rAdF2UMm32BrtG+glutpbLIL1SVW94eDhRbxtc31OU4sPMRoE0zvDmLPlBk1qLvHh2wPmBZZSWaPlkJGaq6jSdEaOeryyzOA1TQD+sarVbGuo1UloLZaDwkdqIjxtQerF69SSa0xy5XWPx/SKt17hSNB0Pry/kDXz67QvN3jEdPe0G7CytVQhCRq+eC9Ets4SMRa77buZkrM2Ucker++WcVODOpC6d6c/SCTlPhSqMBqGJ06iqWttAHZIlpVKq5jsp3zHpEBmURu1eloRJ863iGql2KoTkz2FYI0sGWYhUhWMuvTioJLjcVJq042fxn9Okz3ezKVjjQvAruYPne9l/zN5wfzfxwcuO6XKinyVVWa+Bdq/7MNc6IPtez71shLSzAsahp25a/OmKed4yz+83tfvKCvEUkJ6C0u9FXNDPAB9+lccbYb6fB16i4ZypxsIvped6+r0W9Sz/pRjjgzHmE+CngP82/cpPpcd838d+1c/1/a6iKOhKy/Ho+SzxH27RInp9WcntRVB+SiX7KKg8TaNSIIRqYg6XS6Ro4Hi9kFU5a78QjAJQiYRseSYo3RRQFhXVdaTItEnqRmT5suqknM4aZnCIqhJlZcs4DUyzpywyorFUZUZZZNRFwel0YlwtrhBPsUZF+6KG0EfGKITgroEFEdVxHWm2DcOx5+LVRqVPXQOaCl7eVGyakW/d632dA9zfPZDVO+4eFUjjVu/7o5cwR4tbV4aLytIW8R5lZXBE/S+zZEVBCBPMkdCJQB6e0pdefY5CQgt3jwtDUk83mWdcoN0WnB9nqhri1bPZWR6OgaJSUAOhouuYKjpWAxyqXIHnMstMm1kwmeV6DRgrvdQmTVNxGRRBsTamYGqSNWZa0/BJi4SXD7D9SCjZeNgfDHmI2NRNIi6BuZBQdzzK3BjWiZt9ztvXC21Kp2rrwYMtMyKRKtP7CQhBWaOUd7sXp3ZdZFe6mS5gShUUcjiOGh0W+8jukHE+XdQmeFEw3ewsd3cBmw7WIunEqlIcXZepUmmynOF6hQrMdKJpmvex7T6/vjIOM8Y8N8b8SWPMXwH+KvDTwJ/8dbzWvwf87cA//IS80vVfAH+HMeaPGGMqxGP99ZTyAfyHwJ8yxhwS0f3PAH/+Kz72B7r6vufuOvHZQxrcGNMQyKSdKQpDW2e0heCvdfJUVU2jXtGN3OibErYbQ5MZdnVBU2Y0jVP1ZUkN0Iw4lrqFOrcM/cg1phFTa/JRpRK0R8Fs32VsK+h2BdFPTGvgYYBxXtk0FVUGeVZwvQ5cg+PSLxqpnUnR7g28uVPT+37U4mySBaPISjabHUvfU3QVtx382Eb3YAwiso/9iM0yXu7FwdzUcNh31PTc3urzl4V4kwzIgmdIAsW4PqWoGS5EsiwjGkfpAnFdebgEFgvnB22yALDqcxNEUG8yePWs4TZxZ5fF4Q2YeWa7s1xGyDtDXIMU1VdJJ5xRemmT/eU0paBVtthVyHXXQls5CusYZ/jsTv8/9yldmiXniNbQ5pZD7dhtkjrc6d52JTzcw9HAtz5RuhAc3N9HjqnDwjQGis2GsEpkm3WOkolD12qiym2JXfR6R+8YPBwfVz5+7bkfxKMFLxfCwzkJVpNJuCvF55Vlw75r+Vs/zPighefbmrhC2Vis9xxu9tSZiPJuA2YJBHRfjoOCat0qsBaN0tmAYegXZq9xWXNWcb1e38e2+/z6vsgp8UP/CKqO/SHg/wZ+AZX1/7EY4+uv8iJJe/QnUCH40y8QZ38ixvgXjTF/BPizSND5vwD/+Bce/rMosP0qQm7/dozxvwaIMb75ksf+hq8YIxGDn2e6RtxC8PoA46LT4/EYadtIlQMWtq0hyzOKuDCuqWoSFE0M8pMtcaIucvziqRPxOi4KPE8DDEbriCHQJGf6MKdUYVR/Hp/K54OvWMMFEwN12eDXK5PzWJfx8HClbCsqBmxe4IYTeW4495FoVZmqEF+QLVrQnx1V+do30GQrYb7S7va8+fSRapMxs2JSZWyM8OkdtM2qdsWpb9KnDxee7fZk9pFXL5SuFmkCymxy6jYwvfXsP2ghBsZxIBQ5w7hosgxQF4v6Y6eK2poqal0nxLhm8PqNNtJ817PZVZgoIux4WaAq6eLE7/yxlris9DZwnhZ46qKZ6yAosnceuds9FL5nc1C6WBh18/TzQFeqvUrx1I0UuNlWbMPMugRW47j0E9MqPscYfad1oQGgl4/hG79DwXqcRWq7EGXSzaEIE1kOroF19Ny8uIEQ6JqWTz55zeL0fpvoWZ1hKNVryyf7yjzC6N5VD62RabrKUrtoAALjEhitwV8GbO4gerabDuNHYtSsu3ivQQquSCPKCq1Bs+hAi7MOF1z8vJq42UIRPFVVvY+t9/n1ZWndZ+jQ+vPAz8YY/wqAMeaf//W8SIzxV3m6R9/9538J+K7l/xjjhOQM31XS8P0e+4NcMUZWHyibhvB41vyz5PiuKpV/TQXz4vHoZ9MSOfYL27ZgTmOgKgdraj9orKNwGSZ4ZlI3wzXl+TM830NTVNwfR86zUgQble9XteB1k5W4PLJ2OcwXjR+fVx7iwGXw5Dm4uGKbjGUcubk9MC+evOlo44iLK8c0U85OOuW7rdywaxCJXeYmKZE7zp++ptnXZH6gaw3DFLnZOtzFk1u1+73M8OImBaK8Igs9U0qfbnapAlXl3HQNb98e8Q2Mw5X9bk+eFZzORwkdg6qUzzYldbYwloHPHpUitbXEoEUL46/As1cwn6F6ZvHjSFGVFEVF2zqmfqTY74gBsrIkzA/UTnaOagfMsGkdx+BpGqHXx15I6fSwahinAR9ObPcFfbpfjROXEw1kNnCZDOMKnVk0ty8TqlhmpcBllvRaVgfMOU8yhktk9VLpPw5gX87UVcHLZubFsx1VnmOMYRp72k3Hen8h66BoO5wfWR5WstTs7f5BxY2d01qbEyo1XmLTolBraOMjVe4YHxbWxpAvnrx0vHm80natxm459TN3X3A43N+lvlmFqrnf/FBi1nWN9L3WT1zh9ub2663WAX8d2AN/D/B3p9L+j8RlraVrKgomsBrI+PoxKaUjPL+tqSO8OGwwqRROMpnuq0xz7ID7AUKM5FlGVxTsuxbrCkyEfScRZhk0w74fYZhG5iC+wyVDsEutL5qqJBifNtyMc5UqNc5iluVza8gSYR1XyqqkLAraKseFmSVmmKIg513L1XmCvvdSas/JJJoXdHVGZRfqw47hcWCKjvtBpt0uh4+eVRw6pyb8mRZ20UDpFt4eZ37523B/ldBxWWANkfMwMxiDHWG725NbMCzkVYMJqXI2w2VW7mVjSueyNIUlSr09V+Kent2CHwITcJkmiIFlnQmZZZyu3Gxy6hw8GSGTdudyli3levWcBhmO+1VVstJF8mSMvZz0ebI4s9no52vSdl3PEF2NM562MBgCjz51mEjfXfRKGa+z5BSHErZtRhxUPMhyTaN5tQVnC6zT4AsfPHlm6YeRMVrm4UKzSRNYHBxPK0uZ+K/UWnkKSjFtJSmBtRJL2gIOXUZmDes8cxkWLisMfRQNYQ23u5YqzJRVybNbCTYvqRhzfyeHQlxlQJ+tMgizRuo8oygl6mw62NUZZVm+3z34/X4YY/z7EcH83wD/MkrJ/kugJQ1m+K16xRg5X658cpw5XzWn7hu3cpvnFdw/Dpi2Y556glXOfx600NdoqEpL6+BwaOgKw7QILV2HUW1MvHisMVXnlkHkrMlK2RRyOdQDOtlNCTme6+S5fzxjiwxPVOMwAiHPFBgbw+1uw6vbHYfNBh8C96eBJRrqMqeMq4YhLtJHxSyhpzz1pO5hHCceh8C6eobzkby15NGzyZU29DHjW69HMEalbKN0d1rAr57orKa3uNR+JaSFFiCEyO/4sMGuM7O3rJRMfc9pTpOQRzgfF+5PntmmKTBRG85HcVsvK1WnjIGiMpre0jS0ZUbmCsIa6JeVN6cJ4ypuu4p95TAhadEuSeE9qfT/N19LtX7/6DnOSpurCralZbfdSwjpdH+uV3WTnC5HiqqlqRqMLakN7DY5ZepVNaWy/VMB47rCx5+uvA0KiLtW0oqsdLR1TldkWBw+RKZRM8bG/sJuv6eMUJQdIUZu9w3jUQfJZZbn8IMWfvyFJB71Xh7B0jzNtcuZo2VaFqrcUKcmeV1Z4oxhGmdWW3C+TBQuY9cW3O5KhiOQAnVmNCWnMUqz8zpnmleqsqDNoKlLfPz/oWVKjPFXY4w/F2P8XcAfBD7RMuOvGWP+zHt9Nz9ElzEGa8Q/PM0eO49w59Ug7fZmw9asVHWHjSoXP9tK4JiZyOQNMc/pnMcVLd5Hzg8DLsvIiBR1waY1HAqdilWj07QyasdStwUZKd+PUOSGKs/xPkKeUVtDZiJNa6jLChtjaq3qsCZSVQ2Fsxqr7qQbyq3FuExTbJ2qg26BxTguadrH4oS8gl84DivGOU5H8SqnQafkfJo4r3AZVg6bjEOrU3xXwGoLmlz3okwVy9MZtm1F0zRsmhI/r2TNgbZyfLgveHZ7Q5ulpm2ZRJ5drc0QURVw9uI91qiCwBiUCk+jOLSwLFynwBoCm7akywputy25mSmKmt7rc02p8+c8qzJ6s1UDuTaHZ3tL7pWqUsA8BfpxZYxCmi86+OiDmtrDZn9LZmDfFOy2HYdtSVcWVEWlgRPIjmKTeuIyyv7RTXA4SHoSDbjocbbAVRua0uCswdsCvwxUbcc8DtSbkmW+YIuW07HH1slMHtVL6YLGY5HBeJL/0FVConXdUlhLVmSUeYELsDrLOk+MKwRr8dNIVliO5xWfbxiPE3OVvI2Z1sTWwovn+l5dCLgyJ64z3e6WIq54U7A8mRzf0/XrUk3FGP+nGOMfB14B/yLwe9/ru/khumKMuCxXU7ZKjdnyCI/3gvfX65lxjTyeVaEoLDiX83gBk7ds8qiBlnnDsq5cewiVYZgH2jqncUF8S4LQbhFZutiCdfJEv1KVFocsI8yRYHPawrAtHMYVLK7EAfu2oS4EZKdpZZg8D48PXMdFRN8yYW3O47Xn7XlWqvgF60UdPV2juWnPKnh52PBqt+HFzY5NkXH7vGYdPFmd05+h2TeYSSfU5bpySq0zzr1awkxTYEYTr+ySujXGQNvWFK6k3GxpTE9RNay2Yl09s4HNTh6+thCiWV1GP6i66KKCVm6l9zKrKmKXROZjIGJoS0tmHFXbcLlcGGPL2J8prf18xuA06s/CqnVIUwq9PpwD9xfongOPUB0OLPMFvwIWYl7g14V27zBhJC9qoqsJ60xZVPTTwrRORJQKxajnHy56f5+8gamCb79W65V5Vaqa2ZXKLjhXURYlWZyo2h2ZXzjc3NLmgZvbl5ok/PIlWZKtDF4cWOU0LqzK5cXbVvC8gaLKyWxg31VqpRsWooW5D2RlxbateLHbcXtzoDCBzb4mX85sDh1ZUNAunQzR51V6vEsP3uRM00K76Shs4NnzVzR5pCiK97oHf0OSzhjjGGP8hRjjH/7y3/7Ne03TRLBqCGajCFVjVEWaPJynCfBME7jccukXxgClGSnLLTHmED1lUfDBq4a9BTx8ct9z9YZ1mqgKPX/dCDL3x4HrqsZtWMcm8U3BwePxzGWKFGVF11Tc1hld0xCM4zrN5IWor3M/8Nlx5O74wLUfmE1OCDPjuBCTFCEkTuSy6CS9PE3TtfB4ueKdY1lmut0NZhg4vNiTTQv7ZxXLtWeYlMp+8pA8b6OelwXqtmJrVBBoWv1bcCWWwG5T018urK5lmRfqwrFvHG1mmGeoOnVUsLXl7bdXXg/qw+RRSjV7tcIlE1H+6uB4ta9pmhZnFqyrmcNM9Aub3QG33JM3B6KJFEXGtpbHMIuqZEWSLjSTwPP5LRQn+PD3WKrlwnZ7S1s9TWOJNGWBCYF2s+fQ5tSFod0cwI94a3HGaExYre8zjmrLsjzABx9CF+DDZ/Dq0PITL0pqB+chcH9ZOF4vXPsesoZl6hmWBb/OWFtSOsOrF8+o3ULeKG2sXbLZrOrFdb6KjC8s1E3O3Wnh4TrRDzPzMrEsUrFHK7nKN14+Y9tkLMFgs5rpMlA2O9rS8MFegXUOQoF+1ITiuoHCrrw8bNhWFU1TY9eJpu2+duPvj+xljCHPHKfknp8S3HelFvKuLti3DaWJVNuMNg9kmdW467yirDJKt1BWLV2Zs/QTWb3hOq9qoxpX2t0NYRGZOXppmmydUwBdZShM0N9zaMuM3abGOUOVWdbVs0bHYqC/nli8xSxKPS/XNNkXKDND4yKZzfDOUCZD63VQUHnVwctNSVPJmFsZaOsOloW8bDgfH1jLmuO9ymaX+5GHHj4dYLkq7T2f5Q/8v35NivFf+fbIm0X+PessH7xw2ODxZIzjRDCOLM5Yo8GlD73a6dZ1wbaq+B0fvCCbAsVOFTIzS7+T5Uq/nqd/3+522CgJ+fky4G1FXAeOvWeaJ4brhWL3AW22cLs7sOsK9ptCXRyLp/a1achBGtN+9xaK5xAugZubG1zmcEklPvvIOPVkWY5f5iRQy1iHI7gaAziXafLvmFJQA7/yCI853H0KtpWlxNpAIGfyhmUZyG2kH6GsCna1wRrD6/PC9XIiOMcwDdyfR7wtOR7lyzuN4uKiUTq3LvD2LP9iHhc+fL6lzQ0uy1hCILeBOQqxeSKXfuTNJRD9go0zvYe7yyPjImNe7pSur8DdDG8vqtgtlJyuA/Pi+fjthc8uI0N//dqrdT+y19PE39UoDdjX8PJWPIh3ahQ2TDOm2lCysmk3bLuatgATA9fzheMYeXh4zek6MRpYhxNdU9EUGYebZ2Trhev8zq7StZCHhejgOkaG1TOcF8YFjHVsmpqyKJimiSFawjoTxgGPw68rTe3InngOq9L7cVwZg5rPzX2kKJXSLSsQ05inyXEdVeFouxtyFyjrBhsX9ocbtnnk0GWcT6uqQIhUDk5m2Luz4P4lNbdrks5GbL1lWxWUdYvF47IcQyCibpUxRrrK8re8uOH54UCe58zLSrEpaZyqgFOmKtuyauMtMxR7YLnibcaxHygKy7Yw7DctTeUIxtF1Dc9bONzcMo49S8hwxlDXjnWRmDJz6olkUE+lIcDprRDyw3XChgXrDPs2x60rwXVYPNvthn2lQ2w2DSHMfHSz49XtQe1kUuuZ40XVo+N9auU8wL52lOWGkAL06iMmzAQL/fXCGi1V3bCrDbv9LY3xFEWr5nq15cMXBa2RTGNXCQE/ockMdS6Y8xrWGZO3rMvM7MFaR1cnXtQVlEVO4WDb1eQucXDNhiKz1KUjRsDBwaXe415/7/KIK3JutxUf3TYcuoaqLH47OH1dlzGGpq7ULmRWypNnsnvYAHlRUVcVWVywNuO6GohRfb8vM6dp5HhaGUPG0J+ZJ08sGsZhINqa6+XK6/PMeVQjsrsefu0TMHlOblWCv6bZcMZCUxY4q6EL3pZka0/EMiyW06VXEJ0906zT0xio0+y7ykY8TiOyz6rUDYsI2mfPCjalUX+oErrKUlYbxmkiKyqCXxkWz+OSybKR0oiqUzk/XwX1t7XQzBpFzs7JY5bnanK0zJMWMIGyKMiLktJ6MJaVjDVagl+5TIHj9Up/nViChhrcvYbdQc74rpRp9cMGtts9tYO6rBnGmYfrxMPgyUJgHidcLjLp8XhijDl+6anKHJuqf9Oq+3FcFZj6szitopaX8TqO6qWeWVYfWPOc2g40dUsIAW9ydm3Jy13GbvdMwwsC5FXFJpOY8eYGPijg0KhH1GQgmpx1umBdgw1wWaO+0wA2r5kXz76ruNnsgchlWYlhYZxXVjKmYcY7vddNkwSwhUzGrkw9qMIs61LuyJzBGdhvOjZpGMR17Al+ZdM1fPzpW7519jyeocwt0TWMvecyKG3/f9t782DJs6y+73Pvb88933tV1dXd1dMzAo0QAwMByDZIAmMPRhZICCmCkDFhLAQWYRHGGNvCWLItgx2WFRKELQKQQLbsYISEhLABg5GRzCKEGUBim4Xu6aW2t+TL7bcv917/cX6v6k1PV3VP1+upqu48ERkv3y8zT968v3vPPev3rIwkiJpWCqTbumZbNpxuc5wXoW2H8oJdg4NPJrWtOBCdko077R3jSQSXpkMGYUAUDRjEMcNAMRokDAcDxpEi0pon9wL2Ep/x3mUuTQLGoWY+32c+EtOiNpLsNh2Kv8P40OQt2vNICzEnlevxt7uO2obEdCShj/IiojhmbxJx9WDGwTBkNAilxVQoleOJ5+O8EKcUXV1KlM6XTbLthW1XN4zHYzSS1oDShNqQxDGxZxmPBkzHE56ehLzj8kQKXvvWUnogmyFETvEkFE1EO6liV0AchDSdJa1a1us1aVFjuw7nHGGc4GuIPIsxkhjhmQJP+8QBzCcBLoN4JpqaCqQebpmLSXpzKYBR+6OIwXAsfrUiZVNYKs+nSpeizeExDS1RPKFqLWVrZJwAStInzhpBzCKBCBkkcHU+5sreiCfme4yiCK00RQu1MdR1TVY21EYxmc6YJw4dJmgF09jDj0TDCzy5H6eFBD50Ax4dKhoT6JYnLu0xCqQB6pXLE4aBZpBEjJKQ4WhK1zZsW9CulSavODoEFqXr5NCsyrvND0wB41FCVxtKG1KVGS0RRQW2a9gU8OIRvHC7JWsMgas5uHyVYY88oLWGJsMFGtshNh2SpvDEgRzMLohxtVQitHVJ5TyautppTp8sstbilMfeRELkfiih6HIL+FDWLVltMFYwKrTS+EFI5Dus8jlKLZU1DEYTBr6jsSGt8/GUZZDEeNGQ2Enqf9ujGugWCD0izzCZ9LV584jAaYJoQJatuL2t6LpGzKOuYJiMUF6IH8ZUTQee8MpbyJuWzXrD6bpkVUimeZ1JcmHYCvzvrRS2aSp4SqlkvJe1ZbFasc47iqLAWkutfPwgwOsE23pyIEgDo0hKb7a51BdmqUCOxEgGfRxo9iajPr3C43SbgVZ4nodpa8pO07SWxlqyopKIUJZj8dluWmpfwuVhD04XKjnBk1gxjAJGgwH7e3NiDcb5aB0wmUQMbcdkfsAgkDFMpzP2JgmRp+mcZMAr+mxvT4qvT51EpbpWNBHlLJmNcbbDT0YMlSGKE0KtGAxHTBKf6SCg6zoIRyjbEoQxCsNiDatGctRAHPptDsSQG0exOSGKp1RlCX6C8iNJSvUCjFP4YcwwMFy7eokrw5D5fJ84GTAfRSRxQBRKvtTRSnxPZS4HWTwB1ZaMZjMiKg6uXGXkVXTAKi9RyO8zBrRpaQjxXcVgGotm1FiUHxEry2QkGuYh4o9bLKW8CWuYzEYEWjOfDPEUDJPokw+Z8nYlrTWDOOTyNGSQNOgepIsEEg2B7xEBVZFRWUfVluyjsM7Dc60A4GvNeDSkyrckcSTlBcaCszR1iYo9gszIAo7lFOw6I50wen/I6bqWynbTUuUlxyk8NaupLeStY+DnzMYjtIqpq4pB3OAZSfwrur6Wq8/SbpSgU2IEqmVgxAE+GQ1ZbTLwHdq1GKsxzrFNNyTJqEfK9Dg6WbKyIpCiFczfCc0p0EpBbb2F8VOSdR4lSIvxZEQU+kRRjClXjCZj0cyiAOUFRKbGBANmWnBJLIrAc6w2KXkHx8fw9JNSUH28ATcX35a1jqcvzzlZbum6Dqd9hgnEvqIsW+ogoqwaQm0pGouylsCH2WxKXhUYqylrw8mpAN6N+pTi9UoQSb0W/HgEtsCfTHjp5k0cisgY9vZmjJOA1nlUdYPTAb4rGQ8ims5i/SHjUcVyIQ0v0kpAxq7OIDIQOIc3mVPnC5LxPrpOmQxCVpmPsY5QW+qq5HBdYx3MpnvMRjFhFKOIOZiOGAQrwS6vZJ14c0nDqIHBZEJelEyfeIKuykgm+5hqix1JSsYT+1C0EiwpG4d2FmsNTSO8strReZq8sLSNCNZbPUTy08CzT13hZLVlMp2ilANnLlwwwU5zuic551DaozMNq5VgUPtOBBMWrI7wTEOUjBjZeDu1AAAgAElEQVQEIaPYw6OlaCosPrOBx3Q8pq1ychPj04Ft2VYtWdlSlTlNZaiN1J4lPcDc8Ym0B8oKOFlLVXjRQFaVbBrp4NI5ReB5LJcpZd1Sd4J2qZTUu5VKTrqy6GFte8zqsDvLQpfNfjCBywcJSRRQFg7TQdEamrbCtAbP0yjtmI6HPHtlzLWr+7hKcKe2uofYBZYbuLGGeA5PJfDMFc3pWk7Ztq1RSpGmG7pwD1umtCqmKArapkb5EZ3ziAKPvfmMJw8mzMdD4jiiqyXHq0hFW8sNqFr8cfgBx8fHvLTJuX50gnEd2hk2aYn2fSJf4SE+Pw+Lsw3ogKauCKMhXSM+ljAC3fe/04gVs15JFUCabqmtx3a1oOw066LFOoPnBURhQFUWpLUjS7ecpjV5q9mbDHj28pBn9gSTvOrBA33ApuKrS5Ih7WZN64+pypTOehyuCvKqIi1y6k6CMWm+Fed0AF4QSZCmMbTGEQXiqySGZ/Zg2EigZtXA8emWYDCErqJVCavFEVkj963zpWxmOoZ4OMHUGVWnKPOWtIHAUzwxH5AoS1nL+vGhLxESjXKbZixzQ1XkLDcZ27KlPiumvEDaCad7kFKKPEs52gqkqWfEkbjaCkTtdrNABTFaGYaRz6bsuL2pWK07iTbpgLRqaawHbUbdWDY1NE1BW2WcVgLutslEiAzPQPWNQF9sMzElP/VqwKdfm/HOJ68wGwYcjEHpAGONdNLtaqoqJ01TssZjHIpJFWiprdK9Mz8vBJSu66TP2PVtjzKpYJOVrDrBvy7Lmk0mrbzb1mLajk3RUHSasm7xAsFyCpFCXWcki3gSQuJgsh9w89BCLBEelM/pKsVoH10tGE8vYZuKsn9tEmsC1dEYyIqKvDIUdce2rHFaClidJ3Nvqr62MYCmaDE6weQt+9MpPprFacqi7sjyLW3TooKEQDui0Ef5CXm6ouocbStmTuN6qJRYctcapHQlGEhKQdW0HJ8ck1mPeew4GIUkcYKnFXXT0joPnw7PD/CUIlY1ddNylBoWGZycSGHvEjgGtp3cY2cqDq48SaI7DuYzlHMoZ7Ct9GyqyoK0qHFaUdUN27xmtd6QFRVdU2G6/lALxNRdFFD6kg6hDexNB4w8y958hjIlaeUIIjiI+nsXBtQV4mwLEtbpFuOkUqGzcLKpSCspF7o8h3cjKJMRfY/ArGWZbUmzFIOHdp2YthdMO7PuHuScQ3s+m5U0y6wL2RTaE5CxJBn1p3CMwjEZJKiuJi9aolCT14bQj3BGnA468DBlhq8VUTJkHGRsc3HwRoHAXwRhj7wY9NpSBp31aFxMUXcoJKlxmEQkoc86zTDOkdYddVVS17BSkgOjrRTR7vdIiq1gt0mOD31ZQgVtZ9ibjojcAucJFlRWS/hYBwGh72GVJvEMQRjh+zDSMABul4IHZYBLnmhkdd4STMC7LvWAWZHjnJL27KMZSVsQxkPmsxFN01A2hmXakIQdg8ijtZZh6BFrmZf5RHJrxntw5QDmYylYHgwjyjJlthezP0koW4jHAyZ0KD2g1eDZmiv7T3C6TjEmpySmLNdYY0hCxXzkGAeiEawQPJ7REGYabhmo6oqitoTOEIURZVngeT6+72HRaNcxmwzIq5a8atkUHcZTuDoVnCVfqubrHvWzMQJr4sdjYlWhkjFd21A0LXVVsSwsyjWMBg3jwZCRrxkmES8eL3CmwwsThrFHWRWEoQRSVA8xXK1h76rkgdVVSdY6mpuHzKYzfN/Ht0AU0a5rDouWmxks0oJBDIEf4YcVSQejJKRqa1wHWDGhwyG4XLSnIIbQM/gWVDjENQXKWVaVoixLRqPRq+ymN0Y7zek+1HUdYSxJhtFAolvDRFrrONvhtJaOwKMxo1CKNtc1HC02bBtLWWzIykY6ydY1RWVYF5Ysz0CJ+dX2OFFWiX8o7yRvZbmWjrdVVdGWG1Ca0nS0HShr2JYGgyPwFZNAHMyzAcxHIVfGonF4AylrOBhJJM1Tou1Mp9IpprCwaVswDU9fGTAbSNSQPldqkkQoz8M4i/ESPER93PYQIy67i4NT5AIBonuEgvlej16pNYNByLWDCQdTaZdSWZ+mzHBeRNkYnGuJohCDhzWieZadkmaclWCbF4VgOpWldNgtypoOTVNXRIHHZBihkZSLKPAwdU1LSF2VFK3U9o0ThXMenfbwlGOUiO9tOpH8I4dogq2ViKDqOsLIJ9Sa1TbjtLBoWgaxpHVYHdK0HcNBwqVJxHAQsz9QjMYTAagrBG2iBtaIP2c6AN8ZjCcayzotaLuWQRKxN4oZJeApjbIteBFtXRJHHnHoCVInBoNHthFNb1XC7bVk9k8jqf8LwxE3b5dsqwK6iukoYphAntdstnLAejU0jSGMB0TaSIMFBcfLDWmWs+j75flIZPAYyUK3NUSDMeNJQkyN8xPKpmGoa5IkudD9txNO96HBYECsIRmJOWQ6mbDNBtZZSVm3OK1QXUnRODqncA3EoSI0BhWMUMoyCAzz8ZDZbCaNLcMBwzAidIK5Y/vCVg+Bf41jEYAjKzVrh1lJXaSYWkzBqm0py4LVxnKaGdKyYpMZWiMbOgilzZOuIBjLpjtrKLA/Q7r3nnVe0UA4wlOG/al0DZ6FEA7GeMriBRGh7zMODH4gUC9Ht+Cod7gfJAL7O5+J4GsaAZbrOoGDSQJNXlryqsOaDqM8ynyDDUZEqmV/knCwt8/+KGCYRISBRxJHJIGTzjOehPnzTqJTyVDKffaGIQNfc7KC6ycZeZZy66Tgg7cyjtcrjLPYtqZzmqqs2GQldWuZjhJU29F0inUhpnOdgj8R7cb3RQPULQShT1o0ArWsBf3A82JQmnESMEs0Bk+0n7qjbMQ8LYuc1aZvwomYwFMECng+ViSDMdiOrq2xaIZxzMF8wpPzAZ6fUNYVeW05WZ5ymhm6pqOsG+pGAOOUs4zm0qCgxzLEtCJQJdpY4gewWrasSkNeNuj+npwW4o8MI7BKsTo9oWgVdQk04IcJ2nUUhSTx5kbgnDXiLtifwzTxqMoKvIgq37CtHZusvHDTbiec7kFKKZw1AoeL+FQ6JdnQ6w6U5whpaWooW4d1Ft81hBEcpw7jgXYVp+stWetTtC2hq9CxR7ZdULaNYFr3EB1NJ3kwQ1+q+VeVaAgDJY545YUC81EKNpJylq4T/B6UTxCBrx1gMUYgaaORmG5hXzBbVZIOcdqIOdk5GA0GtFXOsrSUDRSdY28+xjYFZduhTI11im1l+ejLhzx/JH3XQIpWb5ewNoKeqehP8lM5basGWqvJsxXboiavDW2V4Xk+IQ3OT0BpnGnIOp/1ek1nFFlesMkFzgUjZmRdgj9A1AUF26Zlva1YV3C6XrJOS1Zbqb+zRsYXxRGRr4hDTZrXlJ3FthWD0ZBxEhB4klpBAsWmr0vM5PDpHGyKjqICLHjaYzxSdF1FXtacpjVZUdF2hjQvyRtoq5xt0XC6ydk7kBZAvpbM+xLJCdN+CE4EtfNitOvA1qzzllXR0dQlKPHDxYOEONQMQo3TMaaTnLTLswGREvTLk75MSVmZl3GsOZhPmA1hPvUZhD5B4Eu9XSS1eF0pdYXFNmddKZ5/KeVmn0eWBArrHF4EBzMImx5rXqaJvIbbiw3HuWOxWWOc7I3G+Rfe4GAnnO5Dbdty6wRuZHCUSyX8pRnsJ7A/GmFVgB9YBnFI29aEgzmJL76S0A9oG8dodkDiNjStw+kQWxmy1qM0Dtc3TLRausgqZO8Fca92WzGNJDtd4ynRrLTtcCjSSjKoDyYRe6Hm+hEcLjpWmUSFwr78oHWyeMOhdPmYz2Hmw94M6rYliiJmw5BnLgVMB0NM07JMDR96eUVeFsShzyAAXyvaPv3g3QfSu+wQcfienPb93rT0PIsjadSAMxStQ9MSasu2MFTOEUchHgZrLWE8oMi2lJ2PMzVZLuBW+QaWrXyP70u0MR5qAiW5OkEokadhoKmbjuOthNaHkU/TdPjK0liN74uUs3VB1ilJ1agbmRsl0Tmr4CY9LlUn7bqaEkEjUI7pcEBXObZlIz6dvGBbtAS0jMYTIirieIB2HfP9SwQt7M0F0WKClLCMQvBdD+Dlx6iuomotR2lLnq3YbLZkBTjrUH7EIPQYDyKS8R6j0DCbz/BthQuGglcewROJaDRt3x1m4CuyRvLOwigm8sR3ujzDgNrCooWjBbjQo85TZnPI17L4PAx5p2hzuH4EL+XijwNBP1BKms3GFoaBRzCYMk1CJqNBP88XRzvhdB+Sjr/9YW3FBMDCYBxQ5AWbuqVtGrq6wI8HhFQMEkXowd4oZj7fQ5UruvCA001KWpZoD6aJ5qn5mNlMbniZCkxHh2hOmzXYWIIpJ1tYVlI5f/VgziQWdVwrxWwiuUpOBbxwaHluDYcLOSFHvjjPtZNUguMN3D6SFuc2Fbja7QJa53G8WIIS7KemNdQEdK2Yg53VlFWJChJm44hpJN1fjxewRTZdAsTjvuJdSYsla2STL07XLHMEjAzNdJxwMIiIAo9GakMYh475dMxk4NHVJUYFJB48+aQ4py/Fkk1vQ3DKsj/zGcZa6g1D8OI5gWpJM8g62GQdt5aObV4IskRbUXUeVdcS+hqvLfEHc3Qj0dLOwGFfUN/QN08IpYzFszAYDqmKnBpYZRXrzZrQ1zRtC9qnLVNqlVA1HWEUM9EF6w5+eyVmVI7MVd7AImso6xrfNQyHY8kB8xSe9mgQyJNBqMBZNCHGOmyd0liP48Upx2lHXRZSQ+mJuR4gBcY3bwvKxHa7EiSBMqPofNLNik0Nm1MJ6rSp1F66yuDFMfla/I+3VrAtDZt1SxCJ/7BF1mWJpLz4CrIsowugbGsiV0E8JdKGILhY/MldtO4+VNc17RlWjidmCj5sTlvCgwGqK9gWlk3RABYbxLx0KMDvgZ9iXclsf5/IllyaDghwrLyWxvnouubmQkygS5eh7FtFZJVsdG8D73hGSgZqp3DO9SUC4uvxTSnQsTGs05TBACaH8PQ1wEpeU1ZKJvhy1dfgIpGudQf5DSmrOLheMn33hLpeYbFcmg+pqpz4qRnbdM1sEGC8IavTE/JWS3HqVtqv21SAvXLEYV3UsqCbWszPowXkY1lkkTJMJ2OWm5TOKk7SljQr8JXF4JFmBcvFMde3NQk1QSDjLpU0VNibwSyA/fGYTVGxWErykKegrrYoPyIMSzZLyEa9036zJk5GKB0y8rdU3pS6WDOY7OMqyYo3iLZ0Bs3/7BzGETQTUXDiBLbLFeF4j3G3xLSQO5+uLqiKnPXWYzSZMY0KbBDSWsWmNJxsZEOPkc3dIbhOdQdpusHXc4E8HiQ4YBAnZGWNMY6OENMYVsslgafYFDmRXxGGEaZrSeKQ9lTadKWl/IaVE621Lgyz/SHt7Rw792iamm3acngIw6elLTrAuoFPvQYJNfM5eC/L2q7LlGgEB0oigfpYIrNj+q7NLQwPJkQnp+hoj0His16lWHWAMeZCtaed5nQf0lrTVTJJWSPoBMVGKuOzopCOtVZT1C2xpxklvnRb3Qgwl9UWU6Y0naJqjJhQvsKZFuUn+L44vosltLEgGoa+1JEtGukUHHgB2drxoZsbXjgtcQ7avOQ4NRynsE6hqlqOTyDs21FXnUDKmoI7+TyFE1PFNlKS0CILtPUhdDmTgRyV2rWEgz1snZM1Ahts2oLChni2JozgyiVQpZzYZ7CoEZJDs5fAaOQzGErYfz6QkHelYtL1KWWnqNuGWHf4npY21s7Qdp1EvwrJZs8rycf6YA4nLWxXEpEqqpxt1mL6kpPOCcifMx1pIyUot5bSUqruLF3bUJYVfjQkVBKkKMuUIPDRsQilFZLBPUEOoXCo8Xw4GA+xLfjDKW2xZpPB4Qa26y23TtYclzVV2+DZmrJ15LUl265Ji44A6ezaIcKvBa5elXZWHT7rPMOe9Z9XHqZrKI1DhRrTZGzXS+owoqs3jJKEq/sz9kYx+9MhTVVQtoJBf3kszQeeCODyUA6lTZqztbCtDKbcsKxkDfi1wBsPAxlXVUNZSpBlNpYE4+lkgql6hAwlgIEGudd1XyC92ZwSzWNilzEeRHTG7pIwP9nUNA2dJ5rB8zfhxlKSJBMPQl8ThAP2RyGhBwQR2zSnsrJJhz4M4xFNB1WnOF7W1GiUc8RJwuWxx0j38L+dJGL6iCl2aa+PHAFZ0XJYwkC1HMSyEP3Ip6vF1As9KR3Z1ILjVBtx6poOgqGMZRLAtT2pEXzqCUkjONMYDk9h01iWaUWWV6Rly2Z1xCJtubGAIl0RRRG+hvEwJnASGYqGYqqcIi16WiVJexbQni9ojR6MRgmRBmxF2SmaWnKz2ralbg1FUQAwSXyu7I0YJyJYYy1aUY5skDCRTiaogKaRIuxrT4yZDj18ZdnmLRVillWtoGWCo60rrHM4pRkmIUkAnbE0RoIEbSfzIKEEMZV8a/E9KMuSzICpt2Sl5QPPw/Mn4jBvLQzpmCUhoa9Zb0vWaU7TwWZb3GlF3SG/IQJcAXvzEV1d4ZyiahuKsmK53WAdxGFAnVmyxiMcDJi6mslkn3ESE/geRau5cfuEW+uCoq8zDAJphBF4MidGQRIHPDmC2TAiHE4xfdHxSSZoC+tWoohV79dsO/EP+iHcuLXiJIPlVu7fGjmASiQfbNuB8nz8riJrHNePt5xuS9KswBhzoftvZ9bdg5xzBKEA15+d0K6BLoFhLKd107QEeEzGM1yb4YcxymSklUCqDANQyRCvzZhMIwIrwGrbYssND24UoppbJDTvI33Abh/BdeBaLU745RbMFTGbrALTdTglxZt1DaMrmoOZRXeyuVCS16SsNFVM5lCupN/YKpcwclvLxrmyJ6kAxD5F2XKa55SlYXEq2cybqqPTObGvWGUNuYWXF1KyMkYiOSMk6TMJwCjFrcOKRQ2jQxj6JW2o6NYFpnMURUtZtijrWCxTqv0JCg8/DIhoOF7BYQrvOhB/mUYeppFM8dPTmlUjmO2B72GMweLT1zxjkEJYq+BwYehUyiwWydaEU7Is5SQ3DPY8Rh7cVuI3axAhsi6ky85RChPfCoCcUkzHEdf2K6YRXJoL2mhawnO3Vzyxrwj6AmfbNezNYp6dVnxkI3MDkie0svDSYcZ05mGbkk770BUcb+DSqMYzLS4An4qy0NQW1kXBOI5ROsajwfM8IuUo1nDkwW/fuBPA5GnXtzqPrWA7KUXddIxn4G4KTM4pYqYp5DCp+wiuaeVgux3Beg16IpNS0DfZAJ6ew7UEnjqY87svn5A3hmFQ0VYS2LloJMydcLoHnaUS1P2iHwXi6G0sfbSnZpVC8swQl2/wBwfk2xMMYmodn1QYa6hpmMURbbWhVOIgHYWiJu+H4GbwkbXc/BRJfgxisLl0Htk/GKKeywm0h3WGgYZR5LP2Om4dwuVnIM0stpNT1FkxaTaRZCYPIzAbidRZBdNEhM6+kmjeM3NwwYjT02Pxi6wNlZKFXFfQVDVO+ajhmDj0OfDFz7FGonQFstDbUELKlwcK3TmOgUlfWjFoHNaHMGhZpDK/TZeSNjAqc+aTEY2pMZ6PpyR1QOu+uQSysS9roIHBDFiLdngabshr0BhGsYwpQIRM0Ihm4FpDQUlpFMNmSV4ZthlswoLbG8mf6juMi/ZUSdTLVxAPAurrLcsE9gaOyVBwutel+GM2JTz9hERLy7rFOri1Fm1o0jelXLYynhj5PVyCJjN0GrxE4bUNyw1s9iqOe3dAuOfwQ0tTScJmEMYUZY21hm2Rs97A1sFoJVbhxkqovzFi0i/X0g346p5hPghhL+LyoMa38LQnhcgHQ2nukESKk4WTZqkW6KS5hHUyDzFi8gLcWssP0c+dsOnAazvGnqMEqqq48D24M+vuQ0VRSN4OoEJp1Y2BIoObS7i5heJ0TTjex1RLZrN9QgtLJwumdYaJrtgbRzRW/D6+FeHkJXIypDUkSk40D2kBbdq+2NKD2zdzvCnUueHmAn7nJry07rh1W7pi5LcgiDwOl3B7KQ7PTQ3P34APX4ejLaz6dtt+n7SXI2PZItC3TV0wGsRECsKpT6ikE0prROUfDWLGoSRkepE4vzfIZga4Ati+HfaqVSgFl4DLgfg4jJVusiEds5GE15/cCyVb2g9pbYBxPs60DGJ4+pJkzneJBCMCpEZQRZKrtc7huWO4fuw4XkDd1GS5aIIxMneHBgZjuLo3Zj6dMh7EjAYDPF8T9ZnPOAkOJIgJFiCmTV5LZ+XEtQynEAcW24i/rXUC8PZ7nkh4xxV4em+G0h5H61Ky+auMspOUj7AVrazreT97Re5x7WBRQps3GE/8WwOtxCRcw3EKWeYoW0Qbtw1V68jykusnAlC4XcHlq5LcOUU0tIGS31UZyaxfrVuq1pHmNQZp6hD0Jpyz4hJoOkfaSTqFsiLcPC0H7K1jsRr6PqSCZd/2roUOxnNQWqMKmI6mF45MsBNO96HhcEiFaAinOSwLiaZ1TgqBXd944PhkQe58mjLFC2EfeM8VSLRm2cWYriXyRLPwteTnbJbQ9R1g0x4m1iC+IqN7R+oahvsJEwTiVSNOymFfN/dRA3YPsrUhb2CVyed8gBYODu4urKyUbPMgEOGVI36EzRrwYiaJx+X9MTHCq+jEl2QU1HWDUQGuE8C6uh/vDNijNxMCGZNnDfsjDwskE5iPPKlkP4R4OGUSe0xnIfPZHk/u73N5b86TlyYkumOd1VzfSDgc4Goife9bpBX5ND7rciObJFASqFikBVkhJuYc0UIVUrU/nkxJkoRppJhOp0wGAwmjazHTc+6aOjFyE0JP8oE2nZh4dQZVMMJW8PTlkMkwQnk+RavY5C0nyw2rNKUzhr3pGFfDy2uZv5eRXLAUCZREA2nQGSCIC01rpRFnGBD6UgsZRyIAkxCGoQ/KI9BG+s5FgkCKlRInLxHBCnIgbrN+bVrB18qzteTOGQlOPHFZfudkKi6ApoV0K4IfJ62/dCf+peNSDrCyn88ghL2RIG/O5opZ5LFJWzZAXmwvcOcJ7cy6+5BzDoVoCSHS8QLk9Dzr6Bv5ikES0liD54ccrxvZ9AXEw4S2TLE2wnpSF3ZYwfaG5JuEmWgB1/vveCfiR1qseyGTwFBX7E17UHwrxaRVA9cLOYVnBq5dG3FwmJEWsqCtg8m4T0jcg8GRmKKKHvUR8Rc5xA/V1Gt8b0BaVUzjmCAoodfeEg1REHOylFZTOoJ5KNG6W4jgC4FiJRu8aSBXigqJukUKnrshVfN1vWE2nWMsXLt6iWi5JRkMybcrGjVkGHVM/JpyDUUgmcy36U27jWQsD0cScXz6ipiskUcPj+JogHEAn/Yk3DiC93zKhCjwuHV8SmUto3pBkWc8dxNOxnBj2zvQ6f1awAsVjFJBJS02oqnFCTTrDG8Cnmnwk0t4gcNzKb7v4QcBw8jD4VE3FclQUZSODTInZ4KvC+HkGJ5+2mfUdBzszanzLWFoKKuGzgpW/RN7EeNBQr3OwRmWmcPZBk9rbC0a+wL48EtwA7lPQ+D524IDXjYiBGcBjEZjXj5eUvT436dLsQJcJ/ldgxhQ4kaYXIP9geSr3W5FoK778fuA14npWLSSmDqMY6yzdC+XTIbTHRLmJ5OapuFW//w6cqMaRNs42kopS9o6uq4j8iPmkyHPPtGbFoOQSewYRSFeEJFnMBwpkk4yqLGSkrDmrk1fIyf1DURbyFOojSKrRaMajeVU3N9T7HmiFY3H0vwAJ9CyYQ8/a0rR6n73JfgVBx9FSk2Ot/ACcNL/ltNDsC6kKreEoUcUCSKjH4oGcvVgzHwSMxwMiGgFT2kg4z0z614Gfq3nmbdwctKxRDSsqjWMpzBVcPXgMm1rCcIA09boaERXZTR6wCgyTIYhVdN3KFlJCUyCPOjHu1xK7lPYf9dihaBqOtGahhMJ1//ed4kj2/M8oiiEtmKT19w+lYz7YiHC9QZ3TdQC0XbWKbx4G146hedW8Pwt0VCKDUTDKZfnMVf3x/ihJvQVoyRkECVUZU7edGS5Y+jLAeMhh04AbJdyGJwed7gooihzGueTbyGOIrJS0jvytsFaR6hhOpszHyj2hgFxGDEda2migQjV5/vH4mxtFhIBrnLxjdVNK6UtWsaf1qIxRqFoj56TAMJNJBiwN/LZruTwahGh1MPGs+oLsPcThaeUoHfakvlliHx34UmYO+F0D3J9mcG0/79BNniKgKxtVn2UpBY/TprlZGXDpu8WWxYNWVkynswwTUlaQ1M6rjwhBbHaCirl+VLJFfBiK5rCCBFWNw8ti1PYn4VcnojG5SnHcCSL57SAk+MN6xpuZ9IA8be28PJSkiB/qRTT5SbwYcQp6yPXjoDCg9vHBScZ2KZhEIcC0q9FAGgFWdlyfHLKb1yHj57CrdsirF/Z3/XDiGZwtJS56TLwwwHawGwKURiwrVuqumRddDTFFhUkaNugleZklUtE7hAKJebQLe7OUdeX+DgjDun1BlID5bbjyhM+TyJCOUWaRRxnOUXV4GvLMA5BKRwS4Qz7WsCzQMRR/x11f0/jQG666r+/q0QbbTtDGIYE2nFrYalbS5qXpEXFsmgwXUVr4LgTgRH3cw1Sm1muQSfQZjXWaRaLmqwDZWuiSMxW0zryqqVpWtoq53hTkrUKXxlmo4jpQATxFNGYDKLdbOl9WqUUSx/lUFYpvu7xqhScdmIK57lo43Hk09QioLMUNtuOsj+YYu768c7Wy8unsMocVetYrpdUTrM+gSBKLrzBwc6suw8VRcFp//yw//vbwKqDJzuYO/HNnBwbrAbXbmiclDyYGprphLkuUcrj9gIuD6AtYV1LouCibxapkJO7BH4XWWBPII7k527AUSd+n8jXlM5KsXAri+XqAvxrcLMvNylriW5pYN+KNnNGLfAisuAW/TWVgRoJUNmVuaYoKxa5gK21wAfFT6cAABJiSURBVK3jFBt1RKEI1KyvtbpX/fnLx9Kx9xTRbIptQdlIjg1dxWQ4pEpPyao9lAOcpSpyFmnOOm/IVlIveLwRjaxGNIQVcFBLtrhpBCbEtvBbwB/qQOUdx4BfQLLqgfuKDg/DOu9oupauaaThAOL0PT037jNBWwFNL5guXYWbL4upSKSoNpI3tU5LlnXKYgO2TiG6jDMFgzDENS1Hp6KdNsBLwEE/33kLkxlUKUwuwWJdUdU9tjhiog59CKOANC9Y5LDcFuRVja1S2uGEomopGrn3gRbkigbR+mpkQ+/NpfZw7okQeuG4F2C+OLgz4IqWGkmUZhBJCkLaRzizjRxMR/QAc/36PDPhq757T6jhdGEpHWTp5sLNup1wugc551iu1ixf5bUzX8slREg0lTicP+WKZuJb2qR34qoaP55z+2hBVkj042QriWwfQTbJmrvm0RmZ/jtmQGTlRLx+CPszS5nBdiQa0wrBOlqdyHtOkBN10/N4/hzPPcSxf9iP/Q6pPnfKQFG0XJ2NCQzM9sGeCspAmZVc2/NoSkPK3ULQV6MPA1f7L3iuhndVcLIAPYJt0aI7i42H+CYnHs1oq5zT3FGbjjoVJILlRublfM7xMeC2cFlJEXBeQViLhllsJL3hhf5326UImboRbc1zDW1R9yZnL+yWH8v/bE72kOx8gA+9LBqDr2B94sT3te5wegHGSRebskLVxyxKS5VWgPh1zoT3CDkQTH9fTg57HK+2r5lEBMu2lGgnY9DblkHU4ykpyXK/XcK42zLwFUNfDp+bVu5piWh/G+Az+9rM1AlEih/2aw4BGKz7++dWcO0KRIGB7u6B9fyxvHeNCIcC0c6WiHkdAYHrC+ER7avagNPBhZev7ITTPcg5R5rl93x9AdyuITiGw0zKTk4WlqKB51PwT+DapRaHh2trWUxLcfAeIwsA7oK1fdz3Iwt67MuJVioxVapKIoZnWSU3gdv5XQ3pTHBkr+B39v71K64fbwT7KS/g1z4K23RJaQTg/woCWld1cLIwfDgVTeV+dLt/gPhzFtelkFYbwAvoTEWeZRRJzPrklNFwhGc2hMZy4wQ+IIAEdzS7M7rjuNZwvRXhfwn5GwaQ9R/I6fPFENNvud5ya1WwWMIHb8m8Pwd8Ch8rpD1k8xX9+CsEzD8Hjk4lr8hWEF0Df9MwDmBt4SM3LE9fLskX8MEbMu7nzvG+ee47jvoBlkg6SjKS6Np+JL60o5Uk4L7jGrzrsoD5NVZz+xAOV1KMrJTjI1s5BM7T2f3/aCdh/hxp/xUj33eEtITqEWBYIfDToTK0TtaLQxA1K2SeztbMko9dp8cruLmRQuKykffevnUD9d5P4yLpLSGclFJ7wA8AX4Ksj29zzv3Qg/AUzen++DT/AriZycJ+V58r8vJK/DHxAtZ5S16+TN7KYriJbJyP+Z778P8QIpi2wOGLUGk4tnA5vasVrYAPn96TxR2q7nH9Z4D3vSQwL5WCl27BS4U4cI+BTz2F62vR5F5LML3ad/5MJdjf7wV+9XdOpRWTgnKSs9gW3L654nYmOVn//D681oiwfrE3heHuHPzuS3efbxChFQG//hEI9ILDI/jNxceO/yOv4H92DJXcFeBngv5qKpv7CvCRF+Cpa/BMIvfuxRtQ1Y6fPfxYQfRqdMpdU/IFIMlEUIxqMDfgdzoRJvq6IEZcL+HlWxs+1IrA+xhV7x50Xmi9iDi2x8im+ED/O4fI/f3wEdw8gv+PvtYS+PF7LMgzt8NvAi8ciTDT9GYe8PTvwBd83oInn3zytQf5OklddMr5wyCl1PuRufo64LOAnwA+3zn326/2/s/93M91H/jAB+7L0xjDD/6vP8V3vnIVv07aR07nM7iMl98Ym1elvgHMhZLf8301cXxWFnJRFAHXEFMi4+O1pMeBYu4t8N+u9BNf8yyf/umf/prvU0r9qnPuc1/rfY99tE4pNQT+JPAXnXOZc+4XgP8D+JoH4dt1HUevQyO5F50Cv4yc1hcpmODiBRP06AX3eO1iyzlFAXgOOdkfR8EEO8H0avTTP/3ihfJ77DUnpdRnA7/onBucu/atwBc657783LVvAL6h//fdfLzZ/qrc/enlZ5w1LdrzTdv5nqdKAKw1Yogr7ZwxCq1QKLTnKy+InOkapZR2zhrBD3QOa7ozvmeDkuoouQnGuNjzVIWznfKC2JmuQfUocGc8UApnLVp7SmlP3qM9lMRKnNxQhzMG5XkolFLa65pWe77XKqW1s12DNZ0kSAFa+0rps7Fq5fmBM22ttB/irHHWdMoPY9dWOUppXG+Nau0Jzq41xrjY87UYHk4mCOcsSns4ZwXX5M69UGjPF979+3AW5xzO2jthH6W0s7ZT2gtkbihRno9SCtPWMpaz77AG7QcoFNZZ5XmBc87irMU587G8+7lUWivth8527Z25Rymc6e7+TmdRSjAgZZwO7QVKe74zXc2ZO8aa1p39tjv3VCnlh7EzbSP8dX3HeWNNd2cd4Jzyw8S1TYHWvvL8EOecs11ztpbAuTvzrlD916r+49ZYBrJ2nEVrT9ZnPz9yfz25vziltO9MVyvPj1BaO2c6TFf3iIMapfWdubLWoLVnOhvJ2lcarTRWeEnOjXPKC+Nuc/jSa+8pAN7hnLv0Wm96K/icRtz1L5/RBjG175Bz7vuB73+QL1JKfaB7Heroo8j/cR77jv9bn/+r0WNv1sEd6JzzNOHjfc872tGOHiN6KwinjwC+UupTz117L5IvuaMd7egxpcdeODnncuAfAn9ZKTVUSn0B8MeB/+1N+LoHMgsfMv/Heew7/m99/h9Hj71DHO7kOf0g8D4kUPYXHjTPaUc72tHDpbeEcNrRjnb01qPH3qzb0Y529NaknXDa0Y529EjSTjj1pJTyzj2/WOwH4Zmce37h83425jdp7OG552/G2Efnnr8Z/N+llJr0z9+M+fk8pdS7L5rvOf5fpJT64jeR/xcqpb79bI4eFXrbCyel1DNKqR8Gvlcp9U1wJ8v6ovg/rZT6ceD9SqnvVkolzrkLq0BRSj2llPpO4PPhwsf+jFLqh4DvV0p9R8//Isf+jFLqR4G/rZT6QaWUf5H8++/4D5Eqoi+BC5+fa0qpfwz8MIJwc6GklDpQSv1fwD8APkMpdaFQk/34fxL4J8B/yyOWG/i2Fk596cs/RVAyPgh8k1Lq/UqpwX0/+Pr57wM/jgAVfA/wBcAPKaXee0H8/zSysL4N+FKl1EF//YG1A6XUn0MK2W8DPwt8lVLqB/vXHnjdKKW+HUH3vQ78ZSTS+jf61y5Su3kvAjDwB16RC/eG6JyG+leQXLoPOufe5Zz75fOvXxB9K3DqnNt3zn23c+6V4KNvmJRS34eM/yPAs8g++NKL4n8R9FYoX3kQeh/w8865bwZQSv0YAkb5y0qp73POlQ/I/7OB3Dn3jT3/fw78PeCrlVJHzrnD+376tekK8D8iWfJ/DkEd+YkH1Q6UUjPgU4E/75z7e/213wD+qVLqm51zD9Rqo9/AFvhS59wH+mu/AEyUUuoitBullOecM8j9/GHgXwE+qJR62Tn3hntnnxvbvwn8nHPum/rv+wPIRk95wFrpfn6GwGcC/0N/7U/1L3/AOffiA/J/F1Ln/V7n3AtKqSsIkMad779IDfON0ttKc1JKPfkKu1oDA6VU0C+IWwhU+L+LoHp8ovyj/u+Z+p0Cn3Z2vd/UPwD8PuALH4D/mQ/oB4Afcc69H8F2+2NKqWc/Ub6v4K0Q4ID3Az/VX9OI2fJB7o2P93r5+/3C/2vOuQ8opT5HKfVh4I8hc/8V531cb4C/B9ALJoB/DfjbiAb7x5F+Aw8y/ri/9DXAFyulvrE/dP4m8JPA3znvv3wj4+/nZwi8B9gqgQT6DuDPAP9QKfUJI26cv7/OuY86576pF0yBc+4IqUf918/e/onyfzPobSGclFJTpdRPAP8P8FNKqa/ub9bzyAn+7/QL4hnETHqW3ofzetR0pdS8N3m+F+Cc+n0E/Arwjefe/g8QTedzXu8mfBX+Tb/IUufcGSbaX0dMmD/0ifgmXoW3c86VzrkPOOe2/fdYBIYp5eNBNj9R/l3/90x7eRL4n51zQ+CvAf8V8O1KqfGr8Xsd/E1//WxtX0cOmh9AYJj+tFLqO5RSn/kG+Ve9gP1tRCP7G8DfAv4g8J8AXwz8R/1n38jaMb2AOgL+JZKZfdM59/ucc/828CPAH32A8btzr531bwDZG+9QSkUX7fd7o/S2EE7Af4cA+X0Wog18FfBfO+f+PvCrwF/tT6d/gQDVfQ/wR+G1HahKqc8AfhT4POD3KqW+8tzLx8AvAn9YKfXOnp8Ffgz4k865+0Nt3p+/Ovce1ZtH/y/wJ4Df/1p878f7/Ml/7vd/BfChcxrJRfH/P51z/1P/G04RDeFreR2wVffhr89tsM8GPuycWyKAj98OfAaipb0h/tzdN18P/BvOub8FZM65XwL+S+A/6H/bg6wdgL+DaE/JuWs/AfweBITyDY3/THD3B9HZGA0wcs7V6k2ImL4ReiQG8WaRUkorcW6/A/jJ/rT+TuSk+0ql1Pucc38F+DIEoO6znXP/CLiMOGtfj/M3ROr4vhY5fb7+TCNyzhX9tQr4z8995mXgZaXUlNemV+XvnLPnTuazv9+FIDJ8vlLqP1VKfae6v3P/XrzNGe9+Dj3gcxBNAaXUn1VKfeM9eH5C/M/Rmf/zrIfC6wlr329uzjbvLwP/jVLqN3uev4Dg3A0fgH/Tazcd4kg+P34LvKjOpUe8Af5nB8AvAz8NfNHZB5xz/xIBJ33Ng+0+/O35+9u/9yeRQ/TKo6I5CQbXW+jBXX/Opf7/MfDrwJ86954Rok39/Kt8/jORKNW/9Rr8L/f/h8C0f/4FyE3+lnPvV0gU5CXg+xDN5jcQn8sD8Qf0q3z+u5ENsgC+4kF59+OfIz6br0Iid0fAl13U2AGv//tpiBn831/Q3Gvgf+/v/9f11/4IsmGvXOD4z8rA3o0IlG+5iPH319+JHGY/iZiLv4QUuo8vcu0gqNK/ALzvYe/hO2N62AO4sB8ip8nfRBx7P4s4b/9E/9pfBX7tFe//VxH/0pf2/18B/lH/+b/wOvl/+SveM+oX0M8haH/nX/sCRLP5Zwik8IXwR4SHRjDr/zpiurxygb9R3mcC6n3cFXh/6YLHPkZykH4M0Zj+i4uce2RzD97A2nm940+QSODZ2vm2C+R/JrR/P/Af999xkfwVdwXrZcSt8Z6HvZfvjPlhD+DCfohoPP8E6WHoI2bUS0i05hKClvlV595/Dfh54EvOXftqYPIJ8P8o8Idf8b73AH8X+K5z14Jzz/03gb/f//3KVxv/A/L2EJ/FX0J8Ehc9doUIkG/gVbSBC5ybO5rgmzD+dwHf9CaN//za+ThN+aLm55Xf9Sg8HvoAHmjw0pH5bNF9A/DRVyzEv4uEkS8Bfx5xUH/Kuc//CvBFD8D//UgU6F3nPhMiIet/jJiOv8i9TcSL4v9H3iTevwR88Zs49l/iHmbEYzL3j/v478n/UXg89AG8oUFLguBPI36QH0Uc3n8QcU5+1rn3nfmPvqL//0cRs+q7EPX2n9Hb5xfB/9z1L0NC7jeBr/1k8n+cx77j//D5P0qPxy5ap5T6OsSu/nXgP0M6SP9FRJ09oq+hAnDO/QbSB/Df7y99A5JHA/AzzrnPd84dXwD/r+k/6yml3ofkonyPc+4p59z/8sni/ziPfcf/4fN/5OhhS8dP9IHkwXz9uf+fRk6CJxFb+4c5Z4oAX47UEA3OXfs4v8NF8QeeAmYPg//jPPYd/4fP/1F7PI61dd9L35i5z/IukEzvBPj7SILaNyulnnfOvYQ4c/9vJzlHwGsmxz0Qf+fca3WlfjP5P85j3/F/+PwfLXrY0vGNPrgbAv1sRH0N+//fg4RcfwvJ2zjhXETu7cD/cR77jv/D5/+oPB76AB74B0j+x4+84poHfC7w772d+T/OY9/xf/j8H/bjoQ/gAW7MWYLa+4E/2z//RiQSd+ntzP9xHvuO/8Pn/6g8HkefE3CnettHIhaXlVI/h6AJ/Bnn3Mnbmf/jPPYd/4fP/5Ghhy0dH/AE+QykrOI28K07/m+Nse/4P3z+j8LjoQ/gAW9QCHwLEO/4v3XGvuP/8Pk/Co9dU80d7WhHjyQ9dhniO9rRjt4etBNOO9rRjh5J2gmnHe1oR48k7YTTjna0o0eSdsJpRzva0SNJO+G0ox3t6JGknXDa0Y529EjSTjjtaEc7eiRpJ5x2tKMdPZL0/wOlhyO6ehucDAAAAABJRU5ErkJggg==\n", 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\n", 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" ] @@ -183,7 +200,7 @@ "outputs": [ { "data": { - "image/png": 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JR4vQrWlUGKqpidpECWe9NY/Jg7uqscHlmDPGQTEVXN3Yn9gByzpPRaBan9e0zoKQV6cBgUNQW4v3km5LH/BnLrc0w0JhjGVcGHrJ4/d83PjG9vGkP4tT90HvvQV+ELhQ2E4I8UeEEF8RQpRCiF844bgfFkJYIcRk7t8/c5FrH8ai0dJ42hWqFWm0DmkgHh4hoJ0/30XLpx4HnU/T5WulFcqqjrt2rCUr7YhurEI6iDl/N6pYh4BCSwsEQVk8rPG2Ys0rywlaK7rRk2H63DCS7ONJfxaLKvn/BfBTQoiLtMZdA36aoAWehr/nve/N/fs7F7juIzhL4XwSKXotPUtb0HJf+MxTbjeEioOsYmtcMMjqp6ZoW4gQBRZSPpJrdvi4pq7W4zHmfI1wGjbfUWkYlRbnPcZOGzAfemZp5XEeEOePzN7gk4lF9fx/F3gR+PeFENvMJfF6719f5ATe+18BEEJ8kRCQeCow7wOzNvimotZUi/OhgqEdhaJ662zId5MhcloZd+YE17K2jArDUqJQSl2Ls3YmpBcUxpESFBVU1lIZSeuMpRiNjEpU0Nqy2lJbB1Mh25jEIWEXWlrRjYPP87I0hSfdGX6Di2NR4favX+koHsX3CiF2gD1CsvDPeO8fIUoTQnwJ+BLA668vJGPPjHkfWG19SDid+poq4/EwDTSEovpOSxNbdW7CyaIybI8KxFJMu7XvYD8J8/0FztN1q6E8itR+belJC74xH6spI+9ZWUvDc4RWFHxsxoOfdsCaN4m1BO8lSeTYSmuWEs9yO74U5/VVOsONMeylhttdjdaP30/4ScWi0dL/56oHMoe/C3wB+Bj4LuB/BAzwM0eM68vAlwG++MUvXroN2BSQR3I/DaGTBGrsedPWOYep7MxkjecqFc4K68ETCstbzqMXcARchElk/h6baGiP00uqOrHE2PMx8QLI6fOJtWR1KkgPa2W19TiCyWqNQySX19rvKp3he6lha1IALZ5fuRFujwuL8rklQog/KYT4QAgxnP7uB6+C5sh7/4H3/kPvvfPef51Acf4HLvkaC/G5NYXzsN8OMFH7vp9GgCWRQktBWtYMsmrWZOU85s5KW7PaSYi0pHZ+oSbE8/0FzoraekpjGaQV/bSkOqpTyxyagEltPVEksf58SbzdKdvwPCvvUc9LihBZXe7Es01lEZz2jq/SGX67q3m+1+J290awPU6cJaDwBQJJZTNb3gT+8FUM6hA8522QeQzOUsfnmaMAQsyiprPvp74b7z27aaDLtvb8GoZDstyJaEUhKrnIeeb7C5wVjS8xrQ157U5l450Uhq1xQV7W1LVDibMrzPtmvaOozJH04rAfUU2iUFt6Fv/l46zV1Frz/ErrxiR9zFj06f9LhNrSVAgR+oR7/1AI8cqiFxJC6On1FKBEaDBjDvvShBC/F/iH3vtNIcR3AD8J/LVFr7MIFjVJmrQM4Ng8tn3fDSwl4ful1vk1gsONiK8aQghWOhopEozzrLRP1o6api15DU54tBIstc8WNGk63AdTGmKtZmOZv+9G+62dJ16gv8M8GkLMmwDrJxeLvvqKQ4JQCHEX2D3DtX4CyIEfIwQocuAnhBCvT3PZmojADwBfE0KkwP8B/Arwp85wnVOxqEnSmKJCPJr+0WgakRJEzcITgqyyDPOL9VBo6imvM5XETu/1NDM4aFOaREFWGOQ50h+boImzlrYOzaC9P1rTOm/e3w3Lxg0WFW5/DfhFIcSnAYQQLwF/DvgfFr2Q9/5PeO/FoX9/wnt/b5rLdm963H/gvX/Be9/13n+b9/6Pe+/rs97YAuM51e/WLKzG8W0cZJUlrfaTV2e+NQGSQN9z0b6j170w09LSzyuy8mR/GwQTuJtoai/xAspzNPtKC8OgqBCETSarbEh69vuaVtO4uWFYAc7U8MU5R15dbi+Km6YzTxcWFW4/DnwIfB24RaA3WiM4+59KLCJADmt4DR33vC9s3h+33IlYbSdoJY71I52G+ejldVUpaAmJliy3Tm8p2AQDbnc0vVizdI4+D5GW9OKITqIpa8vOpCAtzQHNsUn0nZSGSRH+naUiwjhw/nRN9Cy47k3ncQnTZ0WIL9q3tPLe/6j3vge8ACxNP5dXO7yrwaICxDnHOK/Jy6N7asLButJ2HHGrGyOlJJtqHWfFfIT2siKDp/1tWQcab+fcqedpjh8VFoenOIfmttSOeOlWmyRSGOdxPqS+OOtmVQrNRhIrSW0dRW3IS4sS/tT79T5UTnRjde5UlaNwkol8FQLhKoXpSeNtUoIuYn08CVg4nCOEWCEw8PamnwHw3v/tKxnZFaIyjrSydOOT+ciyKvTT9M4TR4rOdDF69gvW54MTIecNYiVxF5jkZ/3Lw70e4GzMJ5NpKZQQAi8f7RUxj6xyDPKKqrLE0fka4ewnAQdizLu9BOcdw7ymk+hplUKTYgPDLFRPlNaRVYpY88j9Hn4e49KipMB6wfl7kT067uOey1UkBV9lLt5p430WajYWEm4iMO3+LDABsrmvPHBU45gnHou8vE4ssVYxKSqK0tGLBHpKIHmYjbdBk32/SIPjo9CYwSHadzqjb7MDHxamiy42LQNJZTKtm1Xi5AhjJ5ZUtaYdSRJ99v4Jzdg8HmtBKUGsFaUJNO3zgZvaesraUTkHDqI58s7TNgAlr5eA4KKC6KjN6DIYX47DSeO9DHabJwGLam5/EvgD3vu/eZWDuS4s+vKaIvK9LMQzeq2IJBaPFJfPT0zYz74/TypHM6HL2s60y5MESGWCyeb8QaG06GKrrcciSCJNVltwNiTVHiPghBB0W/rUEq2T0KS7dOOgCQb232gWuBFT7ryg2YVodOkcvXhfmJ70/iIlSHQwSa+rbjSMh+k8WNyl0OAimt9l18lepVC9Tiwq3DTwf17lQK4TZ315WoWOVp1YoY7QBuYnZsMcMgs0nHGyzXeXOlzIftwkLo2jrB2dWM9yzs5yj945UhOa35zUUNp7T1raWUMXhD+2BeAiEELQTRSVebT8al44l7VlpzDTnMPo1Htr+qLWVlwrueVFBNRFNL/zXPdJJ5q8DCz66v80ISftE5US6X0IFLxyq8Mrqx1asT4yB03LUPjtXHD+Nt3bz+MIroxjkNdB0BwybY9yMMdastyK6LXOR/vdCJRxUZNP/VjHmdMz4gDEfsevc8yIxmFd1nb2LNPqYABmPlLtvSefBj0WfaZXFec7yRF/ES6+o3IvFw1SnOe6j4M38LqxqOb2owTKoz8qhDiQuLso5dGThEXV+Mo48trRjvbZNg5qacwWp3Hh99HUbxVfoHNViOKGlnbz4ztud28WxXl8fGLa/yHSiqoyjEtDr6VRR2hwwRcWrmHmkn7PFZD0fpr+MU2CPvawoIXNP9PDboDD7/IqF+5JGk9jmjZC+iyuiaPm5KLa1XnMyGfF9DwJTyrl0ZXiLCq5m1uEvaTJA5MzDa6oDcZ4WpGgMFA7hxCS1gmkjychLIgILR/13xw1ISvjGBUGJQWJU+cSNLGW3OkmDARMypphrrnde1S4ee/JSosQLtTPaomOzhc0qYwkLWs8EMX6SI1xVqZV1oHvbYr56HATdZ1/l4Ex2ZNVjm5y9AZ2Xj/VcRvMfI1xVtkDEfVFcNScfNJpvJ90PImUR1eORSeNlmCMozY1hfF4F7PajWlirZESpAWU1mKcJIkEde3xwmKtwJ/DwdssiMahvogAvmhksLYe62G5FSGVon2MwMoqR2kt1nqsd8hanhh8OA1aSeS0uuMobWffdzbVjM2+Sd4Yake9y+CnC2SaWjLrNXuYTuk8PqfjBFbDroKHdnT2aONR9/G4tKtnhchz0VSQBPjjwL8K3PHerwghfhD4nPf+z13lAB8n0tLSzyqcsxQ2kJMoqYiioL3FWrLS0fjMY52jNp5hEfxlxoFS6tyTc1EBHGvJkojONBEPm3WVcVjniJXkbi861rztxBLvNUp48tqdOxlqPsJ7q6vJa09aGSob7mVec+kmGucShBAoFZr0CHGy8Gi+y6qQcOxwj+TEnVUrOm3BB5YTgRd+lqd3lnM8SWbisxJseBoojy4dZ8n8jiPJrU7MC72EXiuUG81rSU2tpRSCvLYYa7DO0dJXkyd0GZnw8/ffsPAqIUFwajma955RGUzCpVZ8Zj/fLBo8/VeYIKC1AGMPUig1fsRuollqx7Rj9Ug5VVmHDaiozIHnciAgccy9zGuJpzX2OW3OBN+lDLRYxzySs1YcXLTZ0DzOMm+elWDDtVEePUlQwlPXjvYpu1LDkdaOBHntcd6R155IOSq/vzgiJbAOpIBIaZQKZt5FcNTu6b1nnNdktQ1duWJ9rl32Ua1F0daOvdSQRJ7aHn2u2oaoZTrtXboan713aRNxbWtFpOWsPMq6YN5nlaPXCpTuWgZTuDIOrWTQmqc8cI3Prawtw6xCOIWXoYNXo6F1pjXAxp3Or5eWlmFe433EUvtR6aSEp6osMnJ4r44MFpwWZDmrtngRhuXDOMs8uSwt8nGbt4sKt8ugPHpikNeeyjnyWnKE33wG7z21cbQjRTsSbI8MlbNESpFEehYdyypHEgmU0MQqRFg9TYOT8yVkht3/4EJohEtWWbqxpsX5eMsOT14tPdvjmrwyaBWfmBy70o6IlERPAyrnyeeqjCSKQE7Ny9oGXrjayZnwSisbqJDw4KGbHGTrbUhEy9qQVjVt7am9p61DZLue9mSQUi4UZImUIDohwp3XnsxYsho6ydEC4LRN86xCIwj+81O5z+OygxOLCK7Hbd5eG+XRk4SWBuHD/ydhmBu2J6FN3yi3ga22DL6phhkkL2u2x/ms/rR2HinEwiy6h9FMCOMeTSVohMvdXkI3CVJ5XluYNz3OYoakpWVc1DjPLAJ5FIQQtGLNajcm0Wp2nbOgSdwVCCqzX7AfKclzvXi/AmF6v1JIlIK82r+XWEt6U8rxtKrpj0uqsmKUV+DMwqQI8yZfrANV+0n+xpVWxJ3u8QzJ+5vm5WTZLco7+DjQZAoM0vpYs/lxm7cXpTz6qSsa15Uir4MAOW0StqNAzKilQCm41Yp56VY7LO6pFjEqDNvjksI4uolCS4VSoWD7PJOyKTc6SnAcNdm1ZJZMe9iXdpx/Z1aPOmUB0RJ6iWalfXww4fA4IBSvn5U54kAwY6q15XXoHlZbP6un7SbBvGxp6Kc1WVWRVe7Ac4iUoJ7Wnm6nFXtpxXZaU9SGYXb8ogtjDyZfc85FfGon9XqAi/WyOAqnjWme0eW0TeayGUa0hLy0jMuK9BgewMctnBdNBakIibw/OjVHd/xTTPZ0mgnSoBVrnpvWOWoBIlJ0E3WgV8FSoljtxixNf3+nFzHMzIya5zypIEIIitqQlTZQgMv9lnuDtCatDd7HLLXlAc3tUdPj6HtsJnplwt9GUtJrxTjvTswNa+CcIy3NtFj/bIXzTcqEnXKz9doK78E5T2UttfMH2FqGuWFcVNzqxDOh0QhI5xzWO5xxLC9FuFqykijK2jMuayIlWT0mX09L6EzdDY2gN9bNkpRPe2ZHmVqhl8XlUiydZEo2nHeL5NRdllk6n8+ntaC2T27g4cwdLLz321cxkOtEEilWpTyVecN7zyg3WO9QIjDPCiEOTGClFMutwOHW7KK1c/galDpf3aWWofmz9Y6oknST/ZIvLzzC75tc85P28AQ/7trN32gZhGKjrFVGTNsKHj3uINQs1bQOtaVPJ7c86tplDbtpST+rmHRi2rHGO49SkpVpbWxlHd6LqfYlWEr0I1Uizga23bQ2ZLVACIWUguWWJC0hku7IDabh4Gv8fVlt0SLk3R0n1JtnFtJg/MI+zov0lD1OYM37ZTtxeF6nzeXLChI0/tBOJOklEb2Ec1XGXAc+0e15mkl+nMMzmwoYJSSrHcUwMxRVTTsSs/KkUHrlqIwI5I21oaosSayQKCqzH6lbNHJUW4+SoEXQLJpi9Vg9OqEuWnoTif1i+CayOE/1PT/mht9OERoqr3TOHi1tTBUlBUVl2LWWpXZoZSisp5tE9OIgdRuTt3eo81UTRFHCkxWGtDTsjj1GCsYrLYSMqJynn1mQ9sgytn1BHhSxWIeqktO0kEZTrq1HuNMpqeYjnp0pC8r7JAQTAAAgAElEQVR5m2c3yMuazUnF891o1mHrtLm8CBaNbgr23+OT3KPiEyncApOsoRsJaitoa3Hkiw1mUDCHausZlTWDvEYguLMcFlttPUVlSWYJpxKjHZX1jAtHFEHj2lwkcjTvR0kiFepbq5Dw2unFB4Tq4Z160cnZaBNNiot1FucEUSwOpDLMk3omUaAQci5MmW4Scs4icbrpfXhcsZasdhKy0pBVNUoEE9F7qIzFGBhmllgHzbgLDPNAO9WK9UzA5JUjqyryska2LSBpSU8vEaSloq09/axEiZh2st/duglq1NbPNLFYnyxwGm0xmlaDhGcY0lGU8LMO80qpA/faRDzbkQibozHURnOrGy28MTTBDwjpScO8ZmOQo/AstUMeX3fKWnwRE3GR6OY832CzKcLZk9WvI03kEync8rJmrZ9ztxeho4i8lihh2Mtqbnei2UKY96HYqmKcVVhrKU2IsjVJrUIyqyksaoNwDq0UvUTgxek+sPkX3ZQalc5jqlDOMykN1vkDlEaHBQ+cPjkbgTjOKwZZTUtDaYPfsNEADi+Q+bNIKWnFmryq2RiW9FoK4v2KgvkI7bwzuagMu1nN7bZG68BekkSKpXZMrBWRkggpUSK08dsa1+S1oR1p7vY0H+3W5HVNbdu8sKKmxfOC3Ht2RynfeDCizhJW70QMS4sugtlsnWdSueBbmxNucJA3r7KO6BR6pMOmPOxns68PUr52f8R3vtzjldvLMw1qn98taMRSetz0/3nT/6iFPv+7tLQ82JswqSyfe34J5S3joiQRMe1Izp75RZ33x/nljDEz4a213n9uxhKdU6BeR5rIscJNCPH9i5zgaaQZL4wjry0QzaJbO6Ocj3dSorvd2UKYn2B57TDe4wgO6GFm6CSBdjya9jYdZFUwQTwkEfRaHEgIXYSiuokUtiM5MxHzuiYtTahxrRo6830H+Em5cfOoTKDyzsqacWUYZTV7meWNO21We0FLjDWzBOVIBXYS4S1bwzpMbimZFJa0rICYpdb+s5oUhsm0yD1qTOiWJq8dWWHQAiIdzGstQUtJu6PQUjApayrnWWnHdNqK7Ql0YsH2xFAZg7XQ0mJafhWegbWWt9ZGvLM1gFzw3Z0OGktlLXlludNRWK1QImg/TdCl2ZSaptCVCblpZd28p0eFxHzNb1ND2p0W++8MU77+oI+m5oXlDgg1i15PiprcOO50IpRU9Frg3MEqhqMWehN4qcyUldla9iYlk+WE7eGEdzbGvLKkWVnqMioMrSlzTXyMFbIIjnJxOOe4v5fTz0s8XV5Y0fN/cGaBuuhcvQycpLn93KHPrxA2q13gDmFTf8BTSDPeVp7aGKSrmRQKiSYvS9YHOa+uREAXYKblGOeJpacdKSQeKQVS7kdD25FCAFqJUDmgJdYvXn51MPlz33SzddjdtVRUpmRjWBDrmjhSrLQi9FSozsyDI6jN5ydTZRzOGnb6Q+4NSj69oshKgXMR1npSWzPMoZNolsRU0xGwMSx5MMh55VaL27023UTifRSIAqwnkQ1Th6EylryoGFWWN1Y7xFrSjiTPLSW0tGBSOXJbkxU1w6KactHF9PMgwFtRRKelWe4IjPF0E4f3LaT0WD9NHJ5Good5RV5UREKhtWQvrRnmNbeXFe04pEeYKWVSVrlZlDNSHAiMNIGFvKzRUhyobz2M+RrSZlHv9sf89vsPGY9WeP12h1dfuHOgKiJoOYpWrPFeItRBxpKjNCYtITUepXzYBKRnkJVUVcm7D3f4+x+O+Lae56Xbq1hnsXMC8yxa0WFB2Ah9CEI+qxzOmUCGOict5ufZWbIC5gMSF/E7LoJjhZv3/tPNz0KIHycItJ/03mdCiA6hrd9TWaGwMSp4dzslSzOsTvj257tUlaWoKkaFmb0s5xxrg4xRXnG3m2A9FLUFaVhpx6GYW0KRm2lJUTCvEh1MxdOiSM3EKirLpDJoJUiiQOFTTSsRfDuil4SaRYljkBmklCwnml4rwnuPdYay9iTS05/AclvNfHOHs/1HheUr90d8sFMweSEhbrWpjEcpSDNHK5aHGlCDwrA1yOjFnm4rJlaSdvwoIaSSIUfvQVayO6643Ym51QOLoNeKkDhcbiiN4cEgZXNQ8tJqi1XjiQXEnZhuHMxYCPdRWzlL+LX42TMLph+0dThuKRJMKktlQqObSV6zUZQIqVhKgnbeCJzahlI6Z0OKTxNwaLTw01wHjb+uOdfb633e3HDsTvp8/uUdnr99a5bO0k30zIzNKjvVyA9GpRuBoudosowDrQViutnt5oZ+btgaV7y3mbI1SPlgN+F3eYeczsNmozlKWB6nzR0WhIfTS1oasqKmP8mZFC2Wum3gYJMfjJsJ6UWEnJheV/jHZJYewo8CL/tpc+SpgPtjhETen7mSkV0h9gZDvnG/T/K8pNRdbrfgha6mMI6qqihrSyvWgTE2LxnlhqVEYJAYaxnk8FzP0ZMwzg0bo4yy9ry40iKJ9FTgcOrLnqU0uMDKoYSfJUfmZYXzILxka1whpacVRzgMeW0pqhrjPFqGRVkYx9qgZHNc8uJyi1dvd0MQJCsZFvVU0xPUxvBCS9BvRzzXkuwah3UW7zxJFHoPNIu9McG2xwVbw5TlBF67vTwj5pxPBYl1EIp745rROCctLMrbA9UCexPD+iino0MFx1JLoaXHmCDMOi1FaSw7WUlbK2LdIq8ck6mpH2s1c2ZXBm53IxyKvXHGhoOXuh4lBMYY1gcZGkfSEgcqGwACoaTE+NAP1Xq4041O9B/N+zibEjElBN7DcJwxAUYppEVJPy3pJjpsFNPCfyU8ufHT6wcNvbnWUTWkYXPZ//mVW236mWGlrSjSIXlliQlzRAoYZYboGDaS+bl2WJgcFoSRErP0kkgJRpnl3Y0+b28VvNjV3FnpzY41xpCWll4sKZ044P89TpjOByQWqfm9CBYVbinwfcD/N/e738XBTlhPDT7YzXk4yLgbaW7f6ZHVnrfu9/nK+3260vCZl55DyuDL8gS2itp4DCGT3xG+S0tLaSwtJRHC452lrAVKKByWrDo5qbOZWHlW8f5mSk/3UErRz2uGWUU7ihjmNev9CV4IXllOyEpBZTwbo4KsDnWub9zu0IoU46pkvZ8hCcGHvaxmmOaMC8vd5RbtKAjKpU7CS16TRIF8cndcstqzSBWc05PCkESKuq5Z62es7YxYHxb02pq8tnSS0MJwqbVPA17WlrSsGeQlG8OUjbHntZUhmVV86k6bJEqQBA2lG2mWWhFb4wocpLWjqg17ac2gpVFSIJOItDQIHHVtudXRdJIQjMgqh8djnKIoJmwNQdXQu2tDSVbtEEqw3E7oxJqdSUk3iVjpJsB+tNRaRT8t2R1btBSzmtTGd3UYzW+yyjEpaya5ByFI4gjIwcPmuGJ7OOHuUotWHJpOD7Ka1bYiVgprLf3ccqcbIURT4C/xPvjpGquhEQiNQL3Ta/Pp5wW+ynhzyzKZwP29inakqKWgNHVgjZ6mZhwWZMfVIB/2szWVGA0qY1nfHfPRVsXOy23S0syE3/qoYJBW3OlGKK2nbpV9i+Go9ovz12sKOS6SC3gSFhVuPwn8qhDifwXuA68Bvw/4dy5tJNeI2y1JIqATCZ5LPFp47g3GfLiX8pm9GOcce5OCuq4BTydW9FoRWkco4SnslJ2XqX8qUYxKQ5YXDIuCF5cikqRF0tHHUmIbY9ga1zy/FPGgn/PNh3sIW/F9n42QzmKspd3ReA+TsiKvHfdjgXWecVahOxF4Efp51gahgvmYVQZnKh7uDnlva0IkHCvdNokWeGsYZgXalGRGsbE35OsPDN1PL/Pdr9+lFUdklWGQVcRaURnD7jhnJ6sx1lFVdurf0VgfUiiWdLinQVaxtjtmZ5SRlZbtSc03Pi4p1kv+uc+u8O2vvUhZFmwMU17q9sgMjPMK6QUr3Q632hGT2iHwaBUFDRjIq1BtUFvPG0kcHO11MD27saBwigEGkcFnyhLvHbdaitVOi0/fThgUlq1xSVkb8lKS147lliIvaz7eTbF1RYXmRRI6cfAzHqVNzDPAKGEZZh7nagaFI1EeAeTA2u6Etb0JL99eItaSYVrw4XYGd9rcWuowyg3b4wKJm/G+SSlJoiCQ5FwU1TlHVhraWlCY0ObwwXqft/egANIywzrLSjsKfS3ig+6EeUFWmVBVomXQKI/CUdqWEjDMarbTlLVBB+scjQATzjLMK7oRxCKkBllrGeWWWHlK45Dsa83zGlyzIQYCUjd1M0SXWuGxaPnVXxJC/Bbw+4GXgbeBn/bef3PRCwkh/gjww8B3A/+99/6HTzj2R4H/EOgA/xPwh/0ldrcPO4+lqDW5F0wqD6Ym0XC7DcZ5tkYFo7zEGE+sNd0kJtI61DiWBj/1z2ilYKqR7IxyvrWTcy+WvHJ7aZq6IWe7b13XfLxX8MbtFntZzXtbKdZ16cahAP/BIOeNYcb2OOdbmxM+/0KP12/3qKuaj/oV0jm6nQQQ5AZWOxqtFf20YCe1mDJlbVgQeUNeO76+Nua5ruLzL2veUJLdNOVba31kXWGihA92B3xjraatHN//hZq4k+C9Co52Y2mrYDLWVY3GI6SkNh7VCvTrDfeaxDGc5Ly13mdjb8JglKJ1h35a8u7DimVleP7OLf7hB9v8vx+OabmKleUu26MC6TStxPHSSpsV59jJap7vSqRWoWN8JJkUNXZaBxspwag0LMWKQVFhS4MEaoIvdZxVVE6glaC0IQ+vqg15VTHMK7YnFZ+602VtkPKbH/dZjuD55S5Z2aIdR49EVJtgzLwJNcoteVmwNshQAvq5wQNj4L3tiu/LKjYGGVIqsqJic5hxt6t4brlDIzcbMzeYaH7mZ5ynbZ8vrdNT0/7DnQnp9PsHI/hwa8jLt5fpJGEj3R6VdGNB5cSB9Jbgpwy1pa1j1sV8hLZxTVgPZZkzzit2JxnOhuBI6Olr2R7mvNxT3GpHdGLJMDfsjMMYJpWj1IKeZxakmS+d200ritrSUgKEPJXI4qxY+HTe+28KId4GXvDer5/jWmvATwM/BLSPO0gI8UPAjwHfP/2b/5lQoP9j57jm0QMZ5Kz1czqi5rnVJcokQuIpTU1WGiShd0GsJM8vhR1dKYn1jlEejrkzLZ7vZxVmmtwppcQZQ0oQEDPixOl114c5bz4cUJsuK4kiL0swEWnl6WjHxqhiMMn4YK3Pr783IM8rYiVYm9SM05y9RHCro4liza0E1gcZsYLdcU4/t0Su4L37Q0ZLLZZaksFozKBvmRSW1QTW9zJ+5/4e1bDEL2naY8P2GN7ZHvLmvW0+/5om0gIlBc6Hyfmwn/LV+wMiHZPowAoCHKD83hnl/MYH23zt/XU+2s0ZZ7B8q+bbWhVbE8VOX/De5pD317Z5c33MZ3s1n41i3NT8SitLUddsjmsGk5LSOF6+FfjbltuKu8utaZpKKHGrKguxYnec8a01cIRu4bvDiv4kw1rL7mDEx5uGrvJ8OPIk0jJKa+6PK55LHOmkIE0LOh3FuKwZZAWlBYTgeVosteXMT1XWYdFLEfxRXnge7mX8zsc7aKUZZPv7rnHw0caIF1c6vLLaDqbXVFDm0yL9dqzoxGqWPJ6WjlEZfGateN9c6yb7zCtKeJyz7A1Gs2sVFXywNaSTxEjRwXnHTlpxqxXRbR3M62tHgqwUj9Q8z5uETYRWSkdahuvbumStn5Nl0J/UDPOK0oL3EdvjnA82x/S0587KEsZplDfsTAp0V7Azsax2Ila7rdnGUBnHMC3YTUsUDqk0OlJM6sDlt3yJAm5RmvFbwH8N/AHCJtkVQvyLwPd5739ikXN4739leq4vAq+ecOi/Afyc9/7N6fH/KfBLXKJwyypLWUNRGdKiRuiKdzaGrO/Bt9YHpGUN01yvTqzx3rE5zImUpC4LPt7Jea4dUkCyqsJZz61OzJ1ezIvLCdiK2tZoEdgSWtOkR1OVbA1TvC3oKs+7Q89KbBjmsLk3YqdU7DyvyaygX5TsTgp2Bikb2wOGBby0FPGtzQneOyLh2ZnUWC/Ii4J+KRB5n7e2YTfNeWU5ZmNUsTOAj0Y7tJRnnKbc2yoRJZjCsFmFiOeH2/DOep/nn1ulNo7bnQgvFNIZHu6lPBhl3Gk7nIdITFM+qpphHnb4h/0J3/hol69/nLNVgAEmtmKrhLGwvNsa8IVxzjvrAzZ34f5ynzt3VlG2IisdTgjWBgJBSN3oRXJa5+nYnYTcu1YUghd5WZPXFolnkpc8nAvZbqUwSCsmleWdjRFff5iymjjidofV2LE2Krg/sLzU1exOct68t8Prtzt8PonJKkukDF7ImUbapOgkOkTJg5kVkU0y3tvsc297RCuJ6Y/32UfKAnbTjI1hwfakJPKOuqzICsXeWFOYcB7hQq5lpBQrbU1LChD72jDsNwUfZBV7gwG/9v6AtVE1+357CO9vDPnci7ew3tJRkCjJnY6k9iEFJVJh081rz7ioGObw2m0xy+WcJ+lMIoVSME4rRpXhxeUWb631eXsN9jz084qiKLBe0NKCuq7YyQx7WRl8ue2YzXHJx3tjshRKK4lkuKdg7gZz9P4g46OtMbFwRFHMZ57rUAl9KYzD81hUTv55oA+8ATSm6N8D/nNgIeF2BnwX8DfmPn8VeEEIccd7fyD1RAjxJeBLAK+/vniHwbZ2ZDnkS7CxN8aOLR9vwdDB5sQymGTsZDW7w4wPo4i2Emzmjldvtanygm+ujcnzMUnURilHr9UmfmGJ3cywlzu298bsVgWrseDzb7wc/FXW8WB7zDfu7bHSElS1ZeQi7kRLRFGLj3ZS1lJ4527MrW6LtiA4oE3NvX6JxzOYSPqZZX2YUduarPL4OuzgNoJsEFTdloIXWhXbfdj2kA/h/uYuWyNIy+Ax8dV+KscI2NkdI5xjc1RQpGM+Gjle7sBw0GdzF+I7BZvDlHc2x9zqtklri00rtBTs9lOGWUFpwrkcEJfBB5V7eNiH4STlW+vQr+G9HcfydspualiJa3odRyIMlVPcWUpY7Sbc6cakpWFc1HQTTScJOVdlbRjkBZ0IjA9BngYpMM5yamMYjka8vzHilSX4zKtthJS4qsYYTyIs793b5Cv3Kt69X7KXGm4pj7izhBURLywndIBJYdielNztRiGX0XtGRc1vfLDD3/3mOpvDmhdut8iK/TEkSWiSPcgrsqIizXPe3pwwLgpa8YSWCiwy2wRhHscRn77TYVxDLw4kqEkkZr6zSZbz4daYt+5t8Q/e2WVtc/9aGx7ubY8ZZhWly7jT0VROsDOp2M0sKy2FlF16LYnEsT3OMdaxOleFM8+QoyVYC9vjCb/5YMQXnu+xO0wZ+rBhDYuK9zfHvPaCohcr0qymLAuES8L7MIbdwZgPN8fkHchchHOO53otojjmuW4gmGhJT1ZWjK3BS8NzPUX7sm1SFhduP8A0FUSIsLV477eFEM9f+oigBwznPjc/L3Eor857/2XgywBf/OIXF67g/WBjwB7wrS0wJqXXKdkYh+/GBTzcGvDrH09Y649YXerymVuaMQmv9RRpnvHu+g7r64YCSRxJPvviHbraszHMubcx5J2HQ4ZIPrfiefHuHRIliKXgrc0h726Oud2F52Io6KJMwU5a8dE65HFIK+gp+GinJFLb1BPBx9s1LyzBXr/mH9w39LNghmmCgDocsrYVjMqw29rpMbsl9LPwOSWo3/NY2ysoy4KPdieYIuODvZpbCWxMLHsGyi14aTXje9+woa+E1Hghcd5xb3fEvX7BpgmCDWBv7tz9Mfz6e3ush+AooxHcW99jVBrcUovKevLaUNWO55a7vHZnmco6hllFZYMmaS2gHKX15Llhw+ckUhC8p/vYHIzYnZSsjytGKZgSWsmYT60owGHrmn7h+GC7YgyMPWTvjtkdj/nCa6vcWV3lblsQ6Yg0L3i4l9GSbTqthNI6qqqmKDI2hzXvjWFzPCfZAFtDf2JYH6QU2RI7w5QPtoZUE4+L2izFkpdX2whClHilGzMeZ6QOvuvlFZ5fbs0ikrX1vLc94jc/GrC3uc36uGZzTpp7YHtQILwlLS1LcWAzHtSGrUGJW2nx6u3OLHKZFRVpZRllBUmk6bX0AZLOpkRsbWfC2/eHtKxDe48iCLePt+Dr97fxUrIUwYc7EzYmJVvjkmFuqG3G79zb5VsPB2zIklp1UaaL845WK+F7X7/N3ZUuzlru9QtkkaF7ywhrMN5N61QvD4sKtyHwHDDztQkhXp//fImYAMtzn5ufx5d1gQfbQbUfAvf2oDU0PJh+99YI/vevfMg3dqHM4VOvGKqR5d2RJKmX2R5mfHPdUAMWxxKO0mzTEoa3H/b5+gPHFtDFcX9jm/u7r/DKSovawyTNSSfhoXcFyJZga+J4dzfnPhBXkOcZv9HP+DiHtY8MDyJ4v4adCby/bg488OMiLFkBa9uBGx6mD9TBgCBcDgs2gG9swNfv7/Hb7+0yHBcIBUMNZR00PeNBi4q7S0nwPbVC+D/CsZ0ZtoYhgncU1oHf+XAye4FvG4j2SnZSqF3K6zpBeMP2IGV3UvKFu4rC3KE/KVnuhs5XFo+wHltX5FVFN07oT4pH7uXBFqxt7rG5V5BZqC18sJMivKXwlnEpeGdzwoc7+3+zB/z6Bry/0ec7P1XyqWWN1wm7o5RBWjPqCB4OCoqyoKgdo7Tk43FY8P1D1y8cvLcH25MhL3UVeZ7z9lrOroblWwU9rXiwPcIqxUqiWF7u0dY5lZOstjSv3lnCT1NE2pFgd3uHv/O1h5gctopHF8H2OMyrgTW82u2gZYcWIRIdac+Dbc8H/ZoXW5a1QU4k4cFeSuUkr97uTlNrQhQ1UiLkbfaH3NsZ8WoX7i7FM8a+jRr+/vsDLC2Ud7z10Sb31uG1Vk1avIipPG/e3+HDzRrpQSVjlLCMKkteA3XF7/78y2wMMu5tDskmEzorls/dgruqTX1G4tPTsKhw+2+BXxZC/EeAFEL8buBPEczVy8abwPcAf3X6+XuAzcMm6UXwtzb2f96Bg1s/8L892P95/WHzpeOt3xjQhVm0CoLA+J01x2h9l2/ObTwp8NsPPP/oMENhKSvDpHJYDw/HMBzD3edTnFNEPogFA+xm8PbDcI4aeHu6eg8vopOwduieLHBvF949YWN8CPyt337IV3fD2GNC1CchCEeAjX7OxiCl1bK8fKtDT6tQEjTaO6CpHYUHc1LIAV8dTH/egOe6KVVp+cYDA3HF3a7m+3zExrjmOyOB9x2Mh6ws+bX3t/l4c8y3P99jbWf7kb1+cwLfWB/z9k4wkQH2RtAfFUyAFQk9sc3DI8a4Cex+lPH5+B32SohdQd9olkTBN3ZrXF3hEby/tkN+zH02k3RcwW+8u4fJYLsO/8g9zBnSrwEvrE7QMbxye4n11RajtGC52w0mohd8dS3jrT4HzO95mAq++nDAR0PIhxJ6t3kjqfjtexl3ejHvPzD82ocjOjZjbCNevd2m9e0v8tJquMYgzflgJ+PzL/SIo5jCWLYHBev9kgdLKXWR0uwDNfDNAah7GzzXcby1BlsOfuN9yz/5+QHtOOKjnZp7zS5XQsdlUGV8MIHhJAchuL+9y4PBhGwIkRnx/qZAdW5hV5Nj7vJ8WFS4/WmCC+VngQj4eeAvAP/VohcSQujp9RSghBAtwHjvD7+3vwj8ghDilwjr9CeAX1j0OovgaFLkxZAe8bsCDgi2Bm9m8M37A6g7oamzjOklsF0GgRGNPJiK7X54BA744CF8fIHxHYeTBFuDX5/bPir2Nb8Gv7kBn/3WFt/xyirGBoLH9zYG/F9vnf5Ej7v8uoevfljSacFH04u+++EOr63G3Bt57nYVn7p7Cy3g/jDl6++t8bX1/5+9N43RLVvvu35r2uM7VL1Vp+qcPj3cvn375srEdqQYWQEjcCAGAVGQADEoIMQQKfmA4BszDnyBKAohAoVEihMUySHYzoeEiBjLZLBz42vFdpzLHdz39nS6+wx1TlW94x7XwIe131N15jp9qrvvjfsvHZ0adr177bXXetYz/J/naXj36PT+vJ3H3R7ee/fkAb9GAI6GrysPt24+eZwW+DNvwVfufZc3xp7J7IC7Jx0fzD3GV3Qi590LvqC//wyJ/wHwwXBqfel0xWQy5ubdU24uLV8+yBkVOYVfP1GwQdSKf+3rJ9wOsLkN82RB0fe8cwpX9yFZwN+/f7D0HNzsEdbS+8CVUnPztOJbH83JZODL13YQAqp6w70a3r1T8a2HfB4e+M27IJoj3nZnY/jFr7/Pa7OStxYPXv/1NRyt4/wvV2umoyPeeueEbwzPfWUB7aZh3fWsWse1p0/Zc+GiPLdAFGQXFmaPwX8F/Lfnvv+DwB8VQvwUMUjxAyGEGyGEvyGE+GPA3yQqDz/30N99X+Fnfu0O/8Kbiq+8/jKzQjBL4d3BnrzdwG++V/PVc2rZW5/NMC+EBviF3zgmCy1v3TScLht+4zs1N17wc29sHYED/tY9MN+8Satzro0Uv7NtuDWv+Plf/QY/+1txp761fPyWPwH+9vwFBwR8+8Tz7RN44/iINybw7gK6DtJ8xVuXaz0B8N0O9j+4yfXCsaAFW3Btf5d5Z3i8IyHCAr86CKAbNQ9ce3Tv0euPgJ/5dsX76w8plWNTtfzK2ysOM8/1vSkCwdsfWhrgW3OeqKH+g4fs41/4ANQHm8cqDtsYyIcd/F+/dsL5Yd218M7dli+96cmfr2L9M3FRKsg7wE8/TPsQQnw9hPCDF/mMEMJPAj/5hF+PHrr2TwB/4iKf+72ODfBz33H8e+k9btWCk/XZ73rga89jb34P4MMAf/o31s++8AXxCx/CLjUv58d8NRH8/G+d8ItvP3mTf1J4ex3/3ccnOIRfuQl3bt7BjeDuW9DP9vjmw6rTJcACX/2w5rXsHb55G35zDb5e8o45qM8AACAASURBVKNfvoaWml8eBNeTBNuTcBGL6DHylq/dgR+ab9j00+e849NxUbP0GvBjQoi/CvzbIYTt6/7CpY7mH2H8ync2zC3cfrhj+mcznO8LnAI//a2an/7WB5/1UD41vAuwhhtr4KNPtujOX/ru2de/+CH8p3/hq/zzX9n9RO/5OCyBv/mND/jxN2eX+rkXTeTqgX+O6Hf+mhDijeHn37sF1L/H8O0Wbr+Is+9zfI5PGL98BP/13/lsTIlfP4Lf+uhZYannw4WzVEMINoTwh4E/BfxdIcRPXOpIPsfn+By/rfGbb3/47IueAxc1S++n84cQ/owQ4pvAXyYmtn9fIYTAlAdZwp/jc3yOzx5/79ufDYn3953/JoTwS0KIHyUmt39fobP+t2dXnM/xOb7H8Z1L/rynNYgR57rK/6oQ4mET9iPgL17yeD5xhBC4XKrg5/gcn+N7EU9TYhacpT5ZHg0eiOFnl8xO+WQhhPhcuH2Oz/HbAE8Tbv/Yua9ff+JV32cwSvBDr8K7L8o8/Rz/SGJM7H12+1kXfo5Lx2W7i57W/eqDc19/EhlBnwl6F4Yyyy9OM98h5pZ+jhfDjLOk/k8DT3v7hYCrI+5XifkcLwZBNP8uEsD7Zy65xtDTfG5/kQvw2EII/+6ljuhTgJQX20aKmDj+JI74xMD80yfNfyIo+Oy6/bREbWkrTw6BkYJOw7USjhbw3iVxBCXw5RK+/bgkYcAK6D+5hkz38dslYl/waI7y4/DFAv6jf/ZyWyA/TRP87lN+930LowTIhGdNuSSmkyievBDTFHb7Byt2pMRJfcLeeS5snZpb7PP49JXLwExDaeHuJ/T5T8NUwMHoLF9RALMJrAS8tKPZnSqqd9v7ye8vgmsSRk9Z9bmG6yVslvDeJdxvi/Pa4hjYz8HU8X0WwNUE3rmIFPg+gyIeXM9K5friYUYy+pTSr0IIf/RS7/Q9AuthcsEOOwrIiGVQOh58QQkgA6QCyhB/3w9/k3A5wu28YLvGJ2u2HU5hJOBX7sWNWHNWwuWTSBGbESujdMRD4tq+4c6q5w5QltBL6Hrw2vC7rpbUbQc3wwsLuLWH9VPskUkJ052C/a7i5vHFtI4n4bw2fAXYKeB2BTsJXNkBOwi3BPiBqyBuwNsvcL+HoYlr9/y6HRHX1WWsz4tglsGugHv109fvvOlZby7XdrhwhoIQIhFC/KAQ4seFEL93++9SR/MpwChBVz97yWrOqtgq4iI/33JjBpQZzEq4UsDecJ3irGhjDk/sNPS8aICd8pI+7CFkwP7YkJeSEXHcY2BPwVee2Mrn40MD0zRqxBOilnZllHBlGuf11Qn87qspr+/lfGEvZ91LSmM4nD5YxfTjYFfBK9NzrPRzmAFv7qcYKVj1vHBUPSF+hgDGKSQKCgNFAkqK+6WMPCBMyhuvp5gnftrTIYjv7OH77z30s4M8zuEn8FofgQbevAI/9Foc25PuKYAuwEn1tOJOH+/+z4QQ4seAnyG+qwkx13VMLEl1uYbyJwwhBLc3z9aBtuLPc1b0MOPBohBSgDEw89AUUFXxRSVEbafg8vwqChgXfCJHriE2/9UDwfl+4T0FSQZyOHW3svVFh7AD7BYwKqOJeH13BDJBiQ2jEsqRodIls9Kz6mPvz7XtUfLjCZzRuTEfTuHq7g6vfDB/pFRTD2RGMi5SynTDjgTto+ZjeXLByCc+51ADXQCJhk0FCwepAk0gH6oZ5TIKvMNixA/OW3598HNsN9pFMCVqKufN3x0DByl8OJS5MOd+1xHn8rK08oeLuBbD/Yq8QKUCyeaxBwpEd0tpFNP0cp2dF9Xc/ifgj4UQZsBq+P+/J3bE+r5CCIH0gjHnlKi5LYha3PnJugcsa+gcrDwshr4GlrhwPLEq62WdRQ3wwSfkEFsDp43npIkbeUGs+7XuQMgzbakArqTwonUjOsB5SARMiwS0YrlZsa6iECilJDGxQ3tnY1PsWVmCPNOKn2cbrInvMQC3N+BCYPwY944Hbi97nHUclAmHO1HDLHlUK7oIWhcFpgA2DZy4uB6qBtqguLYL1zUc7oBUGTvjlDcOMmZELfKN6cWEeUkUkClRU3sVuKZgfwzVORN8H6gGU9gAVzmzRg6BL72AmTHjjPC6/cwyAS09tu/RMl4zeujvBFAoQBpad3kNmeHi1JIv82ihyv+BWKHlj1/qiD5h9C7wys6zAwoQX5YY/j9/6kHc4FkaO08FHxexJ26+T4LVXPNi/p+nIRC7HmUmds7aDJFJB9RtfC4JFDKaVltf3McNYDpASegEHFUdPQKNYN2Bs7Dc7ZntBEyecFBqpE6o6obe9dw9bmmG8VxE6zA8qEF3HQTruFbC+4uzEurba7XyvH1vTdU4qhB7MBQC2udMeyyI0d8Ng0mWxJLgvYMsgd1UYApNUVmCg3uLFS5AqSXXdmBZxcY6F3nGhNi7IQzPoAwYDXkqOEgDtzeQSig13OsGK0DA7gTkEpYBXprFYMq7zcd7r0dEv+L2IBFA3cHRsmGs42HmFFzV8N1zD5URx6oJGPXZNYiZEOlIt4QQP0BUTB4WxN/zMEqwdNsQwdMRiKaFcdE8KyV8e/B5XingpWlG1zecbKCrwYS40MSFPv35sENclM9yqD8cYb0odlP4ypWEMulRLvDeHGoLJ01csBkwymATogCfwjP7JjxtXL2PzYcVUKaG3RTeGXWsOrBe0AeNCpIiyxhnig/bllFqyLIWmoubUwHY0WBs1FikgF4EjBGMRIj9PbdzkECiEppgOW2gqaAo4iY5ek7e23lHfg+kQxBhbSEI0CalrzdUXRScrfAs+iUJAeEhz2BxQZu0I/qzts9xrwfdw8EUdqY5u/dqTntI+uj7m3SQFHAwBpOCX511t9/j2WvscSiH+7thPG6Yg5MaWhXnIvVRM1ftmQBVRGE8K1Oy/HI9gRfVA/8K8C8OX/8UsQT4rwE/e6mj+RQghGA/u9jZpAAvoMxhNoU3rkgOgEMD13bBKEVqEpIEhIoL42px+aVSUuALU3j9yqOfff4FGqJwfV5saS/zPsEZg8sSxjkkKbw8gpdljHrtj2OEuOP5ze3z46wBI2NARqg4zwc7I374Jc1re4Yv7o/QWKqm43jT8dGi47gKnNY91kfBeuWC97VEgfLSKP7NZAzzxnLjONCGs/kcA9f2YvPnSZFwbSIoUrA9NO3zP++as4MuJ7ovrJDMUsFhkfPqXoZMEpw9EwSFkpjE0IXYnvGi2BUxar+1Krvh3qWRuADaxPnfhOjvu7YLWRYFz6aGTMQocaIubnWcX2cZYEQUcI4zwdUDIwNXJ4I9BbOduIa2GpEm+gX3Snh5lvP63uVGzC7aQ+E/Off1HxdCfI04xp+/1NF8CgghcGf99ICC4ixcXlooNIxMyhf3JPc2NX2A/XHOGo13PblWHMwciwqsjX+bExfAiwQUdomn4SSBV/ckpFOqzSnvV2ccPE00f7ZRzqf0PgHONtx5zScFWgsnmw2dC+wmkp2RJHWggsck4A00Lmo+kucPKpw/TjxwbxO1BZ0BSiFMwrWDfULmKEaazjpO5hYla17dL3ltN+HDO47RGF5VMN+A2zxde8yIQml/BFMDd03088kgkJxFwvPh60UDL88kkzxFCcW6W7GcR0rKiLhZL0pWcMR5LYlz5j0cbzy1hlf2NblOKLVgZxx9U4eTjP1JiW2W3D4FL5+teeTA9SxGYFcWZBtdJGOgLCBIgcezX8TgUNvFA0uYSEPZSAhDFKLvotkoLpi8Mx3m7mT4ejaC03VsAbnFBDicpPyOg4ybmyWJDbQedmR89zsa9idQlAU7eUIvPm6s+PH4WOlcIYRfutRRfIroXaDzT3dHbwVHyqANKTAy8NHSM++gKCTWeYyCV3dLWqlYrWvesrGU+Ja4aHgx4RaI5miZQW40OhVcm0XOkBHRdLFDBMNzpgE8LWniSQqBCzDNDamFzBgy1yFsbDvoQ9TYrIvs/V0Jd/3H97lJos+tBQql2MsEY+VRyrGbwuHIsOw1t05qpNTMcs2m6ThpPHUDxyJqf1tf4OP2YkZ8B2K44RIQIgqN/XHG6byhIm7MbeAoN7A/yaianqqzXMmhb2Bj4uafP6f65ojcNiGHSGkFuxoOJi2bNkVrwzhpmRUpb+6XeJNw4kqCmtN30WIo6scL1Bw4LEAlsNpA0NGX13cwymG3BCUkzkXNVUj40lXJovYs2/isZlDZ6wBaQ7BPmEzioRg4W1uOs8OjBjoLpYLCnvkxEwHjNGXZSo5OY8tl5eP9rqRxDSgB1wrNTpkwTS83oHChTxNCvCqE+HNCiF8XQrx1/t+ljuZTgFGC3/3y+JlSfbs5TBF9JPPOcrxusT1kIZAlCQ5oEWil2JuWvFTGtbFbwiiNXz8vdSEhCsdd4HAUCa7CCKzUWGmo+rjAeh8F1bqLGRIt8X7btTklCsaLICWe/t7DadOzqGq8VOxkilmZMs6jYAiDz+SggJdegAR2XcDBBA5LuDYZc7C3w1Gj+ebthlvLno0VjLRkPC6ZFQlLK/hw0bOoPH0HjYW2iZvtce9REt+dJvoHqx7GCl6ewNVxwjhVJEk0SbU4m/P9QnF1mpAoQefAJCmjkcAMm7/k4i6HrYtgauDlqWCUxZ8FCaeNY9E4tFHkRYoxmkUXuL3oCX1DCVyZwivjJ/MkJ0BmYbMCqeIBnBoYT2DXQKYV41Tjg2DZRMHatZ5JpobDegiCKTDqzAWTPkF5epwr4pgHZWE9rMmtNmwU1M5iu5aqg9MuaphtAO8G4Z0pSBK0Umz6zyag8DPAt4H/hudvivM9BSEEvckfkeqCOBk9ZxG2nRHs5lGQZEpzbSTY+BavFH3b0LgUkUuUVswyxfFohDlZs2kgqHg61v3zcYk64ubUItIQfApZIXl5J+W0t6zrSHg0RH/JkrjJt5FaTTRLJM/n8LcOqr5j1YBPA4V1qDxHSYWjjZy3gc2clnDVwvsfgyRVAGkBKEGaaLJc86WZwSGYLxR3lx1H65Y393Ku7qRMNGB7xkngi3spadpiK2hyKNfwbv+o9pYRBXZqQFgQg8Y5KQxBaaouMCs1+2PLLIsbv/ZgkSwaEASC97TWkSiBLgK+jZNb2iebpgVnwqgnbm6no9ZUFnBFwjSDlyY5s1GK7Tv28oRRpjjd1Cxb2CsMk4nloxPLSjxekZLEd7208ZuqgbwcKBWDaXnaOIyxjJUnN/HdzTtIeodSkBoBNrCo4vU2gArxEHsStqJnBlzJowWRAF+cQZ4Jbp8GZk08CESIY5IqxSSBaVExZggyVDFqXNUwKxXTBJrOIsLlNhm5qHD7CvB7QgifVuGGTwwhBFIpHzHPtiq3IGo8YxN/2FmYFpLZNONgorm16pj3gUYojJEEKTmYpFwtEzarJd/IoqBoBUj38VKmJFCksDvSNNZh0hydpnRVjwUmeeQ1reqY+tUMY78iotN4zXOknjAQVF2MjqYCgoOqs6SZ5co44c0rOZvOU0hLu3ZoICk042PL8xbP6ImmdNMEMuVJpUQnWfQfKokykmAdtxY1vRfoPMEL6IIiSVIyaZFjgWkt3+0f1SY0MQuhLGMEW+h4UKx66KuevZFmnGlKM6ZxFQqP9j2nDnYzQ2IUUis8nq73uODRYeD7TeOc332MdNum3RWDD6uykefWWnAI0iSAgoNxxst7I8aloaphZCWlkXQ9VH3NYrXheOGZr58cdfecpf91DqajqHWvW9AOaj28z64nyzVlEv2ljki/SQNolXJtFLipe+raU/UgdRTImkfnNeEsWNATheE4iRO+W0iuTHNSau6uPOt+0IRLxRuHObkMvDxbY/AYHTAngUUd52ZVd9w+bZmMe+r+csXLRYXbXwP+aWKU9PsavQv4/snKZyCaeV0PpYvqcxCeMu9pnUaKQOccygV0lmOMplASG2DlNRkx4Tv4ITfyOcZWMtAGgDyFQjnaoJEeEiGYlQoTouB6cwfEtZyTRc2378b75Ek8fV33fFSUFLg6gSAiZ731ULlAieJwb0SaJrxz3CH6FUK6SFRu7H0i7bP8fOfRA1UbzdtEO6QM9H3PrXnDygp2c0NAcm/jWFU9hzuBq9P0PpdEJymhqzjanBF6z8MShcpuAJ2D6mNE1neRC5ZNYJIblo2js5ZV66jaaJK1NqCDozQSAmw6j9SCVAfmfVwLhAc1RUl0AYjh2awEbeP3+yPYyaGQmjZ01B14JEoEei9ItaBznlR6DsYKpUrurtYcVx3HRNPzSVVpToFJiJFG7YmUlhbmTcz+KHNwQVA3PU2Ivq29QjEykg+XPad1w47R7JQFhVzTrKLgelpk2A3PKYjuEHz08d2UHus3rHpYuyGoEKDzYKTi6jRnb6cHW3OyrvEiUJrIEb29BMKKvZ0x6pKrsVxUuP3HwFeFEG9z1kAagBDCv3+5Q/pkYZS4n47yJGxPYaljZKnq4GjTspvFML31grWFIgicc7QBcu9JJeSZovGOYEEa2KwvFmGTnOUHTtJoCt+uAt71ZDs5k0wzbxztEGlaedjXkjwR7KUhOoVTCE1MaVI25sY9DufTbhQwzaHMS/amJcfHcz5cdQgXeXsHmWLVGHq7wXkJHo47kP6ssEDKo4GTpwm8OTFi5gSs65735i3OBXZT2PSSXEMqPRsR8M6DAE9AGsnEC6qQUpiWnLPAwnksAbWGKxOYZNFMyhQctXC3tpzUlrYPrFrHuokHSefgvWXN+KhiNtKkWtGoHuNCDNa4mJFSJgNp9txz6uH5A9EPtrUCTtbRNUEpkCSYxJFqjRAC23uUVBSJYtVa5rVFhsBIB0YpjKqzqP15juCWPG2Hd7ipIoduq1V54rOkDQQ8QkBdx2cskwRpFFXVYw0sW8uaFjXU2bYP1ds+r8F1nKXlSeKN2mEejjfxnq2Nh+tsEjVAKSS1DUwKyW6hoEvYNBZn23iguMFXrODKxKD15ZarvOin/Xni3H2L73OfWwiBgyI67Jc8GvFTRLM0NzAawSyF1sdoZZEmHJQpy7pFhICzPVqnJCJQO7i+m/P+ScNmsWFnLPnyzPC1Gy2b1bM1qT1gPBCFbAc6gVyBVQKJ4+66Zd15Mh+jTI2F7x5vSEW8NrVwZSTQ48CNBQ90tj+PnLNsi354fiGio/2VvYy6LUkah1MeLzy3Ng7hLYSAdA6jBWkTMMMmP+XxGpTmLIL7MEpAS5hmCfujlFxBYiR3hWRTNUjgcGwoMomTgk0fzS4RwHtJJi37I0GpA/44UmHOC9KOyMgXRK1NykjHuJJBmUqMBCUtSkNpYJJKjIaVEzjvSbWiUJLjFtYSpIW6iWOo7KPCbU28lycKuZwoACxwtAQnWt7cz3ltrwRpEDKgpOTaRJFqwY27G+arlnXX471HqCHJXMZ7Ks6EjBs+3w/PuQiRFDvRMTLbukiKVQn4gaAcXPTT1r4n7V002X2Msq7oETby+XoZ14IMZ/y8/tyz2uHdFUOU856LsjAVcb+oFEIftdeRgCQ3HI4UNxeWk3WH9C1GWLI0au8LIh3ksEjZzQ2T7LMRbr8XeCmE8LHrkwohZsCfA36CSBb/z0MIP/2Y634S+C950A//QyGEdz7uvc+j6jydP1uMj8OSuICNgCxLuZJIRJJzdSdDiY7blaUn4L0H7xFSIkRgEzSHk5Rl07BpHe+ctuRJFKQbHkz1OY+cuMm0B5NEvpEHvFKME0kTYF55MiPIx4JkFXBdTP+SDlZDms6qCFwbSVzv759A2wBDxYMRVUVcuFOicDyuoawdfVdjnWekA1polHCcrFrqvie4QGE0O3ugpOaj4yefcw1nSkA53H+rhewXsFsKRllCZgRGKXpnOVm1WNejdY4HstRwfZpwdZLRWk/VWY6Wc7og0UqQ5YLDsqfbPKolah3Z9/dvqhNmmWZcFhSJYt5KhBfkSUAZgxaeq3nKwTSNVTuyFJ1VVPP494mKZm3Hg5r4lo6yTVWdE4VtQfT9KR3nvXMu+qKEZTbK2RsnZEZhvSUxiuuzMR8taz483rDZDEnwKmrpD1trNWcFGrZvoPCQJNFJ37WRhnEwNRhhkSLSMKwNlKVkP4NGJhg6ProVBRsiCrZk4MltWSHn5zVlyJv2ZzSpIS00VtHpYzRY9iDHmv0yoQ+aXeVoe4u1lvnGsVhFzb8gCuDOexofaGz4WDm8T8JFhds/JCoXL1J8+X8lzs0h8LuAvy6E+M0Qwjcec+1fDiH8wRe41xNRJBIvk/sq/8NwxEkJIjphrXMobZhkCTYE7q0tq8ZRFIKXpwVFnpJJgZeKnJbeQykdt1o4XsCii4LtSYJUERfo3R5eSqJ20vnB1Fk7VsKRZQ451ZT5hFcmCRbPSzmcWsmmbVE5LGrwx5BIT5HG03z7+dtkfjjLld0KtzUxp/ArhxlrB6cNVD6QopgWGmMMTWg43TQkEnayhKbpOKV/Kpv9/NxWxA2z/ZnU8NK0xGjNSeVJTIvAEwhorXG2Y1MrsiLl2jghSw1tX6GCJzcKX1ukgEw6dnI43cQ53GqJgij4xwYsmr1CEwhs2hapDNlhSdZqbIjCDSxOKDKT4IXiXh1IBRwUKcG2zDdnJ217bk4NZ9zCcQldEx35E2Ka02wUzdl1BTdlx7jpSPKC/ULSZQaRSNxwOF4dCa6MRlwfGb729pzvrGDSRwHwuOBQAhyoqGUdD4vLBujbSLUYF5AmmsKkONHig2B/lGK9ilq5CxgERRq43cd1N9NRgG+t08CDmrckrsttbUNLPJhdgJP2jPokChDOIqXisFSsuqEQgjRIYFF3LAcWeOPg9qqnqi3OfTbR0v8X+H+EEH+eR31uP/WsPxZClMC/CvzOEMIa+GUhxF8F/h3gP3u+Ib84pvLxLtOto3jLnzJA3VsWbU8QLWWWUvcO7yFPc65MUvZGKYc7OZvOcvPYcm/VcNpH+oEPZ76YJ2FCNO02wK1NLGRoRFxkqyaaGVemnmUrSLoeow3TrMcLR64lU6GQjSMX0NvI/JftmS+oZai8MHy9w8BSt2fR3NbCR6c10yJhlimETxglmnFumGWGayPF+2mCC5YqKOZDZO6i5XgyhhQkIhXi6hjqpmWjBDu+5jSR5DoQpKLrOqoWlFZoC7fWPawtN+4s+Wi+QYrA/nTMalPx7sLhO0gMlP3ZeCbEgMXueEyuBD0SZ3sWbYulJVWS12YZv/6BIviA0gofJHXX0LSKQgfyUcrVicQLSd3XrPo4nwXxUGiJmzsdns928UB8KYPQRrMtIfpOg4xCz0mDCoEP5h0b35BqwW6R0LSWo2aoaTfT7B3NOVpHgSNTSNpH6UQjYi3BpoNpG5PgxxqWKcgmUi1C8GQmxTmP0IZrk4SV9Wg0y86jhGaa1szXQwpeiM+UDM/2pCyU7d7YctraLr7X3XGcg0UTU7smVcuNpWXPOBKtuTZJkaJlvu7ou2iaTgrYzSXLxtK7zyZa+mPEPqU/8dDPAzHX9Fn4MmBDCOdJv79JjMA+Dr9fCHEC3AL+lxDCn77gOJ+JdWO5sbJPFDhm+DfNoQmwWUBTtXRTmGqLxDMrot9m03m+WCgs8O5Jw4cnNZ21pAL2xvGl3zl50N92XuhIHixRDtERO02jbyf00bxzHrzrWFSGtQ2cdoFNcIzSDJGlJFPHge2p+sg+X1ZRxd6K8JxYBWIZ4oJNfCTttm6gkTi4tW6pvSQtCr68q5mvNnw4b3h9lnB1NmHvbs2qatgdKa7nhpsbWM77+yba02qD+eF3HVFg36nBhT6axfkYTeDmvEf5nixJeH0/JUkSpJJ01tO2PZu+Z931pFJQphYXenwbneVCw+EQRDklbrgrY8GreyXOeRZNz7zp8T0kI0WZSLxNkHhqG5iNFB6JDYJ169GDCdtUPU3nEB7KdNj8IiagD7Q37PAOQx+FS2lguhujiUsbo+YywP7I8MNfmHGy2HBrbRG9o/cCIQRJmhCaluN1y2JVoUUk8C76GOXdSUB2DwZtlkQN3yfx3sshQb1vo38xS0AgMBqElEgJffCRmiIESEXd1iBhvxzSsIBuFd/X1md6Ht25d1wwuDRkLKI6LmE3SxFEB6l1cLSuOV3WTGYp1gecEiALZLJGakuhIqVJG8M0V0j5KZc8EkII4D8AboQQPm55shGPHvQLHl8m6/8E/ixRQ/xR4OeEEPMQwl96zNj+EPCHAF599dULDcQ5R9O098vDnPcpbH1RHbCuo2M2SWLLhaWDO2tH0ws6H1i3PSebnmXrkcLS1C3OWRItsBZOTs80pW2HrG0p8v7c/bYYM7DOc3hlArcaxX7muLmKZNS1DUhvyaTglXHKWCUsncR2PU3VkhjBF3Y099YW2YBv4317BvMinPmK1v1gcm9/76FUgp1S452jb2uOTpfc6wVXSsEPHI4ZZwmJ8LRBkec7THyNOjd7I87Kkz+MrSDww1yoOcxmUI4Trk81TioS5QgyQSrDbJKDNFjb0/sAIiAJ7I9yhIDOCxorkYlDODhtH3R8CyAxKQLLourog8ALgSw00zwhSQxNt2HdOxItSbRBBMtpG8iVY5oJgu95796SO5uero5CZJzHclB1H+e0OvcOj4mBh/Ggee9lEh886w24FF7eKdkpM1aNwy43qEQwTSXHtY3XFiXHq5bvrDo+mA+fG0AWcW5dH4MHW2REDmbVxHHMhsBJlsWyUdbDONFsWsvRsiJLDNgEh6BzAhkCRVagVY8QLYQYqOpbOOoer7WdNxq3JeJfL2EnizxCI3sK6WnC4IMTghA8m65HSsmOEaBhlkkWAz9z04Ko+qhpl5fbUfiZwi2EEIQQX+fj1evbYs2jFaInPMaHF0L45rlvvyqE+J+Bfw14RLiFEP4sURDyIz/yIxfK3XABtAgoCSMfN9sDpXiIm/5OB2kXU6l2Snjt2oiXxoZ/cGNBs+4Yp4FRpklF9E6UucEFwd1VsZoyCAAAIABJREFU9NHcG/hCanjQZzV22YWo/nhYdvEUHKWOmpZND0ZqXpulvH/PkwbJbKJZnPTUbY/SkTt1rwmx/tgYJjtw4048ISrO6sGNgVkSBVrlB9Iu0KOZ5Ya3jiw3T9d8cAe8CpwsKt5LE5Z1T9N7lJQ43TFKNXtlNKUNcaE+LYwuiZu0AkKIZveOgDzPuDJKSLRG+I61lQRrmfcOgWCcCO7UjkXdI4XiYCSpHMgyJbiKO9VZ8YDz77CpG+6eKP7hSc3Ie4yGXWV4dTdlJxX87fc7hI+5rbMy4ca9itubwME4IUkz3r2z4tayp+/ByRhZ7GTMzsgyGA2FPbdlfhRDOR8fSbtGKZTSmNDhAxw1LbuV52BkuLtK0UoMHDsf6+hpyfXdnHaTcuO0o6thPIopam0QJDpw7/TMFJyqGBE1XXyPhYXXZtBKWGygTAVKE7XB1qNkR49hf5RQJAopBFIE1p1DHwfWXSATllMVqS8XoZwZYLmJ5nMQcNp7jlzUbncT2E0NWWqQQjEtQMjAR4sOi8bqjvlyCMi0nrb3pOZyKyFe1Cz9DaJp+e2PeZ+3AC2EeDOE8J3hZz8MPC6Y8DC28a5LQZlqHJqNf7JPYRuJ2hJOg0p5aZpiEsMoFSgJvvf0XUdtA1p6nHWI4BEedDiLLEli3bLyKfeTQDCQhLhREhGZ5EpIdnPBTmH4HddKtNLcWTW4EHC94LSK0Vrbx6oPm9rROJgmsJMo1qXjZHOWnrW916iAe6s4np0Q/R5XRgqUQfgVTWfJTMyrHeUJvu9Yt5aMHqU1qXQsOs1sBHJzRil5GsYKroxg00XCrPVQB0/dW5TMuTY1fHDqcC5w47Sj7j1lIiCkZCZgg6LvGt7tFTtZRpFI0qJk1G24eXJWYnvL/zruwNQ9WI/KJbnRzBvL+6ctRbrB0PPll2bspIKTxlF7KNOEa7slb+zluL5ls065u+44tiFWyyBqUClDBy0b76eBmYQ39iHPNScry3zTk4poLqYlGOfZVBUhNby2l1I7wWLT0AXFKFFUbc/hOGV3nKNZkRRwfRrD5lUX2CkDh6eRu5gQOWKCaPIaonmYZClXRxnNyNI4Qe8C1nkKA2VimBUZL89ydscZ68YxX9U0bUtAUxiLDQlaR/7gzjCPcx4l9eac9SOdjOJ6TQeuYNfD/kRxvZS0ynClEEyKlHnnOd3U3DxpqOuaRAwphIBWkKpA1XnG+eUJuIsKt78F/A0hxF8gzu99ZeciAYUQwkYI8VeA/04I8R8So6V/APgnHr5WCPEHgL9DnNd/nEgg/i8uOM5nIks0rx+OSZk/Vthsq+5uv84NNLbjV989ZZolNH2kGdyrPXJeMckTvnBlhA+BzjqEEsxGgWIE9+7BqY+BhSe9MgFcVXGztCr2QrVCkQnBNB/q0yhNHwR37lV4a7FIbq965l30WYhEYXtHN6TEzEYJnQep3P1oW0Z0YLbArXnUdBxgVTSjNj2o0DMbGawdcWrWbIKJvDCtMCrgg0YA7y0sVddRn+to5IGD4V4Pd2s3RL/esoVMDxVjDXRVzdc/lKRK0jnPtz9aMU4ks1ECIXCvCljfokQgFw5hFEoqslShVcK0W9LmkiuJ573ubBPK4d29spuytzNipB0nG4cLgqZtWdQJaZIylYG+aVjXHfup4vDKLj/6+i6T8RgpJSdVz931XcRQslsFmFdQDVSdirNCkUbA3TUUzsbcSuIBsmhhZOGWatkgGCeK2Wg0RHkdaEciFCC5uei4M6+wEnIB89rRuTh3KkSXhaqHw2rIO81KGG8ihUgKS5lKxoniztpitOZglGM6R5Eo8kwhlEYjYq5p3XK0rrBOcnWUUfWWMoV9FwVO1cfo+XkUw5rNgJdnUWNrPZRaUJqAEXB9mpEqaKygspqRDxwve7y15AakKLB2w9HATpYS8ixFX67L7cLC7Z8klhR/OABw0YACwB8Zrj0iuij+cAjhG0KIfwr4v0MI2xp2/+ZwXQp8CPyPIYT//YL3eCaEELx5OGIni1VmH/gdZy+vIZZwmSXQdAHra6QUTLRkJ02Ydx2LuqXuehKtGGcJTgicjQRXlpE3pImt5J4UByqIDHOVQl9DbeDKRFAWhv1JBqJlbQVN03BSewojaIOhlAGhBKmwbHpPH6JDO08E1nbcWcC6OSOZbtsOBs64WoZYHcIHOF5V+CCYFYYic9w4hqXvuTWv2ZsojE7JlMN6xV4qMMKw6s9CJTvAKztwe/7II96vznG3iU7ow3HU3KoAq0XDW7fXvDRNqLoO72FUaMpckViPSTTVuuLOqkZJwZcOplzdMVR9T9OP2GfNzXvt/aIHEKsnXxln7IxG6N5xZ+HIE8PreYIXkkluqKqOG3crEuHpfMAFxSGw6CQ7gBhKLaEkWjvGk4TCdSz7SIrV/kxbdcT0p8Um+uSumpiLWqghx1hHFv+mbxhfnXAwNkijqbuaRe3oe0/bOzIjOK6iOrjuh+ILHkgkffDcG+z+rSZ+fSwZSc83fCR8z5tAf7zBuYBJUw7zjMII/LzBSImznnubnlwH7lWeTQd161FSoKVn08ZioE5FwbzNtT6P83Xt7q5jpWJPTNfLEkOeeVa9JzGGMpfUvWXVBAIWbRKuZ5K3766ofMz5HRt4aZSRak0In0FVkBDCj7/ojUIIJ8C/8pif/xLnypWHEP6tF73XM8bBsvGPPSW2TmLH0JZNRnOxs4CAV8YpeabxAlZdx6YLzCtH8BYjAxMNd3SMQt6s4DicRRGflIrUE6t7BAtpFjW4ZeUwOlC30TwzWuGCxCjI8oyRTtnPc9IqsFyvES7mvbQdbFyga6OG0YUzDe38M25PXsHAq7PQWI8RgeAd803LposX1x301rI/0oxl4MbSczAuGHt47+hM9+2Aef/459ymaK0YShBVkQc2MlAHR4KlswolApUVrBrP1YkhTSSBQNP1zBvQJnB71bLsAr332L6lsTHoQ3tW9CBPQcpA1XW8f1yxbnoOpgVXpyO63lNZQe8sx5uG3SwwSjL6AOvWslhveNt2NL1HBo/rPd6D7jqyQrNf2lgi3cO9+VkzIO1jKfqiiPN9bxUPj91xvMAD+6Xm6lihtGKqHX2RcH0XPpy3zJcbbp72SGcZJXEuF0vId+EwFVT2rE1gSSyeUHc+Rki7uNaC8vS2Y1oYrpeKq2NN01mc99EHKMEIQW/hdNWQScteYVj1glvLhqPa0hMjpg1nFJ6tP1MQ09i6YUGlIkb3hYCxkZR5QiIclY1anDQGpeIFRhv2CkHVKe4sT/joOPqyX95TvH4wJTcx+FFkH6eW9ONx4XwHIcQu8PuB60RayF8LITzMZPieR+8Ci6rFyfjyHk4d2tbrWhEX2KsyLtpeGnoEiVDUXtDX0cFsu4r/71aOAqo+RBJviNrQtqrD00LMHTFsLAciZSnB9oHaLhA+p3cOoTNmeym5cSw2jr0kcqLWXcuJc7RtFNZSxlzWdTuU2QmPZkVsWeVbv0kzFL2fWc/+OKENsO5iG73DacpuJjhaWjLV8m4XEASkDDSdf6QUdltFk/BVASfn7q2JfsDgYh19r6NmIiQUiWHtBOtFQ9M7hHdocmSwfLD07CSBxkkm2ba/pSfUm6EqsMQIT5nByzWc2qEVYwWntWOv7jjZtHgfsLbnxt0VRkn2ZCTPagmJMBxOC2zfESQsqp7v3K0JPlDXDYs20LRAAtI6ikwjCaw27v5cCuKhqIakeu0iPcOUUQhtBt4bInBv7XDUHGtBqjVJodDBcmddc1pHoW9UzGe2wL1jsLuOVyaSl3c9aRXLgq97uDmPvjapwPgYOR1pyBCsO897d1tWbcvxpmaUphxOd/jCwYi+rWicJJOaRVezWPaM8xikkFoy3/P0i7hwz7tuAtEE3VYIWXeRfvPabsK1acG8i3Xk2iA42fQkqeW1WWAnNxTKU7US11c0XdwffQ+pMsxKTRsgfKzuH0/GhYSbEOL3AH+dGFB4H/iXgT8phPiXQgh/71JH9AnDKEGqFYmMEcpb5363rb7bc46NbaOz1LU9J+uGUQLSWfqhNFAbFF3f45xDG81uZui9pRSBZThLdH6aw10Q7XQshGWsg9U6ePdejTaCw1JQu5RESxoHR6uKVdPTO8uictxbQaqHig6DOeQHMt3DgtUSeVCHGYg0CptWQpIZTuse7yXjVNPkllwLlE5o1hs+3PQI4I2rOxzk8HdvLUlzyNuzSGw3+E+UiBv8/D1VGgmu1Rpu15BJmIwEygiaukEoiRKeTmvW1tEtQizTo8Foxcs7BTbEjBEfFDp4CiNJjMHi2XSedhHHsks0twWeREmUgaZz3OktYw19kGSip8hStIrlfgySm6cVm03HbGRAarquRYoohOdzyAl8YaaxwRDCill11uxkVsbuYToB30eflfPxAPWZoGsDq9qR6jauwTQhNYq7teCdU8vpMpKpJ9H9Rs/Qa8JBuwCL50oZaUgnq8hxkyL63FIPtRuq6Uo4ajpC07OfJZSZghBY1B1125FpwCZMsh5pwVnLhthAR8vIGcwk7IzBNjCvzzTGnsiV7IbvTQC3hEnekSSeRQ21ESghqZ3HCRmpKMDNZU/wjk21ielhKt7rzqrB3Kl4eX9Moj6baOmfBP5ICOH/2P5ACPFvAH+K6PT/voEQgt65+1G183BEje18qs3dFvZEDG+f1B1yLulCiL0SBAjbIkPBdJQzSQSbtqdZxyodj0sofxLul28O0cSZlAPvyAa8lHRdR920tG1LFQK1tuRGkiQCJwJHm7Ocw5IYsX2cxuiJ2ps0sF9K9sqcyjlyrbCdp3cdbduz7MCLlkRKtIwMfJPFEP+m7Vltop9pm9+45cx5H78//+zbenGp537vAq1Bmlg+XEpFAXR9wHkLWWB/KqlDPPFXbYcyCd452saxaVuCMuwXauBxeapzJZAaiJvLexKtY8FJHIWWjFLBprU4oxibgHWBqu3IVKBtG24sLX1fslsajteR/6VDDLjcOAajG16e6fiORjGQsOgiyffqKAYQJPHd5Umcj3uLgNGwPwXrHZumIQh4fZZiZOBKqelmkndOPHeqKGi2WTKBIf2qB5tE/13to1b8UhapIidNzA+tN9GPNSugIzDJEw4nhrvrFttbbq86fuvWPFYvSRPGmSDRa5TrCDr6QU+WsXz+4SShM10sSKlAuRgoCpy5Wqphvd5Zwuna0oSYN7w3LnDB0/SeZefovaftWqq64uY8MG+H57LQNLCuGuq2+8wCCl8mkmvP42eB/+1yh/PpIDOGzDzeyX9eMW4B38Q2aIWATWUxYU0IMXcxFbB0AblqMcLhpcY6x93NGXH3IpDEhrmnxFOxyGPJayEVWmoILW8fO4zwLG2gbWCvcOyNUrTrWKYgOlgMCc2JiKfi6jGlSAJD7a8e5r3nOh0qSbFdy+0m5iAer13siiQDXd9yunGxf0IDbx+vSUWImsVDrPnV8Bxb/tcWNTHyNhtHU7408Z9EUWio+p5OSWajjLr3ZHnGbKR5fw112xBUwiT1LBrIU8VJBdb2bDpF1btYJ03FyigtMWgRvOBo0dEITWkCrRWxtHbvCEqzn8FppwjO0ltPrgKJNnQucFQ1HNUt9049m4H6sSEKqnkFB6PAhljB97iJz51t4HCiINU0VYscehSctFC52HVqU4PHYbSkry3fuLOJUdGqoek8vok9HkQS3RQZMC1jv1EX4NY84Ltz1ZZFfJfORhNPEoNTRsZIpZaC1jmC85hEYF3gzqJDasMs71mHnr7raEOs4tHVsYXhtSns5gZkx60csHBnSNXbJQq7I3dWSt0OWp+z4DM4KCQNIwojmeYJ00TwnjbcXgXeWZ3RSAixj+yduuajk4pV6xhdYuu4iwq37xCjmOerePzrwNuXN5RPD9dmBYejhPePH9z92zLR2/LcY2L4vRl08lUfI0k7uUI1DiuhlALrPEcbT+8bqsbe51xdFA74whjkkE+YGhjnOXdWVaySQeB25bhewus7CeteoAWcrDusMCS6QydwrYkUgYNx1PzeuvV4bp1RMEpiNPWo9WgN7x33rDdRAE2SM+7S7bXjzhzwMJrAcmMRLtY1y4F5e6Z17otYKNF0MXVoi5Rh8XvI8+hX7AOkWrA/yfloCQjFK7sZLYZJIpjXlsWiwmjN3kQwTQy5cdxd9owSqJ2gtdFAmuWRZBt7WsSGOqUWJMbT9wGBxvmek6qnCzBNA6cmZV61dL0lS/5/9t4k9rLszvP6nPFOb/5P8Y8hIyIz7Sq7ytU10aBWg5AQbBASyxYLVoCEhBASQqK3rBB7dvQOIbFv2CB1s+oFQtUqQ5WrXOl0ZmTG+J/eeKczsTgvItLptClQtk2VOVJIMfzj3ffuu+d3fsN3iGyTotSJ6CJjSHR9lo0agInMCh9RZQ6lDx59VOsYyAfG7QDdJjCawEpCKDO+0Y25zGtszlbvdokURi4miTcbl/FdXrI/cp66IfOSl2V+4UkFqwo+u4WXLe+Nl8lYN+ePpsYqC0Ve34GfgDGJ27Zn5wROQUlCish5LQgSur7jR1/e8Rcv84vVCV7uj7ShHkByO8K2z4Yub58jYeGsyaWyO5Lsjc6ftYv5ENt0nkcnBWVd8mBZcdJYPrve8SfH72hKhiwNKUt3lVFQGEX1awLx/mfAPxZC/KfkntsT4Dvk3tvfuGWUQkj5c30wS24Aiy5v2ErktLkqMgDVdNAYweTYMHcBopAsS0U3Doyjp7CCeZW4Ovz1beAS8PzI6TMyE9pDdKwPOVsRIzgNooK6bCi0Yzc6ggjEIaBkVn29i+ANLGcSpSz7X1AYa52DjRYwkRGpPAuTcXaFhPNFxcFFXt8N7PYZIDyf5o2tlea69RmsuYDT17lvWQHTMitjvPjajR2OH1LJI+bO5M0YhcIUBmtDlmIShsZIdr3j+e2O3RiYl5rB1VQzw7NNx/XB4YXAiiyRY4TE2tz/ke5471Iuy5Q0JK2IKVIWJapzbDdg5p5tm1gPCU3Ed2MWxlQKGRMHlyXX3w6DYoS6gfsLmJQVffKMPlP03maoHfB6OA4CjjzUEGExFcznEFxCCpg0EBHcjA4XJcuy4sEEnhGw3jMeA0alsruZUZmPK/x70Ksia6q5lLNCE7K0UhmyiGk4ZAOeF5sRITM9SpmClOAntyOCgZvNjh++zMHsNOTXesuiKQuYWMnnfQ5Ab+EgFrg/y4eH2uTPXsrjxP2Ixdsf4BPZM5J4Kg1WSU4mJU1dZrcrshjraQNv+nyA3p/VPD6ZMPl16LmllP6ZEOIj4N8G7pNlx//nI7zjb9RKKfH8Zs+XV/3PBR9HbqK+PR0nRRY7dA6sVDw8q3Au8nLT8uYu03CKE01VWjadoxUaSyD4b56PCrK5xkTBTXg/TRw5qseSda5ethDiwK7NJ2FK+eHeehB3O1JKjCHiXcKUkjJEtn2eXrkRDnXk3sy/AyP//D3IASYpDUrjY5ZJtzaP9d0Q2O1zVns6zyXsolE8Wk3ph4GrbQaqWo6N4XD8vc1l2tcPDUMOpJ3PvRslYVkqVqVhCJk14sfA9fZAVVh2+z0/vfWsaghC4fyQPRcYUUowk5YQAm/2nkBkZrPYQLk8ijDuYd0HHlUKjORsVjEtBIeuY1N6xgBtH1hVJYX0XPeJbRdIKnBeCDCC0EcmHHmxR/nZ/QjedZjCIsXPUr4k2QuUKk+pO5MDbikSxhqaiSEIhfQDdw7GdkRblWWIkLg0cEi5BFUaHi0URiu248h2n4c1mtxPnagj2Nzk6aiTOaA53sNPGg1/cZXlrB7ODSdNRe8ju3Fg3Y68us69yYpMGxv6nGFL8sH3erPldvseMrQnX39SCZ6cTLje7Bh2HM1mchJwOCqndD20/UhKgjEktr1Hx4C22e3eqCxKMbEwLwRPz6dZWWcIzL9FNd6/9isdYR///bd25V/TciHxYttmxYZv+PeksiLHCNQOTup8eq1dZDp4tMjNW3nMQna9Z6p2dIPLtJxKs7c/n7WVZDDf0zM4bwR/9jyx/0rp1vMeUjA/5LS9sYCF2ME65NJrUiYGH9gM2ZjDAFsEziV68ns6DPD81v9C4LA2WWmidRGJ566P3B6yssPJ1LAeI07BqjHURK6GDBhuKst8UnA7RDbbgVe7fGJPyffp6anB7R2vvhbdRnL5sTiSuw8D9CHQ+sBJoVgsJqz3A1/cbrntHfutZ/BgleI7ZzOS1tweevZeMLMGAbzejxz6/HpNY6hLw13boYZEOo73vBA0TcVsUtKogJQS5bO8uTGKprSMI4g0sirhfLXko5Xih1/usvabyZNPQb6Oc7CPYN1IHHMweMunXZHt+K482UNU5MllELBrc8PqdGaoZ3PY9LxxgYk1CKnYb7fctB4js1R8VQmUFO9c126CZzceLQsV1G8HC30m02vxXvRBksvVqy73cDsPNzvH5YlmqcEeFClEXjiXdejIklGlgkeedybNP7lKXB2NXs6KLMTQAUOXMFpxNsv9uZgyfCXEDEeJIQ9aPj5f8ui0pLKawQd2Y+Ao6Jzln1JufSircM7xejvw5PxXqOcmhPin/HI5spRS+je+1Xf0L3gZJViVBacVPP9a1ZaAG/9+6nYVskLnqshfSiEji7qC4El4hM7a/p/cjrxuc9nWR8fV7c9OKt/KKJUW5rUhC6287/e9dYFveK9+KiKspoLCJaSBEyuZ6sjeBcYBlgV8MK+BxN2LA7s2DzjaBM+3+XT/Rfi6YcxT4EBkOybWm0Q7Hp3ZbYkxkeQk1mj2vSNEh06GwhoeTgTj2PBX3vFmF9kBUwnnE9Ap0cz5OU/BBW/dmOCD+bGHM2Q7t/psyrI2rEpB27V8uW5xIU8aJ0Zyb24pjeSHu4B3nmlhuD4MbA+5XtIK1iGgnQBlKZtIFxyHFnbVgNEdeEnvE4fRsR9zdpqARW0JpcRJy0UtuHc6oVKedT9ytcmBoTTZ5KWpBNPC8Go90pMnkucCVkNmJRQFfLbOjASTMjay73O5N6sjXRRsnaRQA8YYfuu8YUQjRGTjRTbZVvn5a/eJ3nrEUdV2f8hT2fpIli9LaHe5r1keD9pJk5vzhzFrvPljvdyTVZYlAqk1ZaU4iwV/YV3O8smHZzmFp+eKmGB/CGzb/BxqYDrN8J5XfZ7M/vmrA/2Qy0tb52pDSLjXwHQi+OBswdOzCbUxTGvLxEiM1mibPSYKm7N8K7IE2dVuxIWEUb9ayaNflKk9IHM+v8XZxq9mCSF4uCo4XdRUd+3PKFm8leF+u3pyg76pSqaFRijNbTvSI7hYVlxMMlbph89u8WOGV3QxlxBffR1HvlFWQTsGvIzZ98AdcWfk4DY5yjVj4NFSoKTmEAOzJjEtSioleL0f2AYPClofECkxiqwMocgB8sBxw/HNA4UbB+EKZiuotGFkZAj5sxZWIIRFWMPLzY7Xu8CyyA5G3juebSQuQj9GjM3mzPs9fHYD++B59bXApsklTU2GziALHkwD684TUyKMA52WLCrL+WLCl+uW3ZCDRZcSf3XV8+ikxmiFjz2HUWBkpK4khY68vM0YsO+sCr4zq9h2A8pvuNnBn7+Ee6s9Lim0EpmRIfL9Pjnq+2+6yL2ZYloouiHyZt+ybbNqjJVAyCXUg9ry/csJSm54tvGUGp5eNPT7A+sxf3/POyDloYpQcHcU+TIJ5kZT0rN3JbNGYbRBBYHGU8TIyawC1/HjN7ksZA93KWeAQ8oB4cEqPyyDBzOF29ucnc1jzrymzZFAb7LqSn1U8p3WcHu35dA0nNYGqpJS7fNknSzt5YCrXeBsWbKYS77YuEwzOz63woLqM5PmMDiKlA/rwWUl4DZCM4WTxtL5xKYdOQTBybTkrK4wIlIqUNNMG7Om4ND1rIeEVYJpIbDfMhbklwa3lNI/+uqfhRAnwD8E/kPgfwT+q2/13fyK1u2Yxfu+LtHzTUnxfg/FCh6fTnix3rPtRmZWM2kMF8sJtQn8+Zf5i25sPqlFyA/V17X22wH2Q2Re5kC2IoN3e46T2iI3gpNURKXYto5hTHgJo1XYFEgcH8YAL7Y9cw0zCe2Rz9geFXIX/KxI5oqcPb4mf+6ao7KslVxMskaZiLDtAkWh6MeR7SHkUqiUCCnohsAYHCHCtLJ0YWQis5T24DNU5KvzLkuGZew5WtF10Jx4DsHgnedujLQehE+4XUdpBPNC8+PBowaY155uGCEVrGrJX70OeNejJdRasTnCLMQIlUo8Pp1y2xY8u96z8SEH9hu4KLdUVcPlzOLGgWgExhh+/GagdyOzukCXBp8Cg0ss6iwJ1fUZTqM9aKVIpkCKDIspreB0VlDOS+7agZvNnl0JdgLnDTxb5/LR2gzLOfhImwT4LUOc8b1zy2AyxkPYgjoF9kPuYakIr47UOZUy/OJ0Ch+eTHnT9mijuLCRzWHEDTmguZSD0Ok8l4hCwkNgZaAsNW9ah2vv8Ks5H64UT+6XVLc9d4fsBO8c2AZeb/p3JkKXJTxZgVSaNweP1fl1FXnAtd/m7PatV+thgM9uBlThGdqexXzK6dSiROT51mUl5spwfzWhG9wR0gPX7cimHRl9/Fazpb8uQ2EG/BfAfwL8Y+APU0p/I2EgAI+nWQLnLY/sl60xwt6Jo2aXQiqBT559K/ky7QnB0cXMEJClpvYeU4H8WuTckQUFZ6WkLgRSgjaBeJUDjidDMxRQFYGJ0kwKwT6kzOXrOnRlqQpDP3i8h9XEMKs0Q+ooXMK59wH7Lc7OAE8rWC4EV2/Suwi+f3s9KZlOLHo3EgR4Eso5hpAHKjoqjJSMUXI6NfgoiMFx2Gcl3ah499Dfn2YgaUU2iP7wUcFFk/inPxrpyKogb9rAug1sOri0I4ta8XBV8vy2ZTtkA5WRY2AsJA9WE0xRsu08bnDc9EcfCBXAZfzYcgYOwxfbEZk8hZGUhMz7TPCqT0xF7omdS4rNAAAgAElEQVQaCy5mGEnnBC5GQizwKRJQzBvNbpwgxZ4vj8MlK2DfdvzoM8+rbcqmLVJSF5aFTaAUUkiCaqm0oo8Dz9b5O31soFCS3rvsHiYEh77n+qA4XxYcOqi0pB88N/tMh3srl/V2JXL2tnOBWVUzV5qpjSwnI1cD70paTfZpjeQWxaSG2mqSMAx9x+0Ap83Iq53FucBqaqn0yOHoe3tzyDCeSQFFncvf1aREqgLvNgSbg2Xv4dDnYYU0+f32Pj8DWsDQB7wV7LqeZ9cHxsERhpbSCC4nhlld0A2RfkgZi9n1PLsdGP2vtudWkWEg/zlZ9ujv/wJDl79R68c3A3ft8K4J+0upUQm8czjnmU8L7jrHbhiQ0pP6xGFwDF0mvT9qCvqgeXXo0V8LbifA5QIuF3NiGPAxcm8C0QXiOgcl5zONplEgtEIBEzUSXaKPkZM40gaBPMraupSQRCKJ2uTP0fXv6V4D+cF7MIP5fMqw374b8RkyWPjtAELLDJB9sLS0gyJ2LVQlxjsGF5mnkdKW3JtV/Pim56ZPbA/5c5ujjNE2vJcA+v4j+Hu/fc6+H7n3xWuu91l77NDmvpBWUJUldWmZ1gXVfuCLu45Dn4cvmcpUcj7VLCuVKUON5tmNR0pYTjLFzFqYKc3FvCAeZbTPGsvpxDHsc4a7uYFbPXB5lEsdU+R2N6BtSaUUwo+sO0UhRtZ9orGC6CSJ7CI2tHDbJho7Zm2+ieD+fMKiNpRW8UEtcIuCJ0PFtk/8yU/fZDodGeh7OgOhCqaFRcbAzkVSSogIhz7DYLyQ7AfeBfYZcPWVZ9NKUEbxeFGQpCLEXOaNZIu9uIF6lqFMuzb3N5WGprKcVwoZFR2ZLXDoRnZDpDGBcCx9w5EXK1I+qAeff8UA905K5kVivo8sS8GPr3b0Q4ZKmSJ/X6bMMCItc/Y5utx6iRE2Q6BPlkIFhNIMISJFpC4Ed4eEkYJ5+S3TE/i/z9w+I3/m/wb434ELIcTFV38gpfRPvvV39S94LSqFEoJ7C7hfCO7eJD79hrFJQzZTkUbhomBSGe7NS9QOamM4nWg+v23pp4HGWpIu6fsNKsEHkwxJePtw1gZmtWJWSXwwtMERk2U+6bKpizsanZgsDz2xEjd6lC1Q9Oy8ZOehd5HbXQ4mdS0zLMQLmiJhK8HgE6F7r0RSkKd3RikuVpKzXeSaHNQvJyWracEXdy1CwrIsWU0mKNlyc1DgejZdQOkI+wEnOupCcVELSpWzg0gunVIAZA6Yvsvg3jZCPwTGmCfFpcnlU1nmN5ecx7mEd54oJaTIKLKRclFCDI7n65FZVWYqUkxYk2XFh3Wm+mQFEMG2HTFVxdTATmqUyvfIA4fjRvU+wxa0yTJUjQosSsM2SHTbYY2lGxxSwraPvB5/trVwM+ZS7/6FpjKSgOSkVGhtiFGztYaD27H9ilpBO4IfIkkOBKE4XRU0AxgpWO/a3IP1jrHvWU3yEOLt1PvtqgycTysu5jWqKnEhEUaHMe9BxG2EkzWca6gL2Moc+FeV4WJZsesGxj4gazhbGK67QDsE7nb5XhQiHz5bD2mfneylgqQVhTE0RtCJhJUumzOLnLH3AeZTSVXY7DRP9qzYuchcCh7McjCrZWAoCwSBN5uRQmsKJdAmURlLXVus/tWCeI8tUv7jX/DvCfjwW31Hv4J1uZrx3YsZn8YRihIztjy/+2auaWPgtC44azTKKupFtjDXKTGGDLd4OK+YVyUuOQ5joK4VhsDZPvPxJHkTIjW3XeTBvKAPiu1+x2aA/igV9HAG01qSkqQuDNsY8YOjUZJZ8Oy2GQlvbZ7gnVYGKRO1DZgUs159l3tuknz6n81hVpU0VuDKgpouZwYFLGuDQHDVZxmizTCQUkDqEiEdb3rPzQbKOjErIjEJWpewSuWAU/aIlHFWyWfEunW5J1haWO9H1vuedswZRjqWuraQtGNk4zx/9uUGISV913EYIwaYzTJOa+cE1/uRdTfw7GbPF+uQ1STI4FM7ZHC1soqtlyxCpJWakHI/aAec8d5E2er3zXbnAaFRQqJJzIuCSZF4MQhi8Ozabza8+RKYbR3raWBVBsagCQSebwa8d1zdbhm+Mk2qCjjEzHa461qM1RTC8cMXIydVwem0ZBsSb9pI9Pnnd19zFjtt4A+frJjVFiVg0znq2mQ3qefDuwN0D+wCVFaSXEQLzaQyxBDYuEgUcN07zCZhtUaGgVdHhWh/5EJ7MqayGeF0ank4q1g2Bo3iMPZ4l6iqgmoYEDFDlkSIuBB5uqoxVvHyds9tF7DWIIxlGAeisiyqhHMjm3ZHWWq0zB6r235AB/8rHyg8+Vav9v+RZaRkUiiMKWi7niBgKfJU7KucUE3GvIXg2TuocFy3gUM34IPAB89+jOjaZg35Luf3Y58b/+ZY8xZkHNjFrKYpLRfzgqaKfJYi+26dsXMpP9STIlFVGi0iY4hoJZkUkls38OUGthGmHVzOFZfzkn03MC0sRkVerHs2vN+UBTljPJ1VTCcVw+AoptDsgAQxZSzV2B+pNL3ni43nBxcV/VhydbNjNx6xTyFxMVHUwvHspiOEyP1GM7GC9cGxTxlRvyYrzy6rikVtafd72iO8xsfc8zLGoP14JJgnNvuOvYdpqVFMqZ0jEkhJUGkgJV7cbbnd5R5bwZG0HWBuC7533vBwUSO0JpIgNjSTDezyZj1fgT2qFnMcwJxVitms5qJJXLWJulBIBVInAiFb45EPiSW8KzMhMwZqE1FC0MfAOEbC6HAp08a2w3HKSJ5izkw2iYkCdv3ArR/55EVivWi5NzNYozm02Q6v5+cxknUJTV0yLxSbIZCOJi/zSUPD8C4QJqA95KHVooFpKVnvR16PHW/WPosLuIAlUBaAMmjp3qnhvH1uNsDSg9aSJycVk2nF0I+UZaBNEfz4brDVebLUkRuZlZZ7pUXpgtKMTAvFvJAMo8AaRWMko5d8vumJw8jUJoTIUk0/uenp3a9Jz+1vy0opcXUY2fQBpaAuK/bDgaKE/mt9spqMTj84z8t1i5WCu35kDJGZVUhElpAJkYjgfKIxYsK4ObDuEtfHI/VUwMW8YlJqzpcVq8YyxIHvXjRcTA37/oov1jmb2I4JaHlFQ2kkkOHofhi4O2YEtoAQJZ2LjEkhFMSYgaIN75kPa3Ij+nI5IUnJYlrwZLEjpaNm2BCoFoqLleDldaKLkLwjUFPKyPqtZNKR5vNy3fN6DTdtj4yOpmpYNZIuStowoJTmovQEW/C9+zOqyjJ8xTvillwaPj5t2BqDEHA+LUlSsSwCxaxhVSk+W4/crluCUJxNK3Z9YNcFtMr9HOuP/MQiN7GttqiyYlEqQoKLScknn7/gR0eS9nZ/dB5LWd3lyYnkdx6smNeaq93AdgiURjIpDZYDt/ueGN4bEH/dtk0p6FyikpF+zLzIk0WDkYlnz/LBNiMHicMAhVas6uwRYCV0Q+Iugb+Dz6YbmqpiUme/ha8HNgnMCokWiXU38mbvsFoyKwTUBb99An96c2xTkINNiDlLjUmx6wZetY62z6wY2WZmQF1mF3itsv9DiD8rNHpwZAMb77Eh4Uk0hWYYeg4hsd5nhsSqzpg6dwzcamsQccSHiA+BEOCkLnmmDmx6R5U8lUgMAiyCMCRaD/vdnvVhYDX99ualv3HBzYWEkYkUE/OyoLKCoT+w6X8W9DolN60fLwoKpRgjiORxg8eHiCgs5zPD9U5klL6Fk3nD/bnGuYil5fk6by5tYVQlDkWhVM72tObBasK+6/nR81s2PjAxmZp052Bg5KO65HRiwTtel+8lniuVN8w49tztRryQFCKDPmcm49g8WaHjt08rJoUkCEWcWLSSdGMuUfqUzXofL+cgdlRSECO8XA+82OZNOi0yCf8wZorEojCUWjKOCpciLmgWlaHtB0ISTGuNSxZtLMtKUVrzbvLngUdTxffuz/hi46iNQBuFGwNSGgqriURqHYmlQJcFT1eWT28HJoVhYsasGcZ7A+1173iz7XlwOqUp8+dzEZ5eLDj5Yg0pQx1acp9xUZB7SE3JLsDnt2vuOs+9qUWlwIud46ZLbId8v7+eSdVkmaFJU7HrBTrFjNGbFxitCVrRE+h5P2T59CbkSaIC2oHNkSp1Czy/g6cmMdWw0LlS+KrA6IWGD07nlFrzxb5lPwR+Z1Vxb9Xw/Lbl9z46pSpv+fJ1pCfT24LPjXwXBqzSFEdVEjh6jzpIITEcWTop/jweUgOkxOttwFSeqdEspCL6kmGEVz5nd5cltDoDw3eD43KWUM2Em37PF5uBR/uORam52fd8eXdgXiq0UQxDYDcmrslDi+e7/ghu//bWb1xwMypLHq8WDbt9j1VwMqt5s2t/Ri++INv6PTmdEFJk52BpNR7Jph2JMfsWaCUZU2AfJRw83RA5XzbMasNfvNywA04q+KNHFYuqICBBwGlpmFSafoCmNMzKwEktqGzJMDiSVFip6WLizV3Pm3U2V1naDMr0KbF1sBkDkUg1rTiZJrb7luAyvuzJGVysZowofAQfDVf7yPWYS61CSarC8PhMsWwUrctA113vsMJxOcmqEI0CXSiaQtGUJefzgtttx10XsDKhtcjYKgVLa/G2wlqF1TrvnK+sn9wFHrcjF7XEqsTOOaaVRgfPT7eRVSm5OSQ2neRUw9YLmtJQFQWmyJZ34/H7QcCyNFyeTHhy2jCtSoaQWMrErC64XHCU1M7/Z8ZbFdnIeteSpKQpFKMPfPrymj8Z8sb3KUtg1w2sb+CTr5x6I7kf+MHZnJACdWEppeS6jTyYSx42+RqSHDAGMsRCkF+zMu9luksy8+Vq2+NFzn6+PtdaTeFy1XA+L9kN2a/j/qrh/qIhJslU5+FECFd88jqzP8q35i5t5LROoLLoqiYfDDcHOG2y+Ux3hA99NaAq4N4KHsxqFk1u/FdGIKPk3rTMCi/koP9iB6/9UehVwuesaaxAI1lVBVpJfnrb8dOrA69uYdMETkxWuZYiv4YE5iZyPqv+H+/nX7Z+44KbEIJ5ZfnotGZTwNXBMSkLZk1P2r7fiLMKJqUhKcWyKvA7hy0UlyrhBkdCsD14eueI0hCHkVftiJWKeaPY7QZ25Ae9aeBkNkeSUDGDYpWAV5uBdRcpTMmyjjRlweXcEpEMLrLxETl6Dj6LZ53VcLGwhJTQWnM5s1htSClxv5F0QXC3aSnbo2ZWY1lNciY5LTUfXhj++Sf589kCPljUNJXlbsjYvd3gebIqsIXlJy896z4T4aWBx03FpC6Z1QX3JgIhJUXhcCFx0w9gJfOy4reeLHBJYaRA4el9+hmozXoHn9wMnE1KRu+52Qe+c0/hXOLFzZ5yVfD0tODNnWcg0HUjWgvqQlNJqHX26BQWHp1KfvfRkkfLGmt0Zh+IxH70BG05nRccuoE3R/jL1AAlvN44Kt1yPi8Zx0gUib96k7ORexY+XmWGBwEmJej9+6xeAIta8/2HS7a9R6TIvnPE3rNrR1yxYFHdsD9mmAU5YHXAMsDFrKQUPZurLII5HNVMossZe+S9oOcpGcqhVWZwnE0rtMgT2LvDQGkksco9u80hMxqmZDC2VhnQfYtnWgiMTdjjoVdouGvfB9Kvaw/Ogfuriu8/nPHdyzmDCzzfeZZVzorfincE8iT6LV3xswPcHqAoEvM6YGzIwFyVssw6GR/nh0wze8uFbYCT0lAVv0jq4f/d+o0LbgBWK+qyZBxGDhvP+bxCScGhveWnmyMGTENQlnmRzXUrm7IirSooyogPiXltaaKm95HCagolMVJgjWTT9++YAA9mBSd1Lm1LLdh2nhe7nrt2ZGokH56WWCsplaSqDFZr9rsWnwSXywJCR9sF7p+UPFpUXLeexlo+PKm4v8qsgn0/8uxuz/qQs7tVDZOqpFSaorQ0haJPiXvzKR+2Oy4aRRshJcGHS8sng8wPprWc1Zbdsub57Yabo8bcSWOZNYa6EOyDJKVAVWpsSGiZ+Pis4eGq5mJacNcntBRcHzyj+1kUoRRwOjE8XhgGLzHacz61VMrwpoOiECAtpoxc3fV8SXYilzr7xZZveYklrKYN95cNs9pyvRtpisAYEod2oJC5nHN9y+urPZuYBxCTkCXPpfB8+XrN1ZhojqwSTeZJDhy13GL2CHgb2Cqy8fEfPjlHKwXJ0Q6ekGBSaPqQ+N5FRedX7Na3/MV1PiT7Hq5bKGsIIYCWfHQac/A54v9Kna8rOKpvSPjBBcxXM4xR7B3MmxKrs37gl3cdLiRiDGghMi6NXO4uU5Y/jyr7gc7qAiU9pQ6MxwGRdxlvGNLRevEr39HjBfzOwxM+OptyNmu42rWE5CAJJoXidF4zf9m+w4m+XY7MRDkZoFlAFJFtl+XqtTrCokI+LBPvYVKJYz80Hilv39L6jQxuIWUisFGSVaN5vCz5/cdLppXhs6sdX1y1mWDtA1HAvcawrA27PuB2ByaFYlIaHq4q+jHw5brHKsGq0SA1MyP50fGhWRlYLWYoY7ERQvTshkDnIkJIHJKqqTmTlkSmEQ3O00dBEAKXFMrWyGLHtu35IkFlLVJrPt96fJJMCo1WkTHljObDieJ7l3OWiwmVVdlYZQyQEk8u5jw5b7jqIoU2XMxKpk3F/cFz8B3GSOrK8vsPNckNoHaY5Pli3XORJDPv2Y+Buiw4ayy71nEyn/G985rWCa5bTzw2n2sLF4uaJS1vnYSMgPurhnuLiomVmJue85mhUJI//kAhE4w+cBsTlcnO7avaYETNp8Ud/V2WcG+Ostj3Zpamsmz2Ay6ASImYEqtJSVVYrteBMe7feUes5pJ+jHx+4wgDJAv3TyTGRuw+T1Rf3mRh0koBCqYhB50fXMLf//5DThcTXtzu6Y8abZXVlIUmxcSyOePRJfzll1PKLzek6On7A+U6ZQWX0VNpybwqeXXb42WWcP+8zdndPQHTCkwjeXox4cHFlMt5zenEcLfvudmPnDaaWW04dCNSyBzgjzs5ksvhELIMUlnAWQSlFGdzuN5mRZnbI9xkSdYw+/wr++M7lw2PThtm05wRz6uSZeWprWBaW/6ljy643n/G87tEe2zWvRV+KMjltw5gpeHhrOCmcxQ6f66uz9i4KXngEsklcdcPvzaZ8b9VKzsRQVlo5h4CAqkU91cTJOBi4M+eD9wNPd57+hCRKaFERBeWWgamlcEWBdMSDlHixpG7gycQSNOCVW2ZM/LkVPCDBwsmVrIdfN4MWnA5sSAFSogsD60ljZaEBNf7gTe+x42R0QoalShT4raFm77n/iRyMq3QKeJj4tGyZFHV1IXkZjcwbSr+8OGUpAzr/UhA0BQK5wPL+ZSJgVkfmJSaBycTbjtPaQ2PTwQzK3Ax+wrsOk8lAgP5z/vBQhLc9dCUgtpIdsZSKsUQFELArNJorZiVik3neXgy5Q8eXPNPjjy3pgYhFDEl7vqIDIEvbh1WmxwkVO4jNlYxsTXzpuB8VlBraIwiE8Qyb/P+smHWVEipKAuDlALnA9pkM+l+O3IYxbuySVewbEo+G1rakMHGkpxdm0rx5jZwddz0GliV8PQkl9iyqPnXPlrx9MGSl7cdm8PIpNAsG0uSmotpgZKSvQucVJoHs4qzqeVHr/a8vJVMQ8fN3pF2iWqhQCRudrmE7GLG5EngZAE/uChJZsJH92pWiwnTusjy77uOv7wa0BclTV0zqwEkF0vN/TPesU/eqss8jzBcQ81wlBYK9B6Gr+Ho7p/B51f595fAd+6fUBjLeVNgrWFaKta9Y3MYsFbwg0crgnP8b892/NmnGxhzP/Pj0zxlHUd4NcAsBKSWnNaaQip2XeAGOEm5jzt8Jan/8u7/z9y+lZWERCuJV5pFJdgNgU0/sO8jg7A8PZ2xG9YIIREodn1kfRgoC0MpE4eQoRfbfceiVFw2ko2UfLZ3dC7QFJqE4t4Z/O6DBcvFhG3nOIwxm7poxc4nGqUwRjE4hzg2QM7nFYta07qA2g0gFKaqmE8crw5d3oyF5bSRdC5hkCihaArLvVlFU1hW0xJlSgSR0kgqm3uNpVZMhGbZaC6FYlpoXEwUOnE2Ney6keu95+AT29bx7HbHp1eJaQUfnFgu5wXeO0KSnFYaYy0XGk4mBQ+XdUbOp0ShJOs+a9+dLRr+vb/3MZc//IxrX/BvfmeBLrMScqMkd0pyc3dg5wb+4F7JIWiSz05ip7VBS8GLTcfV+oALidkkm7F8/9EJ//LTBTFGIpEPVhX7IRJCIAlJCJ6rfcAaxf0G9JAleRRwVmtWZeJWBtYObocISvHJ8L5UWgAnU8nHD8/5g8dzZnXNorZseoeUktoKZnVBURgmWtD6yKIUGClwSbCY1jw6m/GXrw8sG4sKA5t1JpwPbuRqn5v8a95fcwpczkse3lshhEJow6qWmZ4VY+a56owZQwpIiqrQnEwKfuvBBXz6Oj/f5Kn5ncvquqs9VDbwZpv/m/zK5Ox8Co9OGp5fHxAN/IPfm/DwZEJjBZ33BDL3dVJoYoxUVhGEpq4bnpwmhsOGV1/kkv3B3DKvDX/64pAlk3wgxYhD0qXwrre3JkuVPxzg8yO47nKlMOorb+xbWL+RwW1eaU5qy5vosz2czuYZT5eW1iVKNeX+smbdJS5nltveoZXA6IQUmtoGtn2kHR03B4dUGi0lpRbMm5LVxHBYTvitYsrjew3OJ1xMR0PbSGkVhzGydpFTJeicwAtFFJLWw8QoSgWNFZQ6URpNeVYzOI9QipOppU0WU8Cr9YDeZTPCu1GQUjZaWTaGF7cHOhe4aiNaOM6nFWdzm53lmwKjJNttj5aSTRA8341c3bXYQnHeKKxSxOSZVPB7HyyQSrHZJU5mhsW0ZFZZpFI8PqkBwbYfGEbHTkrmZbYPsQhOJzP+wdkJhzFwUmv2QyCEDI9YVoofv4Zx9NyOGXRclxYhYOsSo3O82To2bSZLPlxKPrq/4g8erhDa8HLjWDQCnyTWCHoEq8qQkmE/BObFEiUFP3m9pylyQG7qgSQMFde8fpHZGd6Fnxl8VAJ+++EJ37s3ZzWdcrmoiTFyfRg5nZXMK8N+jEfsY+Cu7dmXknB8HyFkRsfJrKKpsoZf//kVP9598zMJudd1Nq1YFgphS0otebNzTCvBrDR8fDGnLHruzUtKq7luHRMjuN2PPFqUfGTgC5c9MO5N4fMj8nhzHAzdwBH78f6aZ1P4Vz5a8vTenMoqHp/PKIuCfgy8uO0oC8Oy0rSjx2rFvVlB7/PAYVpbfuusoBfPedNlFkJjFa7NEuwx9GzHyP7Q88nz90H8aQN//KhmUlt+9PkaO5nw7/+rj769DX5cv5HBzR9J57uDy0qiVe6ZPFo1+Jj49GrPgzPLd0uLEYnirqOxAxsXWRSSpgjsuhEpJcPo6Hzg8YklzWbElJBC8v3LFb9vNafTgpCyEkjvA/jIxbRg3kR2vWNRGe4h8N5z1zlS9LzeBsYkOXhFROCEYjap+fhSE52nmlR8tMicPZ00UmSy95Mi64SfTwuEkGil6d3AODrK2tJUube1OyqiZidwQTt4ShkpZGJWGU6mhtpIpqXiYub57umcexPDs83IEBOlEiwqTX3ctPvec9d5gg+0Q+65Ga34YFHw+hCYWIXVCikcpdH0Aba9Y3SB/RC51yj6UlOJiFKCR/OSTee43Y8MMTIpEudNw7IyRKH54w8WnC2n2StWeQqjMCKTz6elRGvF6GHVFIyV5V+fVzw8bQneE5ynZULfD/yzP4NXMYNpv061mpXwwbLig7OastDsOoePAYGgLvJBVGowRmO0YN8HjNGkENm2AatGSq14clKzb0fwI7bmmzldZFjIvRmUdckoFOeVobLHbEYIQFIWlou5Qr3L3DxjkozRsY2GP/rulNO7lvuzmpNK8nq74ZnL08zNN1xzAizqElM0XBagpEAIzUlToKeCV9ue0uT30A0epXJPdVlbHp3MUEohwowhCj6/3jGtLD9+fsunR27zZzeJ7+17Npsdb47XnAOPTy0X5yd8fDrh733vUVammTcMLlDaX4PM+N+m5UJCIBBCZKK0iMwmGhCUOk87TyrD5XKClnA6q9kdWn78co2PcL4oeGUstRIMznNwHqE0CsFt55hXmu/cXzCrS7QUhAQuRrrBsR8ChdFYA1IppkYypIxyH6NgN3jmFfSjYaJhVgr6IEgI7s0Ft73lvDG0QbAdBUlKojZEBIXNxs23XWReCmaNheTZDpaTRiOlpLSaSZlLHS2gMJpN57jbe0pj0FPJ5aLgej+SZMX9pcbWNS/ayNXeI6LHO8WX24FHSqGUJaSIPY78Hi4LPrvpGcaMDayL7JPQ+UDnAr2PGJlByJrIQSTKumQqsrxT7QOv1j0+RDaHjqs2cj4ruT8vOJnWSCV4ejFjNanZDZ4xRIyUIAWlFJQmk9rv2gRSsSwkWlX8oKy4awdGn9/ry3WHNcCYN//XY86DM0FUBk8GIl/ve/aHAaRECkPwkYMLnFnFpC5ZNDXzQvB8PTBUHiMlQ4BZVbBtPWVR8of3S1zX86r/+WDz4Qz+6MN7DNIyLTSn85pVqbjtIpdzi1aaRGLZWKxRiBjpK8vl1LDrLYPznE90BlJXmpd3LT+92hBv8iYvuyyt9dU1s/DBqmI7eLSSlFoilaTUCoTkcl6hlMJ5h9IZCWAEjD7POqNPTKzm6f0zPjib82bT8n9+doU+3s8owUjFtn9/d88rWDQ1s0pR1wWlUdzsPWXnOQuJ8lvc57+y4CaEWAH/CPi3yK2Af5hS+h++4ecE8F8D/8Hxr/474L9MKf0yufO/9kopQzpOJwVWTnl2m8G7hVYoJTEyUReG1bRkVltcSEyFpBsDfcy9pMomTitBSpFlpbntFO3g2QzhGBw1EZHH3RGMzg+OlpLSBNbdiPOR2mpues/oI2dNwemsYu4cd53jDEE7FFRFBgffHO+8S/UAABNNSURBVA7s+4CVkJKi9VmKCSlZ2gRCUBpJoSVKaZoiu5rIacODlcTHROdi1rBH0LuAFIqzSZlBoG7MsAQp2XSB0XkerComxQQXPHe7nmmhMEmwyakXF5OC+1NFoSWbXuR7FCQfnU85uEitBciM6RuDwCiZoRBCcT4reH6X8EmiiBgCYwxcrUdu2wBSEn222XNNJKksfSSVJokcqK3WzEpxNNqOIARNobFaMgmJlBJKSmalpnOaaWVph5G7zvHxueLf+TsL6k923K8CL3fw+W2e9n33keTvPj6hKSQzHfEhMjOCrRDMC8WyKfAx0W87blpPZS2zyuJToigiRTRUVtK7jOObFIqULL/z0QO+9xTa9sA//+yG9cHhPZwsSn7v8YppaWmE4ncfzKnqitEF6vKYgYdE8JHVxDApDDFG5kiM0VyUlsLk4Kck7DqPIfHR5Skn85HzSUFwA//r/7HlR0c/1HsWzlZwNyi+YxVNaaitZlEbDi4wekdhNFMj2PvEtCy4P7MEoSAGXm1GhBDIaQ7GvYi4KLhYNfzBA0/0gZPFlI/Oa5xfcfbpNffn8Hc/XFA2NadVkc1xfGBWCWalpjJ/c3tu/y0Z4H0B/D7wPwkh/vQb9OH+I+DfBf4OuTvwvwA/5VsygHYhcRhyGdVYw4fnc5RI7+AhQ8injRQSF3IgHBE0heSkNkfH8JBVZDtHUyouJpZZqbg3L1hNigzfEJKUBG0IuMGzKA1KKowVHIaA0HkjVkbhIlwuSiKS20PP1bbly9sDi8pQ6xJXCK5bhfMeXWYXpUJBMykplMBazXJSHg1rHKeNQEvDtJD4JJFSEmLWELvrHGcNNFYxLRWTMjeKY8yDEkVkPwZkSFijKI0iIhn9AaMN80ax3XhKLQkxsR8cu0FhZWL0kRATTVkwb/J0b92P3J+VnE4qfPA83/QQI/s+cjHRuEHy+Z3nzkX2nWfXR7zzhCS4mGZGxKIURO9RpSCRMy8fE0Yds+IQ0VJglWT0ES3zIdaNAaNyRqmlYD+OvFi3GAl7qfn9jx9xctKxLAW3XeDZTcfgI9PaMp9afBR8sRmZ1vlguj+vkFIw+sjESlZNgZV5uPRqfWBZaWqjqEy+5y7E3Hsj+z1M7f/V3pkHW1LVd/zzPd19t/fezMBsBGQbxXUAKZQk4EJIJsGIimgVZQgl0UCkIhWkTMQQTWIgVowaqEQLMKBlLEbcECOoiVsARcqJC0oQUhD2YRaYefO2e28vv/xx+s40jzfMzLvLm3m3v1Vd997Tp++3f6dP/87v/M45vxNQrVZZ/byljI0tYetEk2WNgGX1KnGS8eR0yiFjVQiqO6e1+A5pRoCIKsFOd5lzfoWHmbFjJiOKvGU1ka+Z3jLpY7eN1ausPXwMYxmKKhyzvUUYCNIW02nIIUsCltb9XgfNxK/OiCSqUciSWkhi4CTqlYhaNWKqbWQ4lo9UaCYZ7SSllYmRKODgsQrPXzXG2EidUaWk1QZHrBhlaS1ia8vRcAkzmZE2ExwZzbafIxiGEVEQ0Ez8bl69wkCUm6QR4C3AWjObBO6Q9DXgXODSWdnfDnzMzB7Lr/0YPqx5T5RbFPhWfmKmRTWosnppg3aSsWWyyUQrZfVYJd+RXrRTP1+8UXHsmBIK8jV5WcLUVJvAidQc03FKLQzJcNQqVX5tpLpznVwUOOJMjNV8t7MWBgRBQJKmBM7RqAQ455ClbNw+Qztp8+R4i0e3tWglxrLRGu04ZWZqkiQ1GoERZkamiEgJ4y3H4fUIB2ybavLY9iYbo5AjVhhjVcfm8RlqITg5ZuKEMAioOKhURC1M2TphbJ+e5v6N4/zPo0/j12MHTDYTJtptKmHEypGA8amYiYlJngrEVOaoh2OkqZGZMPPWaBiGHFR3NOMYi42JtrdKLfdTzbSyfK+ClG3TLWQJv9q4g589sJlmOyYKoREFhC5j67QxMR6wavkytk8YqWtyyLIahy0fY6KV0ExmiAIhOSpRQLXio0lMxylJajSThC07ZpBz1CM/Defuh59m22SLFWNVjlk9xnjqkHMgx0iY0qiIpUFCLMfMTJtt7YiVlQw1qoxV/SYn26Za7JiZpl4JGan5OGQ7mjFbJ9ukBivGQloJhKGfyDzdztiybYoHtzepB0ajWmF8QmybTEjaKdtSsaOVMqoUFxuWiJCYyAVsb6Y8PRnjqLFqSR0zI8n8iLCfwGu0YphspTQqAYlEkqUkiRGozWNPTZGY0Wy3mGlnTDdbLKnVWDkS8OS4mJiaZtOOiDXTLZpJhlPgG72xiJFq5HcQS4wAw5opWZox044JHSytV6imxlQzIUtTtrUSnh6f4r4nJphIHMvropIkbJ2MqVRrnHzUGPc8spV7nxinWqtwUD0kqtaoRQ4XBEShaPRyHgiDs9xeCCRmdn8h7efAa+fI+7L8XDHfy+b6U0kX4C09gElJ9+3V3UhOQaViWeqfDKwgCPxIdZp23O3k+yT5Pl8QhAqrdQVRhGUZzvndfi3LzLJUfiK/kSaxpXGMnH/zLPOB1nZ2q/NPaSXoKZ9uRhBGCqt1AWaWKQgjS+M2WZYqqtYVVmr+/8ywLLUs2zW4lyWxZWmCnFMQRqRJYlkaY1mmsFIz27nAc5mkHZa0myCZZRmAXBAoqjZcVB9FCMObDMghZGkaywUhcgGWpTgXWNyatvbMZNaenlQQRQorNZAsbbeQc5iZZUmMcTBZuhkXBN7N6RxICsKKgbmo2lBUG0HyNdvyMpILwAyz1NKkDWakSZwlrWnSNCEIvMlpWWppkmB5ecitwrLNyAUKKxUkWdJu+7KJKnJBaJYmPoyKpKjaIEtiXBjJBSGY4YKIvMwsbk1blsSWJjGYyYWRly9LMTNL4xi0HKdtpGmCkJ/SamCYwqiiqDaiqFrPH7/tkk/48vZyghyWJlncnLYkbgEoiCqWtltkWYYLfJn47ysFT1uWpsgJSzP/f3IgXFRrqNpYIudCS5O2XBjhXOjrThojObmwQpbGWdyasjT28Q3SvC5labpLFiQXBGZ2kMJoEsmRJm2zLMMwORfgwshF1QZhVPXl1p4BsKQ1g6/PFUW1hqLqCGbZ59rTE9Zu+inAzjmLW02ydPaGbSvYtVd0EUfuzWs+KOU2yrMjx4zjp/bMlXd8Vr5RSZrtdzOza4Fru705SRssiV/R7f/sM6dlA+fMzBZAzsFxDppvJ2cyeM6FeJZZa3DvSbfPsveBy+fGJH4ScxFLeOam3bvLuwSY7NWAQokSJYYDg1Ju9wOhpGMKaccDc202c09+bk/5SpQoUWK3GIhyM7Mp4CvAhySNSDoFeBPwb3Nk/yxwiaTDJB2K33nrM32+xa67tiXnfsM5DDIOC2dXfBpUby+f53Y9sA6/EuRSM7tB0quBb5jZaJ5PwD/wzHlu7yu7pSVKlNgXDEy5lShRosQgMSifW4kSJUoMFKVyK1GixKJEqdxKlCixKLHolZukoPC9tytzd89ZL3wfSBl3ZBuUjDlXpfC973JKGh0kX86zRtKS/Pug6s8rJb1oEFwFzlMlnTZAvtdKuqxTtv3AolVuko6QdCNwtaSLAPo94irpeZK+DqyXdJWkemHpU784D5N0BXAy9F/GnPMISTcA10q6POftm5w5303ApyVdLynsd7nmvH8K/BIfyWYQ9edwSd8GbsQHA+47JK2Q9A3gy8Cxknq7BdWz+Q6XdCvwPeDvmHsif0+wKJWbpBOA7wMbgXuBiyStl9S77ayfzbkc+DrwKPBJ4BTgBknHP+eF3XG+DV9J3g+cLmlFnt43C0PSu4AN+LL9LnC2pOvzcz2vT5IuA36CL9cP4acSfSI/129L6nj8hk4nzZqA3jMULO6P4Cer32tma8zsruL5PuK9wFNmttzMrjKzeI9XzBOSrsHLeD9wFP4dPb1ffIs1WOU64HYzuxhA0s3A/wJ3SbrGzGb6wHkCMGVmF+acPwK+AJwjaZOZPdkHztXAP+KXrL0L+BFwS78sDEnLgGOAd5vZF/K0u4HvS7rYzGavH+6WT/i9Tk43sw152h3AkrnWGveQNzCzFF9nbgR+HbhX0iNmtptYuvNDQYbfAW4zs4vyezgJrwQm4BkR0HuCvGxHgOPw80qR9Nb89AYze6jHfGvwIc+ON7P/k7QaWF68n14/z0VhuUk6dFbf3QENSVH+EJ8AHgT+EOhJsHZJ1fyzY8ZPAC/ppOcv+nXAi5k7+kk3nB1f13XAl8xsPfAY8EZJR/WCaw5O4QOsrge+mac5fPfpXvLwET3kC/PK/nEz2yDpRPmoL2/EP8sziz6/HnEGALliA/hN4NN4i/xNwNG94JvF2Qk+ey5wmqQL84bxU8CtwGeLfuMecQZ52Y4Aa4EdktYDlwPvAL4i6dwe8snMHjSzi3LFFpnZJnxQjN/qZO+WbzYOaOUmaamkW4DvAN+UdE5eoA/gW/w/yB/iEfju21Hkvqn5mvuSDsq7YVcDFMz4TcCPgQsL2b+Mt6pO7OZFnIOznVeYCTPrbAn6T/hu1Kt74TeZg9PMbMbMNpjZjpw/wwevncDL2Uu+JP/sWEqHAv9iZiPAx4G/Bi6TNFdkmflypnl65714FN8YXocPYPs2SZdLOq6HnM1ckd+DtxI/gV+V8yr80sPTgD/Lr+1VnU1zBbcJH1LsWuBxM3uxmf0+8CXg9fOVc666Uzgndu1z/R3gSEnVfvhQD2jlBvw9fi/bl+OtibOBvzGzLwL/DXw0b5F+BtyC94W9HubnHJZ0LHAT8ErghZLOKpzeDPwAeI2ko3OODLgZeIuZtecj4HNwqpBHebftv4A3Ay+dD9eeOIsWRKH8zgR+VbB2+sX372b2z7msT+GtjPPwjVgvOV3hRTsBuM/MnsZvqH4ZcCzecuwZJ7vew/OB3zazf8VHwrkT+CvgT6AvdRb8Wu61+N35OrgFeD6wzw3yc5VrR4aCHCkwamYt9cFfe0AqN0lOfnDgSODWvHW/At/inSVpnZl9BDgD+Bpwgpl9FViFd07P1/ldwS/2Pw/f6pzfscjMbDpPawLvK1zzCPCIpKXz4Nstp5llhZa883klPkTUyZL+XNIVmt8gyu440w5n/gwC4ES8xYGkP5Z04W7+syu+Ajp+4gm8s3++Uwmeq1w7L/VdwN9K+kXOcwfwEL4710vOdm5JJXgnO+ySMwMeUmEaTI84O43RXcC3gFM7F5jZz/FbvM6nQd5jfS28e7fijYHVfRn9NrMD4mCX72pl/nsM+Cnw1kKeUbw1d/sc1x+HH+X7vXlwrsp/V4Cl+fdT8odzSSG/8KM/DwPX4K2ou/F+o55zAm6O66/CvxBbgTP7xZnLehDeH3U2fuR0E3BGv2QEgvzzJXgXwIf7+Cwd8Lm8jr0zT3sd/sVd3c9nya413y/CK59L+iVnnn40vhG+Fd8FvhMfxWesn/UVeAG+wVi3t/LtyzFQBTWvG/QtyKfwzsfv4p3Xb87PfRT4yaz8v4H3r52e/14NfDW//tIuON8wK89oXhFuA46cde4UvBX1Q+AD/eSEfA8RiPB+t3hvX4YuODsKbh27FOkH+yzjGH6+2c14i+0v+/0s8S99o0d1dm/lrONHZzt19v195uw0GC8F3pPz7pGzSxk7ynsV3mW0dl/LeK/KpB9/2tMb9BbX9/Dx1EN8l+9h/EjWSnz48rML+Q8Hbgd+t5B2DrCkS84HgdfMyrcW+DxwZSEtKnwPB8QZ5p9nDVDOAO9X+SDeb9JvPuGVzQXshUXR43Ldaa0OSM41wEUDlLNYZ5/VG+hXuc7m7vXRlz/t+qb8xtSdCnUB8OCsSvZ5/BD9SuDdeGf+CwrX/xg4tcec6/GjZmsK11TwUwS+je8O/4B96/b2ivN1A+a8EzhtwHx73XU5gJ/lfi3nQpRrN0ffCfbpZvwE0W/h/Tg34QcMXoV3sr68kK/jPzsz/30Tvgt4Jd4E/iG5D6BfnIX0M/DTIB4Hzis5h0fGYeFcCBl7cew3o6WS3onvu/8U+AvgYOADeJN3E/n6PgAzuxv4BfBHedIF+HlPAP9pZieb2eY+cZ6bXxtIWoefE/RJMzvMzD5Tcg6HjMPCuRAy9gyD0qJ70TpcDpxf+P08vLY/FN+fv5FCVwh4A36dWqOQtlc+kV5xAocBy0rO4ZNxWDgXQsZeHfvT2tKr8ct7Oss2pvErDerAF/GTCi+W9ICZPYx3Zv+H+fllwLwmOXbFaWaPD1rOA4RzGGQcFs6FkLE3WAiNuoeWojNMfALexK3kv9fih6l/iZ8bs4XCiGjJuf9xDoOMw8K5EDJ2fc8LfQPPUZjvwS8KL6YFwCuAt5ecBw7nMMg4LJwLIeN8j/2pWwo8I9zMSeyKPnEhfrb2FebXUG4oOfd/zmGQcVg4F0LGbrHfKTfz6wlD/KjMKkm34aN5vMPMtpScBw7nMMg4LJwLIWPXWGjTcTem77H4ZT0bgfeWnAcu5zDIOCycCyFjV/e70Dewm0KsAJcAtZLzwOYcBhmHhXMhZOzmKHecL1GixKLEfrNCoUSJEiV6iVK5lShRYlGiVG4lSpRYlCiVW4kSJRYlSuVWokSJRYlSuZUoUWJRolRuJUqUWJQolVuJEiUWJf4fI4+/y71NE/AAAAAASUVORK5CYII=\n", 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\n", 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" ] @@ -234,7 +251,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -279,7 +296,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", + "image/png": 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\n", 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" ] @@ -436,7 +453,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "The 68.2 confidence interval for the irradiance-weightedsoiling ratio is 0.965–0.979\n" + "The 68.2 confidence interval for the irradiance-weightedsoiling ratio is 0.965–0.978\n" ] } ], @@ -452,7 +469,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -479,7 +496,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -626,7 +643,32 @@ ], "source": [ "# View the first several rows of the soiling interval summary table\n", - "soiling_info['soiling_interval_summary'].head()" + "soiling_summary = soiling_info['soiling_interval_summary']\n", + "soiling_summary.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# View a histogram of the valid soiling rates found for the data set\n", + "fig, ax = plt.subplots()\n", + "ax.hist(100.0*soiling_summary.loc[soiling_summary['valid'], 'slope'], bins=15)\n", + "ax.set_xlabel('Soiling rate (%/day)')\n", + "ax.set_ylabel('Count');" ] }, { @@ -652,7 +694,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": { "collapsed": true }, @@ -686,7 +728,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": { "collapsed": true }, @@ -715,7 +757,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": { "collapsed": true }, @@ -743,7 +785,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "metadata": { "collapsed": true }, @@ -762,7 +804,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -774,7 +816,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", + "image/png": 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\n", 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" ] @@ -865,21 +907,21 @@ "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "Python [default]", + "display_name": "Python [conda env:rdtools_dev]", "language": "python", - "name": "python2" + "name": "conda-env-rdtools_dev-py" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.3" + "pygments_lexer": "ipython3", + "version": "3.6.8" } }, "nbformat": 4, From 7bcc17fd1798a36d921e18716d38e5d2c199b7d9 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Thu, 11 Apr 2019 14:51:39 -0600 Subject: [PATCH 070/146] Clean up notebook remove warnings and change kernel to default --- docs/degradation_example.ipynb | 25 +++---------------------- 1 file changed, 3 insertions(+), 22 deletions(-) diff --git a/docs/degradation_example.ipynb b/docs/degradation_example.ipynb index 15de73b7..30b67b07 100644 --- a/docs/degradation_example.ipynb +++ b/docs/degradation_example.ipynb @@ -33,18 +33,7 @@ "cell_type": "code", "execution_count": 1, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda2/envs/rdtools_dev/lib/python3.6/site-packages/statsmodels/compat/pandas.py:56: FutureWarning: The pandas.core.datetools module is deprecated and will be removed in a future version. Please use the pandas.tseries module instead.\n", - " from pandas.core import datetools\n", - "/anaconda2/envs/rdtools_dev/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n", - " from ._conv import register_converters as _register_converters\n" - ] - } - ], + "outputs": [], "source": [ "from datetime import timedelta\n", "import pandas as pd\n", @@ -93,14 +82,6 @@ "execution_count": 3, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda2/envs/rdtools_dev/lib/python3.6/site-packages/pvlib/irradiance.py:298: RuntimeWarning: invalid value encountered in maximum\n", - " beam = np.maximum(beam, 0)\n" - ] - }, { "data": { "image/png": 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@@ -907,9 +888,9 @@ "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "Python [conda env:rdtools_dev]", + "display_name": "Python [default]", "language": "python", - "name": "conda-env-rdtools_dev-py" + "name": "python2" }, "language_info": { "codemirror_mode": { From 7aad47c210cb60c96138bac822f63c12e196dac3 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Fri, 12 Apr 2019 16:15:17 -0600 Subject: [PATCH 071/146] Refactor soiling to single class --- rdtools/soiling.py | 387 ++++++++++++++++----------------------------- 1 file changed, 137 insertions(+), 250 deletions(-) diff --git a/rdtools/soiling.py b/rdtools/soiling.py index 87d67235..31ae1f06 100644 --- a/rdtools/soiling.py +++ b/rdtools/soiling.py @@ -15,36 +15,108 @@ class NoValidIntervalError(Exception): pass -class pm_frame(pd.DataFrame): - '''Class consisting of dataframe for analysis constructed from system data, usually created with create_pm_frame''' +class srr_analysis(): + def __init__(self, daily_normalized_energy, daily_insolation, precip=None): + self.pm = daily_normalized_energy # daily performance metric + self.insol = daily_insolation + self.precip = precip # daily precipitation + + if self.pm.index.freq != 'D': + raise ValueError('Daily performance metric series must have daily frequency') + + if self.insol.index.freq != 'D': + raise ValueError('Daily insolation series must have daily frequency') + + if self.precip is not None: + if self.pm.index.freq != 'D': + raise ValueError('Precipitation series must have daily frequency') + + def _calc_daily_df(self, day_scale=14, clean_threshold='infer', recenter=True): + df = self.pm.to_frame() + df.columns = ['pi'] + df_insol = self.insol.to_frame() + df_insol.columns = ['insol'] + + df = df.join(df_insol) + precip = self.precip + if precip is not None: + df_precip = precip.to_frame() + df_precip.columns = ['precip'] + df = df.join(df_precip) + else: + df['precip'] = 0 + + # find first and last valid data point + start = df[~df.pi.isnull()].index[0] + end = df[~df.pi.isnull()].index[-1] + df = df[start:end] + + # create a day count column + df['day'] = range(len(df)) + + # Recenter to median of first year, as in YoY degradation + if recenter: + oneyear = start + pd.Timedelta('364d') + renorm = df.loc[start:oneyear, 'pi'].median() + else: + renorm = 1 + + df['pi_norm'] = df['pi'] / renorm + + # Find the beginning and ends of outtages longer than dayscale + out_start = (~df['pi_norm'].isnull() & df['pi_norm'].fillna(method='bfill', limit=day_scale).shift(-1).isnull()) + out_end = (~df['pi_norm'].isnull() & df['pi_norm'].fillna(method='ffill', limit=day_scale).shift(1).isnull()) - _metadata = ['renorm_factor'] + # clean up the first and last elements + out_start.iloc[-1] = False + out_end.iloc[0] = False - def calc_result_frame(self, trim=True, max_relative_slope_error=500.0, max_negative_step=0.05): - '''Return a result_frame + # Make a forward filled copy, just for use in step, slope change detection + df_ffill = df.fillna(method='ffill', limit=day_scale).copy() - Returns a result_frame which contains the charecteristics of each soiling interval.soiling. - An updated version of the pm_frame is stored as self.pm_frame. + # Calculate rolling median + df['pi_roll_med'] = df_ffill.pi_norm.rolling(day_scale, center=True).median() - Parameters - ---------- - trim (bool): whether to trim (remove) the first and last soiling intervals to avoid inclusion of partial intervals - max_relative_slope_error (numeric): the maximum relative size of the slope confidence interval for an interval to be - considered valid (percentage). - max_negative_step (numeric): The maximum magnitude of negative descrete steps allowed in an interval for the interval - to be considered valid (units of normalized performance metric). + # Detect steps in rolling median + df['delta'] = df.pi_roll_med.diff() + if clean_threshold == 'infer': + deltas = abs(df.delta) + clean_threshold = deltas.quantile(0.75) + 1.5 * (deltas.quantile(0.75) - deltas.quantile(0.25)) - ''' + df['clean_event'] = (df.delta > clean_threshold) + df['clean_event'] = df.clean_event | out_start | out_end + df['clean_event'] = (df.clean_event) & (~df.clean_event.shift(-1).fillna(False)) - # Estimate slope of each soiling interval, store results in a dataframe + # Detect which cleaning events are associated with rain + rolling_precip = df.precip.rolling(3, center=True).sum() + df['clean_wo_precip'] = ~(rolling_precip > 0.01) & (df.clean_event) + + df = df.fillna(0) + + # Give an index to each soiling interval/run + run_list = [] + run = 0 + for x in df.clean_event: + if x: + run += 1 + run_list.append(run) + + df['run'] = run_list + df.index.name = 'date' # this gets used by name + + self.renorm_factor = renorm + self.daily_df = df + + def _calc_result_df(self, trim=False, max_relative_slope_error=500.0, max_negative_step=0.05): + daily_df = self.daily_df result_list = [] if trim: - res_loop = sorted(list(set(self['run'])))[1:-1] # ignore first and last interval + res_loop = sorted(list(set(daily_df['run'])))[1:-1] # ignore first and last interval else: - res_loop = sorted(list(set(self['run']))) + res_loop = sorted(list(set(daily_df['run']))) for r in res_loop: - run = self[self.run == r] + run = daily_df[daily_df['run'] == r] length = (run.day[-1] - run.day[0]) start_day = run.day[0] end_day = run.day[-1] @@ -104,7 +176,7 @@ def calc_result_frame(self, trim=True, max_relative_slope_error=500.0, max_negat raise NoValidIntervalError('No valid soiling intervals were found') new_start = results[results.valid].start.iloc[0] new_end = results[results.valid].end.iloc[-1] - pm_frame_out = self[new_start:new_end] + pm_frame_out = daily_df[new_start:new_end] pm_frame_out = pm_frame_out.reset_index().merge(results, how='left', on='run').set_index('date') pm_frame_out['loss_perfect_clean'] = np.nan @@ -117,52 +189,17 @@ def calc_result_frame(self, trim=True, max_relative_slope_error=500.0, max_negat pm_frame_out['loss_inferred_clean'] = pm_frame_out.inferred_start_loss + pm_frame_out.days_since_clean * pm_frame_out.run_slope pm_frame_out.loss_inferred_clean = pm_frame_out.loss_inferred_clean.fillna(1) # filling the flat intervals may need to be recalculated for different assumptions - out = result_frame(results) - out.pm_frame = pm_frame_out - - return out - - -class result_frame(pd.DataFrame): - '''Class consisting of dataframe for calculaitng losses, typically created from pm_frame.calc_result_frame()''' - - # Add normal properties - _metadata = ['pm_frame', 'randomized_loss', 'random_profiles'] - - @property - def _constructor(self): - return result_frame - - def calc_monte(self, monte, method='half_norm_clean', precip_clean_only=False, random_seed=None): - '''Return monte carlo sample of losses - - Parameters - ---------- - monte (int): number of monte carlo simulations to run - - method (str): how to treat the recovery of each cleaning event - 'random_clean' - a random recovery between 0-100% - 'perfect_clean' - each cleaning event returns the performance metric to 1 - 'half_norm_clean' (default) - The three-sigma lower bound of recovery is inferred from the fit - of the following interval, the upper bound is 1 with the magnitude drawn from a half normal centered at 1 - - precip_clean_only(bool): If True, only consider cleaning events valid if they coincide with precipitation events - - random_seed (int): Seed for random number generation in the Monte Carlo simulation. Use to ensure identical results on - subsequent runs. Not a subsitute for doing a sufficient number of Mote Carlo repititions. - - Returns - ------- - (list): Monte Carlo sample, of length monte, of expected irradiance-weighted soiling ratio - ''' + self.result_df = results + self.analyzed_daily_df = pm_frame_out + def _calc_monte(self, monte, method='half_norm_clean', precip_clean_only=False, random_seed=None): monte_losses = [] random_profiles = [] if random_seed is not None: np.random.seed(random_seed) for _ in range(monte): - results_rand = self.copy() - df_rand = self.pm_frame.copy() + results_rand = self.result_df.copy() + df_rand = self.analyzed_daily_df.copy() df_rand = df_rand[['insol', 'run']] # only really need this column from the original frame results_rand['run_slope'] = np.random.uniform(results_rand.run_slope_low, results_rand.run_slope_high) results_rand['run_loss'] = results_rand.run_slope * results_rand.length @@ -276,116 +313,43 @@ def calc_monte(self, monte, method='half_norm_clean', precip_clean_only=False, r self.randomized_loss = df_rand # Keep the last random loss frame self.random_profiles = random_profiles - return monte_losses - - -def create_pm_frame(pm, insol, precip=None, day_scale=14, clean_threshold='infer', recenter=True): - '''Return a pm_frame based on supplied perfromance metric and insolation + self.monte_losses = monte_losses - Parameters - ---------- - pm (pandas timeseries): Daily performance metric (i.e. performance index, yied, etc.) + def run(self, reps=1000, day_scale=14, clean_threshold='infer', + trim=False, method='half_norm_clean', precip_clean_only=False, + exceedance_prob=95.0, confidence_level=68.2, recenter=True, + max_relative_slope_error=500.0, max_negative_step=0.05, random_seed=None): - insol (pandas timeseries): Daily insolation + self._calc_daily_df(day_scale=day_scale, clean_threshold=clean_threshold, recenter=recenter) + self._calc_result_df(trim=trim, max_relative_slope_error=max_relative_slope_error, + max_negative_step=max_negative_step) + self._calc_monte(reps, method=method, precip_clean_only=precip_clean_only, random_seed=random_seed) - precip (pandas timeseries): Daily total precipitation + # Calculate the P50 and confidence interval + half_ci = confidence_level / 2.0 + result = np.percentile(self.monte_losses, + [50, 50.0 - half_ci, 50.0 + half_ci, 100 - exceedance_prob]) + P_level = result[3] - day_scale (int) : The number of days to use in rolling median for cleaning detection + # Construct calc_info output - clean_threshold (float or str): The fractional positive shift in rolling median for cleaning detection. - Or specify 'infer' to automatically use outliers in the shift as the threshold + intervals_out = self.result_df[['start', 'end', 'run_slope', 'run_slope_low', 'run_slope_high', + 'inferred_start_loss', 'inferred_end_loss', 'length', 'valid' + ]].copy() + intervals_out.rename(columns={'run_slope': 'slope', + 'run_slope_high': 'slope_high', + 'run_slope_low': 'slope_low', + }, inplace=True) - Returns - ------- - (pm_frame) + calc_info = { + 'exceedance_level': P_level, + 'renormalizing_factor': self.renorm_factor, + 'stochastic_soiling_profiles': self.random_profiles, + 'soiling_interval_summary': intervals_out, + 'soiling_ratio_perfect_clean': self.analyzed_daily_df[self.analyzed_daily_df['valid']]['loss_perfect_clean'] + } - ''' - if pm.index.freq != 'D': - raise ValueError('Daily performance metric series must have daily frequency') - - if insol.index.freq != 'D': - raise ValueError('Daily insolation series must have daily frequency') - - if precip is not None: - if pm.index.freq != 'D': - raise ValueError('Precipitation series must have daily frequency') - - df = pm.to_frame() - df.columns = ['pi'] - df_insol = insol.to_frame() - df_insol.columns = ['insol'] - - df = df.join(df_insol) - - if precip is not None: - df_precip = precip.to_frame() - df_precip.columns = ['precip'] - df = df.join(df_precip) - else: - df['precip'] = 0 - - # find first and last valid data point - start = df[~df.pi.isnull()].index[0] - end = df[~df.pi.isnull()].index[-1] - df = df[start:end] - - # create a day count column - df['day'] = range(len(df)) - - # Recenter to median of first year, as in YoY degradation - if recenter: - oneyear = start + pd.Timedelta('364d') - renorm = df.loc[start:oneyear, 'pi'].median() - else: - renorm = 1 - - df['pi_norm'] = df['pi'] / renorm - - # Find the beginning and ends of outtages longer than dayscale - out_start = (~df['pi_norm'].isnull() & df['pi_norm'].fillna(method='bfill', limit=day_scale).shift(-1).isnull()) - out_end = (~df['pi_norm'].isnull() & df['pi_norm'].fillna(method='ffill', limit=day_scale).shift(1).isnull()) - - # clean up the first and last elements - out_start.iloc[-1] = False - out_end.iloc[0] = False - - # Make a forward filled copy, just for use in step, slope change detection - df_ffill = df.fillna(method='ffill', limit=day_scale).copy() - - # Calculate rolling median - df['pi_roll_med'] = df_ffill.pi_norm.rolling(day_scale, center=True).median() - - # Detect steps in rolling median - df['delta'] = df.pi_roll_med.diff() - if clean_threshold == 'infer': - deltas = abs(df.delta) - clean_threshold = deltas.quantile(0.75) + 1.5 * (deltas.quantile(0.75) - deltas.quantile(0.25)) - - df['clean_event'] = (df.delta > clean_threshold) - df['clean_event'] = df.clean_event | out_start | out_end - df['clean_event'] = (df.clean_event) & (~df.clean_event.shift(-1).fillna(False)) - - # Detect which cleaning events are associated with rain - rolling_precip = df.precip.rolling(3, center=True).sum() - df['clean_wo_precip'] = ~(rolling_precip > 0.01) & (df.clean_event) - - df = df.fillna(0) - - # Give an index to each soiling interval/run - run_list = [] - run = 0 - for x in df.clean_event: - if x: - run += 1 - run_list.append(run) - - df['run'] = run_list - - df.index.name = 'date' # this gets used by name in calc_result_frame - out = pm_frame(df) - out.renorm_factor = renorm - - return out + return (result[0], result[1:3], calc_info) def soiling_srr(daily_normalized_energy, daily_insolation, reps=1000, @@ -393,90 +357,13 @@ def soiling_srr(daily_normalized_energy, daily_insolation, reps=1000, trim=False, method='half_norm_clean', precip_clean_only=False, exceedance_prob=95.0, confidence_level=68.2, recenter=True, max_relative_slope_error=500.0, max_negative_step=0.05, random_seed=None): - ''' - Perform the stochastic rate and recovery soiling loss calculation. Based on the methods presented - in Deceglie et al. JPV 8(2) p547 2018. - - Parameters - ---------- - daily_normalized_energy (pandas timeseries): Daily performance metric (i.e. performance index, yield, etc.) - daily_insolation (pandas timeseries): Daily plane-of-array insolation corresponding to daily_normalized_energy - reps (int): number of Monte Carlo realizations to calculate - precip (pandas timeseries): Daily total precipitation. (Only used if precip_clean_only=True) - day_scale (int): The number of days to use in rolling median for cleaning detection, and the maximum number of - days of missing data to tolerate in a valid interval - clean_threshold (float or str): The fractional positive shift in rolling median for cleaning detection. - Or specify 'infer' to automatically use outliers in the shift as the threshold. - trim (bool): Whether to trim (remove) the first and last soiling intervals to avoid inclusion of partial intervals - method (str): how to treat the recovery of each cleaning event - 'random_clean' - a random recovery between 0-100% - 'perfect_clean' - each cleaning event returns the performance metric to 1 - 'half_norm_clean' (default) - The three-sigma lower bound of recovery is inferred from the fit - of the following interval, the upper bound is 1 with the magnitude - drawn from a half normal centered at 1 - precip_clean_only (bool): If True, only consider cleaning events valid if they coincide with precipitation events - exceedance_prob (float): the probability level to use for exceedance value calculation in percent - confidence_level (float): the size of the confidence interval to return, in percent - recenter (bool): specify whether data is centered to normalized yield of 1 based on first year median - max_relative_slope_error (numeric): the maximum relative size of the slope confidence interval for an interval to be - considered valid (percentage). - max_negative_step (numeric): The maximum magnitude of negative discrete steps allowed in an interval for the interval - to be considered valid (units of normalized performance metric). - random_seed (int): Seed for random number generation in the Monte Carlo simulation. Use to ensure identical results on - subsequent runs. Not a subsitute for doing a sufficient number of Mote Carlo repititions. - - Returns - ------- - tuple of (insolation_weighted_soiling_ratio, confidence_interval, calc_info) - insolation_weighted_soiling_ratio: float - P50 insolation weighted soiling ratio based on stochastic rate and recovery analysis - confidence_interval: numpy ndarray - confidence interval (size specified by confidence_level) of degradation - rate estimate - calc_info: dict - ('renormalizing_factor'): value used to recenter data - ('exceedance_level'): the insolation-weighted soiling ratio that was outperformed with - probability of exceedance_prob - ('stochastic_soiling_profiles'): List of Pandas series corresponding to the Monte Carlo - realizations of soiling ratio profiles - ('soiling_interval_summary'): Pandas dataframe summarizing the soiling intervals identified - ('soiling_ratio_perfect_clean'): Pandas series of the soiling ratio during valid soiling intervals assuming - perfect cleaning and P50 slopes. - ''' - - # create the performance metric dataframe - pm_frame = create_pm_frame(daily_normalized_energy, daily_insolation, precip=precip, - day_scale=day_scale, clean_threshold=clean_threshold, recenter=recenter) - - # Then calculate a results frame summarizing the soiling intervals - results = pm_frame.calc_result_frame(trim=trim, max_relative_slope_error=max_relative_slope_error, - max_negative_step=max_negative_step) - - # perform the monte carlo simulations - soiling_ratio_realizations = results.calc_monte(reps, method=method, precip_clean_only=precip_clean_only, - random_seed=random_seed) - - # Calculate the P50 and confidence interval - half_ci = confidence_level / 2.0 - result = np.percentile(soiling_ratio_realizations, [50, 50.0 - half_ci, 50.0 + half_ci, 100 - exceedance_prob]) - P_level = result[3] - - # Construct calc_info output - - intervals_out = results[['start', 'end', 'run_slope', 'run_slope_low', 'run_slope_high', - 'inferred_start_loss', 'inferred_end_loss', 'length', 'valid' - ]].copy() - intervals_out.rename(columns={'run_slope': 'slope', - 'run_slope_high': 'slope_high', - 'run_slope_low': 'slope_low', - }, inplace=True) - - calc_info = { - 'exceedance_level': P_level, - 'renormalizing_factor': pm_frame.renorm_factor, - 'stochastic_soiling_profiles': results.random_profiles, - 'soiling_interval_summary': intervals_out, - 'soiling_ratio_perfect_clean': results.pm_frame[results.pm_frame['valid']]['loss_perfect_clean'] - } - - return (result[0], result[1:3], calc_info) + + srr = srr_analysis(daily_normalized_energy, daily_insolation, precip=precip) + + sr, sr_ci, soiling_info = srr.run(reps=reps, day_scale=day_scale, clean_threshold=clean_threshold, + trim=trim, method=method, precip_clean_only=precip_clean_only, + exceedance_prob=exceedance_prob, confidence_level=confidence_level, + recenter=recenter, max_relative_slope_error=max_relative_slope_error, + max_negative_step=max_negative_step, random_seed=random_seed) + + return sr, sr_ci, soiling_info From 9d95c552035bd508afd3f14af76085f7952362ec Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Fri, 12 Apr 2019 16:48:31 -0600 Subject: [PATCH 072/146] Add docstrings to refactored code --- rdtools/soiling.py | 155 ++++++++++++++++++++++++++++++++++++++++++++- 1 file changed, 152 insertions(+), 3 deletions(-) diff --git a/rdtools/soiling.py b/rdtools/soiling.py index 31ae1f06..b9df4350 100644 --- a/rdtools/soiling.py +++ b/rdtools/soiling.py @@ -3,6 +3,7 @@ This module contains functions to calculate soiling metrics from photovoltaic system data. ''' + from __future__ import division import pandas as pd import numpy as np @@ -11,11 +12,15 @@ # Custom exception class NoValidIntervalError(Exception): - '''raised when no valid rows appear in the result grame''' + '''raised when no valid rows appear in the result dataframe''' pass class srr_analysis(): + ''' + Class for running the stochastic rate and recovery (SRR) photovoltaic soiling loss + analysis presented in Deceglie et al. JPV 8(2) p547 2018 + ''' def __init__(self, daily_normalized_energy, daily_insolation, precip=None): self.pm = daily_normalized_energy # daily performance metric self.insol = daily_insolation @@ -32,6 +37,20 @@ def __init__(self, daily_normalized_energy, daily_insolation, precip=None): raise ValueError('Precipitation series must have daily frequency') def _calc_daily_df(self, day_scale=14, clean_threshold='infer', recenter=True): + ''' + Calculates self.daily_df, a pandas dataframe prepared for SRR analysis, + and self.renorm_factor, the renormalization factor for the daily performance + + Parameters + ---------- + day_scale (int) : The number of days to use in rolling median for cleaning detection + + clean_threshold (float or str): The fractional positive shift in rolling median for cleaning detection. + Or specify 'infer' to automatically use outliers in the shift as the threshold + + recenter (bool): Whether to recenter (renormalize) the daily performance to the median of the first year + ''' + df = self.pm.to_frame() df.columns = ['pi'] df_insol = self.insol.to_frame() @@ -108,6 +127,20 @@ def _calc_daily_df(self, day_scale=14, clean_threshold='infer', recenter=True): self.daily_df = df def _calc_result_df(self, trim=False, max_relative_slope_error=500.0, max_negative_step=0.05): + ''' + Calculates self.result_df, a pandas dataframe summarizing the soiling intervals identified + and self.analyzed_daily_df, a version of self.daily_df with additional columns calculated + during analysis. + + Parameters + ---------- + trim (bool): whether to trim (remove) the first and last soiling intervals to avoid inclusion of partial intervals + max_relative_slope_error (numeric): the maximum relative size of the slope confidence interval for an interval to be + considered valid (percentage). + max_negative_step (numeric): The maximum magnitude of negative discrete steps allowed in an interval for the interval + to be considered valid (units of normalized performance metric). + ''' + daily_df = self.daily_df result_list = [] if trim: @@ -193,6 +226,27 @@ def _calc_result_df(self, trim=False, max_relative_slope_error=500.0, max_negati self.analyzed_daily_df = pm_frame_out def _calc_monte(self, monte, method='half_norm_clean', precip_clean_only=False, random_seed=None): + ''' + Runs the Monte Carlo step of the SRR method. Calculates self.random_profiles, a list of the random + soiling profiles realized in the calculation and self.monte_losses a list of the the insolation-weighted + soiling ratios associated with the realizations. + + Parameters + ---------- + monte (int): number of Monte Carlo simulations to run + + method (str): how to treat the recovery of each cleaning event + 'random_clean' - a random recovery between 0-100% + 'perfect_clean' - each cleaning event returns the performance metric to 1 + 'half_norm_clean' (default) - The three-sigma lower bound of recovery is inferred from the fit + of the following interval, the upper bound is 1 with the magnitude drawn from a half normal centered at 1 + + precip_clean_only(bool): If True, only consider cleaning events valid if they coincide with precipitation events + + random_seed (int): Seed for random number generation in the Monte Carlo simulation. Use to ensure identical results on + subsequent runs. Not a substitute for doing a sufficient number of Mote Carlo repetitions. + ''' + monte_losses = [] random_profiles = [] if random_seed is not None: @@ -311,7 +365,6 @@ def _calc_monte(self, monte, method='half_norm_clean', precip_clean_only=False, random_profile.name = 'stochastic_soiling_profile' random_profiles.append(random_profile) - self.randomized_loss = df_rand # Keep the last random loss frame self.random_profiles = random_profiles self.monte_losses = monte_losses @@ -319,7 +372,53 @@ def run(self, reps=1000, day_scale=14, clean_threshold='infer', trim=False, method='half_norm_clean', precip_clean_only=False, exceedance_prob=95.0, confidence_level=68.2, recenter=True, max_relative_slope_error=500.0, max_negative_step=0.05, random_seed=None): - + ''' + Run the SRR method from beginning to end. Perform the stochastic rate and recovery soiling + loss calculation. Based on the methods presented in Deceglie et al. JPV 8(2) p547 2018. + + Parameters + ---------- + reps (int): number of Monte Carlo realizations to calculate + day_scale (int): The number of days to use in rolling median for cleaning detection, and the maximum number of + days of missing data to tolerate in a valid interval + clean_threshold (float or str): The fractional positive shift in rolling median for cleaning detection. + Or specify 'infer' to automatically use outliers in the shift as the threshold. + trim (bool): Whether to trim (remove) the first and last soiling intervals to avoid inclusion of partial intervals + method (str): how to treat the recovery of each cleaning event + 'random_clean' - a random recovery between 0-100% + 'perfect_clean' - each cleaning event returns the performance metric to 1 + 'half_norm_clean' (default) - The three-sigma lower bound of recovery is inferred from the fit + of the following interval, the upper bound is 1 with the magnitude + drawn from a half normal centered at 1 + precip_clean_only (bool): If True, only consider cleaning events valid if they coincide with precipitation events + exceedance_prob (float): the probability level to use for exceedance value calculation in percent + confidence_level (float): the size of the confidence interval to return, in percent + recenter (bool): specify whether data is centered to normalized yield of 1 based on first year median + max_relative_slope_error (numeric): the maximum relative size of the slope confidence interval for an interval to be + considered valid (percentage). + max_negative_step (numeric): The maximum magnitude of negative discrete steps allowed in an interval for the interval + to be considered valid (units of normalized performance metric). + random_seed (int): Seed for random number generation in the Monte Carlo simulation. Use to ensure identical results on + subsequent runs. Not a substitute for doing a sufficient number of Mote Carlo repetitions. + + Returns + ------- + tuple of (insolation_weighted_soiling_ratio, confidence_interval, calc_info) + insolation_weighted_soiling_ratio: float + P50 insolation weighted soiling ratio based on stochastic rate and recovery analysis + confidence_interval: numpy ndarray + confidence interval (size specified by confidence_level) of degradation + rate estimate + calc_info: dict + ('renormalizing_factor'): value used to recenter data + ('exceedance_level'): the insolation-weighted soiling ratio that was outperformed with + probability of exceedance_prob + ('stochastic_soiling_profiles'): List of Pandas series corresponding to the Monte Carlo + realizations of soiling ratio profiles + ('soiling_interval_summary'): Pandas dataframe summarizing the soiling intervals identified + ('soiling_ratio_perfect_clean'): Pandas series of the soiling ratio during valid soiling intervals assuming + perfect cleaning and P50 slopes. + ''' self._calc_daily_df(day_scale=day_scale, clean_threshold=clean_threshold, recenter=recenter) self._calc_result_df(trim=trim, max_relative_slope_error=max_relative_slope_error, max_negative_step=max_negative_step) @@ -357,6 +456,56 @@ def soiling_srr(daily_normalized_energy, daily_insolation, reps=1000, trim=False, method='half_norm_clean', precip_clean_only=False, exceedance_prob=95.0, confidence_level=68.2, recenter=True, max_relative_slope_error=500.0, max_negative_step=0.05, random_seed=None): + ''' + Functional wrapper for srr_analysis(). Perform the stochastic rate and recovery soiling + loss calculation. Based on the methods presented in Deceglie et al. JPV 8(2) p547 2018. + + Parameters + ---------- + daily_normalized_energy (pandas timeseries): Daily performance metric (i.e. performance index, yield, etc.) + daily_insolation (pandas timeseries): Daily plane-of-array insolation corresponding to daily_normalized_energy + reps (int): number of Monte Carlo realizations to calculate + precip (pandas timeseries): Daily total precipitation. (Only used if precip_clean_only=True) + day_scale (int): The number of days to use in rolling median for cleaning detection, and the maximum number of + days of missing data to tolerate in a valid interval + clean_threshold (float or str): The fractional positive shift in rolling median for cleaning detection. + Or specify 'infer' to automatically use outliers in the shift as the threshold. + trim (bool): Whether to trim (remove) the first and last soiling intervals to avoid inclusion of partial intervals + method (str): how to treat the recovery of each cleaning event + 'random_clean' - a random recovery between 0-100% + 'perfect_clean' - each cleaning event returns the performance metric to 1 + 'half_norm_clean' (default) - The three-sigma lower bound of recovery is inferred from the fit + of the following interval, the upper bound is 1 with the magnitude + drawn from a half normal centered at 1 + precip_clean_only (bool): If True, only consider cleaning events valid if they coincide with precipitation events + exceedance_prob (float): the probability level to use for exceedance value calculation in percent + confidence_level (float): the size of the confidence interval to return, in percent + recenter (bool): specify whether data is centered to normalized yield of 1 based on first year median + max_relative_slope_error (numeric): the maximum relative size of the slope confidence interval for an interval to be + considered valid (percentage). + max_negative_step (numeric): The maximum magnitude of negative discrete steps allowed in an interval for the interval + to be considered valid (units of normalized performance metric). + random_seed (int): Seed for random number generation in the Monte Carlo simulation. Use to ensure identical results on + subsequent runs. Not a substitute for doing a sufficient number of Mote Carlo repetitions. + + Returns + ------- + tuple of (insolation_weighted_soiling_ratio, confidence_interval, calc_info) + insolation_weighted_soiling_ratio: float + P50 insolation weighted soiling ratio based on stochastic rate and recovery analysis + confidence_interval: numpy ndarray + confidence interval (size specified by confidence_level) of degradation + rate estimate + calc_info: dict + ('renormalizing_factor'): value used to recenter data + ('exceedance_level'): the insolation-weighted soiling ratio that was outperformed with + probability of exceedance_prob + ('stochastic_soiling_profiles'): List of Pandas series corresponding to the Monte Carlo + realizations of soiling ratio profiles + ('soiling_interval_summary'): Pandas dataframe summarizing the soiling intervals identified + ('soiling_ratio_perfect_clean'): Pandas series of the soiling ratio during valid soiling intervals assuming + perfect cleaning and P50 slopes. + ''' srr = srr_analysis(daily_normalized_energy, daily_insolation, precip=precip) From 5be6c8ff4a12c2c1b7b07e212df0129574f78d03 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Mon, 15 Apr 2019 10:39:16 -0600 Subject: [PATCH 073/146] Upload workflow with soiling --- screenshots/RdTools workflows.png | Bin 0 -> 26884 bytes 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 screenshots/RdTools workflows.png diff --git a/screenshots/RdTools workflows.png b/screenshots/RdTools workflows.png new file mode 100644 index 0000000000000000000000000000000000000000..cf0d26d913b9f2e6e6cd3d16eebbdbd79a4520f1 GIT binary patch literal 26884 zcmeFZcRbZ^{5OtNLMTLJ?-AK6j>zWNdzQV)UI!J5>`li$j(uciDNvd`7f&@hJ3(9oN( zZUO(3$jjCV{DtnKCL@7X((`B;_{SY5SzQ-2G?M$5f6y({k-#V7XmZb=X?UWqLvMek z*GvxXct|gYCrNPc3mS74eRN)l*_}{axqCX#%||d_qm$gg$SQl+jCQMUh*;{T9FFXL z)sBZ2STVZ5n>0^+SF=)9}@UE?&Z0=vd-t7z6=m znAB+h^W*=K95UWEcQMRQvZon_H!$!XCCzvQxehHoD)=m&=NmGk{Fb-h`wn~I0*S2~ 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RdTools_workflows.png} | Bin 1 file changed, 0 insertions(+), 0 deletions(-) rename screenshots/{RdTools workflows.png => RdTools_workflows.png} (100%) diff --git a/screenshots/RdTools workflows.png b/screenshots/RdTools_workflows.png similarity index 100% rename from screenshots/RdTools workflows.png rename to screenshots/RdTools_workflows.png From bf07f2129a4934e00b75430cca0457fa42b00d0a Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Mon, 15 Apr 2019 10:56:51 -0600 Subject: [PATCH 075/146] change irradiance-weighted to insolation-weighted in soiling output --- docs/degradation_example.ipynb | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/docs/degradation_example.ipynb b/docs/degradation_example.ipynb index 30b67b07..8be776d1 100644 --- a/docs/degradation_example.ipynb +++ b/docs/degradation_example.ipynb @@ -417,12 +417,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "The P50 irradiance-weighted soiling ratio is 0.973\n" + "The P50 insolation-weighted soiling ratio is 0.973\n" ] } ], "source": [ - "print('The P50 irradiance-weighted soiling ratio is %0.3f'%sr)" + "print('The P50 insolation-weighted soiling ratio is %0.3f'%sr)" ] }, { @@ -434,13 +434,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "The 68.2 confidence interval for the irradiance-weightedsoiling ratio is 0.965–0.978\n" + "The 68.2 confidence interval for the insolation-weighted soiling ratio is 0.965–0.978\n" ] } ], "source": [ - "print('The %0.1f confidence interval for the irradiance-weighted'\n", - " 'soiling ratio is %0.3f–%0.3f'%(cl, sr_ci[0], sr_ci[1]))" + "print('The %0.1f confidence interval for the insolation-weighted'\n", + " ' soiling ratio is %0.3f–%0.3f'%(cl, sr_ci[0], sr_ci[1]))" ] }, { From 0db7673215769f6e36d02ee8ee0902e4613068fa Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Mon, 15 Apr 2019 10:59:53 -0600 Subject: [PATCH 076/146] add soiling histogram for readme --- screenshots/soiling_histogram.png | Bin 0 -> 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z{6)Q<_ZecdFk-x`vB>!pPTnW|!+D11oqJZt6@KS@8QkUXIBHX@SO5H%GZ;RtTP~%` z)68bef70*Fwqmxu#a79CXT$fHi&dIm#LC!jzPbIusx!60D7$_=d+UosMWm6A0-^f6 zVs9U6UChP|*cx&1>Sjrvv&85o6X^a&*w4$_&0_A_&d*D**%Y9-`6gh!0}u>~iJ*nP z9<;K|%m|j3E}MHYsMWu-9!99#&D^;?E+hKbR$1c*(Tf2(X1MFXpfOg=LfJX}AWb_6yEHnD|p zn`E{YGwz;!lL8`suo0C@*ohiZdJL5=rH<>Cm$JTjs8u0*o3fA{m31oKZT&!qqr?3R zz{aRz1qM=e{*xdeE>o%n5lA;YEgqgY(KD=K$IMqk(8)@H46 z@T$a84};eagNYtaWtGw8jgQQ9e4b7^a<&-R$pjysnzFkB+#8B9XsxMU9=InjG34s+ zWFuY$X_q4>g1(GIQa-hu+Dh=3g+~X%guw2D?9Z06Et|p(s^?sEqy*-HzuyK#%Qs&Mx>Ay4x? z8(tf<`5q}N4wP?3RSy>bi(_N*E}}Jn$8v=2_l>9j0apAAj=aO{dAlb5&t=u3LGpjc=hS) s|M4xOWZ+wbn?C;EAQSoj`Cr@ Date: Mon, 15 Apr 2019 11:16:44 -0600 Subject: [PATCH 077/146] Update readme with soiling information --- README.md | 28 +++++++++++++++++++++++----- 1 file changed, 23 insertions(+), 5 deletions(-) diff --git a/README.md b/README.md index 6ed3d767..4c2632db 100644 --- a/README.md +++ b/README.md @@ -5,22 +5,25 @@ Development branch: [![Build Status](https://travis-ci.org/NREL/rdtools.svg?bran RdTools is a set of Python tools for analysis of photovoltaic data. In particular, PV production data is evaluated over several years -to obtain rates of performance degradation over time. RdTools can +to obtain rates of performance degradation and soiling loss. RdTools can handle both high frequency (hourly or better) or low frequency (daily, weekly, etc.) datasets. Best results are obtained with higher frequency data. Full examples are worked out in the example notebooks in [rdtools/docs](./docs/degradation_example.ipynb). ## Workflow +RdTools supports a number of workflows, but a typical analysis follows the following: 0. Import and preliminary calculations 1. Normalize data using a performance metric 2. Filter data that creates bias 3. Aggregate data -4. Analyze aggregated data to estimate the degradation rate +4. Analyze aggregated data to estimate the degradation rate and/or soiling loss +Steps 1 and 2 may be accomplished with the clearsky workflow ([see example](./docs/degradation_example.ipynb)) +which can help elliminate problems from irradiance sensor drift. -RdTools Workflow +RdTools Workflow ## Degradation Results @@ -42,6 +45,11 @@ clear-sky conditions to be analyzed. In many cases, the 'clear-sky' analysis ca of instrument errors or irradiance sensor drift, such as in the above analysis. +## Soiling Results +Soiling can be estimated with the stochastic rate and recovery (SRR) method (Deceglie 2018). This method works well when soiling patterns follow a "sawtooth" pattern, a linear decline followed by a sharp recovery associated with natural or mannual cleaning. `rdtools.soiling_srr()` performs the calculation and returns the P50 insolation-weighted soiling ratio, confidence interval, and additional information (`soiling_info`) which includes a summary of the soiling intervals identified, `soiling_info['soiling_interval_summary']`. This summary table can, for example, be used to plot a histogram of the identified soiling rates for the dataset. + +RdTools Result + ## Install RdTools using pip RdTools can be installed automatically into Python from PyPI using the command line: @@ -105,12 +113,22 @@ degradation.degradataion_year_on_year(aggregated) ''' ``` +```Python +soiling.soiling_srr(aggregated, aggregated_insolation) + ''' + Inputs: Daily aggregated, normalized, filtered time series data for normalized performance and insolation + Outputs: Tuple: `sr`: Insolation-weighted soiling ratio + `sr_ci`: Confidence interval `soiling_info`: associated analysis data + ''' +``` + ## Citing RdTools -The underlying workflow of RdTools has been published in several places. If you use RdTools in a published work, please cite the following: +The underlying workflow of RdTools has been published in several places. If you use RdTools in a published work, please cite the following as appropriate: - D. Jordan, C. Deline, S. Kurtz, G. Kimball, M. Anderson, "Robust PV Degradation Methodology and Application", - IEEE Journal of Photovoltaics, 2017 + IEEE Journal of Photovoltaics, 8(2) pp. 525-531, 2018 + - M. G. Deceglie, L. Micheli and M. Muller, "Quantifying Soiling Loss Directly From PV Yield," in IEEE Journal of Photovoltaics, 8(2), pp. 547-551, 2018 - RdTools, version x.x.x, https://github.com/NREL/rdtools, [DOI:10.5281/zenodo.1210316](https://doi.org/10.5281/zenodo.1210316) *(be sure to include the version number used in your analysis)* From 7cdaca7769b1c3a28377ec5261134e5f37d653f9 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Tue, 16 Apr 2019 10:33:31 -0600 Subject: [PATCH 078/146] Rename the example notebook --- ...dation_example.ipynb => degradation_and_soiling_example.ipynb} | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename docs/{degradation_example.ipynb => degradation_and_soiling_example.ipynb} (100%) diff --git a/docs/degradation_example.ipynb b/docs/degradation_and_soiling_example.ipynb similarity index 100% rename from docs/degradation_example.ipynb rename to docs/degradation_and_soiling_example.ipynb From badb97653751f03879fe5880a64d475285b87a40 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Tue, 16 Apr 2019 10:42:07 -0600 Subject: [PATCH 079/146] Add docstring to srr_analysis.__init__() --- rdtools/soiling.py | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/rdtools/soiling.py b/rdtools/soiling.py index b9df4350..12c66016 100644 --- a/rdtools/soiling.py +++ b/rdtools/soiling.py @@ -22,6 +22,12 @@ class srr_analysis(): analysis presented in Deceglie et al. JPV 8(2) p547 2018 ''' def __init__(self, daily_normalized_energy, daily_insolation, precip=None): + ''' + daily_normalized_energy (pandas timeseries): Daily performance metric (i.e. performance index, yield, etc.) + daily_insolation (pandas timeseries): Daily plane-of-array insolation corresponding to daily_normalized_energy + precip (pandas timeseries): Daily total precipitation. (Only used if precip_clean_only=True in subsequent calculations) + ''' + self.pm = daily_normalized_energy # daily performance metric self.insol = daily_insolation self.precip = precip # daily precipitation From 5997bdbceba657d053331b65cfa2b09df0bda363 Mon Sep 17 00:00:00 2001 From: cdeline Date: Tue, 16 Apr 2019 11:45:04 -0600 Subject: [PATCH 080/146] minor pylint recommended style changes in soiling.py --- rdtools/soiling.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/rdtools/soiling.py b/rdtools/soiling.py index 12c66016..89129fc9 100644 --- a/rdtools/soiling.py +++ b/rdtools/soiling.py @@ -31,6 +31,8 @@ def __init__(self, daily_normalized_energy, daily_insolation, precip=None): self.pm = daily_normalized_energy # daily performance metric self.insol = daily_insolation self.precip = precip # daily precipitation + self.random_profiles = [] #random soiling profiles in _calc_monte + self.monte_losses = [] #insolation-weighted soiling ratios in _calc_monte if self.pm.index.freq != 'D': raise ValueError('Daily performance metric series must have daily frequency') @@ -357,7 +359,7 @@ def _calc_monte(self, monte, method='half_norm_clean', precip_clean_only=False, results_rand['start_loss'] = start_list else: - raise(ValueError("Invalid method specification")) + raise ValueError("Invalid method specification") df_rand = df_rand.reset_index().merge(results_rand, how='left', on='run').set_index('date') df_rand['loss'] = np.nan From 2602f12f3b36dee1cd1d6a54bddb5fb7595a728d Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Tue, 16 Apr 2019 12:04:52 -0600 Subject: [PATCH 081/146] pep8 compliant comments --- rdtools/soiling.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/rdtools/soiling.py b/rdtools/soiling.py index 89129fc9..b7c07b00 100644 --- a/rdtools/soiling.py +++ b/rdtools/soiling.py @@ -31,8 +31,8 @@ def __init__(self, daily_normalized_energy, daily_insolation, precip=None): self.pm = daily_normalized_energy # daily performance metric self.insol = daily_insolation self.precip = precip # daily precipitation - self.random_profiles = [] #random soiling profiles in _calc_monte - self.monte_losses = [] #insolation-weighted soiling ratios in _calc_monte + self.random_profiles = [] # random soiling profiles in _calc_monte + self.monte_losses = [] # insolation-weighted soiling ratios in _calc_monte if self.pm.index.freq != 'D': raise ValueError('Daily performance metric series must have daily frequency') From 09aea556322c93657548c1e8a2b15c8e2f531595 Mon Sep 17 00:00:00 2001 From: Kevin Anderson <57452607+kanderso-nrel@users.noreply.github.com> Date: Thu, 14 Nov 2019 09:43:07 -0700 Subject: [PATCH 082/146] Docstring standardization and pep8 formatting (#125) * docstring and formatting changes for aggregation.py * docstring and formatting changes for clearsky_temperature.py * docstring and formatting changes for degradation.py * docstring and formatting changes for filtering.py * docstring and formatting changes for normalization.py * docstring and formatting changes for soiling.py * whitespace fix * various spelling updates * docstring formatting cleanup for sphinx * add sphinx configuration files and index.rst * fix typos * document missing parameters for get_clearsky_tamb * fix sphinx error about html_static_path entry * add nrel.gov link * Add docstrings for undocumented functions. * Expand docstrings for the degradation rate estimation functions * ignore modules.rst because we don't need it and it just generates warnings * update copyright and author in sphinx docs * integrate README.md content into RTD sphinx docs * add api.rst and remove sphinx-apidoc * integrate ipython notebook examples with sphinx docs * Update requirements.txt for Sphinx: m2r, nbsphinx, nbsphinx-link * try upgrading statsmodels in requirements.txt... * need to rev h5py, numpy and scipy to avoid setup install errors. * add ipython to requirements.txt to allow inline ipython notebook examples * rollback scipy to 1.2.2 (py27 compliant) * custom .yml and requirements file for rtd * point to index.html in conf.py * test out path fixes for README.md to RST conversion --- .gitignore | 3 + .readthedocs.yml | 6 + README.md | 46 +- .../Clearsky_result_updated.png | Bin .../RdTools_workflows.png | Bin {screenshots => _static}/Workflow1.png | Bin .../soiling_histogram.png | Bin docs/degradation_and_soiling_example.ipynb | 30 +- docs/sphinx/Makefile | 20 + docs/sphinx/build.bat | 18 + docs/sphinx/make.bat | 35 ++ docs/sphinx/source/_static/no_scrollbars.css | 11 + docs/sphinx/source/api.rst | 105 ++++ docs/sphinx/source/conf.py | 79 +++ docs/sphinx/source/example.nblink | 3 + docs/sphinx/source/index.rst | 31 ++ docs/sphinx/source/readme_link.rst | 1 + docs/sphinx/sphinx_requirements.txt | 5 + rdtools/aggregation.py | 14 +- rdtools/clearsky_temperature.py | 52 +- rdtools/degradation.py | 167 +++--- rdtools/filtering.py | 72 ++- rdtools/normalization.py | 425 +++++++++------ rdtools/soiling.py | 509 ++++++++++++------ requirements.txt | 8 +- 25 files changed, 1152 insertions(+), 488 deletions(-) create mode 100644 .readthedocs.yml rename {screenshots => _static}/Clearsky_result_updated.png (100%) rename {screenshots => _static}/RdTools_workflows.png (100%) rename {screenshots => _static}/Workflow1.png (100%) rename {screenshots => _static}/soiling_histogram.png (100%) create mode 100644 docs/sphinx/Makefile create mode 100644 docs/sphinx/build.bat create mode 100644 docs/sphinx/make.bat create mode 100644 docs/sphinx/source/_static/no_scrollbars.css create mode 100644 docs/sphinx/source/api.rst create mode 100644 docs/sphinx/source/conf.py create mode 100644 docs/sphinx/source/example.nblink create mode 100644 docs/sphinx/source/index.rst create mode 100644 docs/sphinx/source/readme_link.rst create mode 100644 docs/sphinx/sphinx_requirements.txt diff --git a/.gitignore b/.gitignore index f0f72a34..853f8f39 100644 --- a/.gitignore +++ b/.gitignore @@ -19,6 +19,9 @@ docs/.ipynb_checkpoints/degradation_example-checkpoint.ipynb *.ipynb_checkpoints* +# sphinx docs build +docs/sphinx/source/generated + # ignore setup and egg-info .eggs/ build/ diff --git a/.readthedocs.yml b/.readthedocs.yml new file mode 100644 index 00000000..13a63eed --- /dev/null +++ b/.readthedocs.yml @@ -0,0 +1,6 @@ +python: + version: 3.6 + install: + - requirements: docs/sphinx/sphinx_requirements.txt + use_system_site_packages: true + pip_install: true diff --git a/README.md b/README.md index 4c2632db..45bc07e6 100644 --- a/README.md +++ b/README.md @@ -1,7 +1,10 @@ # About RdTools -Master branch: [![Build Status](https://travis-ci.org/NREL/rdtools.svg?branch=master)](https://travis-ci.org/NREL/rdtools) -Development branch: [![Build Status](https://travis-ci.org/NREL/rdtools.svg?branch=development)](https://travis-ci.org/NREL/rdtools) +Master branch: +[![Build Status](https://travis-ci.org/NREL/rdtools.svg?branch=master)](https://travis-ci.org/NREL/rdtools) + +Development branch: +[![Build Status](https://travis-ci.org/NREL/rdtools.svg?branch=development)](https://travis-ci.org/NREL/rdtools) RdTools is a set of Python tools for analysis of photovoltaic data. In particular, PV production data is evaluated over several years @@ -9,7 +12,7 @@ to obtain rates of performance degradation and soiling loss. RdTools can handle both high frequency (hourly or better) or low frequency (daily, weekly, etc.) datasets. Best results are obtained with higher frequency data. -Full examples are worked out in the example notebooks in [rdtools/docs](./docs/degradation_example.ipynb). +Full examples are worked out in the example notebooks in the [documentation](https://rdtools.readthedocs.io/en/latest/example.html). ## Workflow RdTools supports a number of workflows, but a typical analysis follows the following: @@ -20,10 +23,10 @@ RdTools supports a number of workflows, but a typical analysis follows the follo 3. Aggregate data 4. Analyze aggregated data to estimate the degradation rate and/or soiling loss -Steps 1 and 2 may be accomplished with the clearsky workflow ([see example](./docs/degradation_example.ipynb)) +Steps 1 and 2 may be accomplished with the clearsky workflow ([see example](https://rdtools.readthedocs.io/en/latest/example.html)) which can help elliminate problems from irradiance sensor drift. -RdTools Workflow +RdTools Workflow ## Degradation Results @@ -31,10 +34,10 @@ The preferred method for degradation rate estimation is the year-on-year (YOY) a available in `degradation.degradation_year_on_year`. The YOY calculation yields in a distribution of degradation rates, the central tendency of which is the most representative of the true degradation. The width of the distribution provides information about the uncertainty in the -estimate via a bootstrap calculation. The [example notebook](./docs/degradation_example.ipynb) uses the output of `degradation.degradation_year_on_year()` +estimate via a bootstrap calculation. The [example notebook](https://rdtools.readthedocs.io/en/latest/example.html) uses the output of `degradation.degradation_year_on_year()` to visualize the calculation. -RdTools Result +RdTools Result Two workflows are available for system performance ratio calculation, and illustrated in an example notebook. @@ -48,7 +51,7 @@ of instrument errors or irradiance sensor drift, such as in the above analysis. ## Soiling Results Soiling can be estimated with the stochastic rate and recovery (SRR) method (Deceglie 2018). This method works well when soiling patterns follow a "sawtooth" pattern, a linear decline followed by a sharp recovery associated with natural or mannual cleaning. `rdtools.soiling_srr()` performs the calculation and returns the P50 insolation-weighted soiling ratio, confidence interval, and additional information (`soiling_info`) which includes a summary of the soiling intervals identified, `soiling_info['soiling_interval_summary']`. This summary table can, for example, be used to plot a histogram of the identified soiling rates for the dataset. -RdTools Result +RdTools Result ## Install RdTools using pip @@ -68,7 +71,7 @@ RdTools currently runs in both Python 2.7 and 3.6. ## Usage and examples -Full workflow examples are found in the notebooks in [rdtools/docs](./docs/degradation_example.ipynb). The examples are designed to work with python 3.6. For a consistent experience, we recommend installing the packages and versions documented in `docs/notebook_requirements.txt`. This can be achieved in your environment by first installing RdTools as described above, then running `pip install -r docs/notebook_requirements.txt` from the base directory. +Full workflow examples are found in the notebooks in [rdtools/docs](https://rdtools.readthedocs.io/en/latest/example.html). The examples are designed to work with python 3.6. For a consistent experience, we recommend installing the packages and versions documented in `docs/notebook_requirements.txt`. This can be achieved in your environment by first installing RdTools as described above, then running `pip install -r docs/notebook_requirements.txt` from the base directory. The following functions are used for degradation analysis: @@ -124,11 +127,26 @@ soiling.soiling_srr(aggregated, aggregated_insolation) ## Citing RdTools + + + + + + + + + + + + + + The underlying workflow of RdTools has been published in several places. If you use RdTools in a published work, please cite the following as appropriate: - - D. Jordan, C. Deline, S. Kurtz, G. Kimball, M. Anderson, "Robust PV Degradation Methodology and Application", - IEEE Journal of Photovoltaics, 8(2) pp. 525-531, 2018 + - D. Jordan, C. Deline, S. Kurtz, G. Kimball, M. Anderson, "Robust PV Degradation Methodology and Application", IEEE Journal of Photovoltaics, 8(2) pp. 525-531, 2018 + ‌‌ - M. G. Deceglie, L. Micheli and M. Muller, "Quantifying Soiling Loss Directly From PV Yield," in IEEE Journal of Photovoltaics, 8(2), pp. 547-551, 2018 + ‌‌ - RdTools, version x.x.x, https://github.com/NREL/rdtools, [DOI:10.5281/zenodo.1210316](https://doi.org/10.5281/zenodo.1210316) *(be sure to include the version number used in your analysis)* @@ -142,10 +160,16 @@ https://neo.sci.gsfc.nasa.gov/view.php?datasetId=MOD_LSTN_CLIM_M Other useful references which may also be consulted for degradation rate methodology include: + + - D. C. Jordan, M. G. Deceglie, S. R. Kurtz, “PV degradation methodology comparison — A basis for a standard”, in 43rd IEEE Photovoltaic Specialists Conference, Portland, OR, USA, 2016, DOI: 10.1109/PVSC.2016.7749593. + ‌‌ - Jordan DC, Kurtz SR, VanSant KT, Newmiller J, Compendium of Photovoltaic Degradation Rates, Progress in Photovoltaics: Research and Application, 2016, 24(7), 978 - 989. + ‌‌ - D. Jordan, S. Kurtz, PV Degradation Rates – an Analytical Review, Progress in Photovoltaics: Research and Application, 2013, 21(1), 12 - 29. + ‌‌ - E. Hasselbrink, M. Anderson, Z. Defreitas, M. Mikofski, Y.-C.Shen, S. Caldwell, A. Terao, D. Kavulak, Z. Campeau, D. DeGraaff, “Validation of the PVLife model using 3 million module-years of live site data”, 39th IEEE Photovoltaic Specialists Conference, Tampa, FL, USA, 2013, p. 7 – 13, DOI: 10.1109/PVSC.2013.6744087. + ‌‌ ## Further Instructions and Updates diff --git a/screenshots/Clearsky_result_updated.png b/_static/Clearsky_result_updated.png similarity index 100% rename from screenshots/Clearsky_result_updated.png rename to _static/Clearsky_result_updated.png diff --git a/screenshots/RdTools_workflows.png b/_static/RdTools_workflows.png similarity index 100% rename from screenshots/RdTools_workflows.png rename to _static/RdTools_workflows.png diff --git a/screenshots/Workflow1.png b/_static/Workflow1.png similarity index 100% rename from screenshots/Workflow1.png rename to _static/Workflow1.png diff --git a/screenshots/soiling_histogram.png b/_static/soiling_histogram.png similarity index 100% rename from screenshots/soiling_histogram.png rename to _static/soiling_histogram.png diff --git a/docs/degradation_and_soiling_example.ipynb b/docs/degradation_and_soiling_example.ipynb index 8be776d1..b1f70325 100644 --- a/docs/degradation_and_soiling_example.ipynb +++ b/docs/degradation_and_soiling_example.ipynb @@ -65,7 +65,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# 0: Import and preliminary calculations\n", + "## 0: Import and preliminary calculations\n", "\n", "\n", "This section prepares the data necesary for an `rdtools` calculation. The first step of the `rdtools` workflow is normaliztion, which requires a time series of energy yield, a time series of cell temperature, and a time series of irradiance, along with some metadata (see Step 1: Normalize)\n", @@ -169,7 +169,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# 1: Normalize\n", + "## 1: Normalize\n", "\n", "Data normalization is achieved with `rdtools.normalize_with_pvwatts()`. We provide a time sereis of energy, along with keywords used to run a pvwatts model of the system. More information available in the docstring." ] @@ -218,7 +218,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# 2: Filter\n", + "## 2: Filter\n", "\n", "Data filtering is used to exclude data points that represent invalid data, create bias in the analysis, or introduce significant noise.\n", "\n", @@ -265,7 +265,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# 3: Aggregate\n", + "## 3: Aggregate\n", "\n", "Data is aggregated with an irradiance weighted average. This can be useful, for example with daily aggregation, to reduce the impact of high-error data points in the morning and evening." ] @@ -300,7 +300,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# 4: Degradation calculation\n", + "## 4: Degradation calculation\n", "\n", "Data is then analyzed to estimate the degradation rate representing the PV system behavior. The results are visualized and statistics are reported, including the 68.2% confidence interval, and the P95 exceedence value." ] @@ -385,7 +385,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# 5: Soiling calculations \n", + "## 5: Soiling calculations \n", "\n", "This section illustrates how the aggreagated data can be used to estimate soiling losses using the stochastic rate and recovery (SRR) method.1\n", "\n", @@ -658,7 +658,7 @@ "heading_collapsed": true }, "source": [ - "# Clear sky workflow\n", + "## Clear sky workflow\n", "The clear sky workflow is useful in that it avoids problems due to drift or recalibration of ground-based sensors. We use `pvlib` to model the clear sky irradiance. This is renormalized to align it with ground-based measurements. Finally we use `rdtools.get_clearsky_tamb()` to model the ambient temperature on clear sky days. This modeled ambient temperature is used to model cell temperature with `pvlib`. If high quality amabient temperature data is available, that can be used instead of the modeled ambient; we proceed with the modeled ambient temperature here for illustrative purposes.\n", "\n", "In this example, note that we have omitted wind data in the cell temperature calculations for illustrative purposes. Wind data can also be included when the data source is trusted for improved results\n", @@ -670,7 +670,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Clear Sky 0: Preliminary Calculations" + "## Clear Sky 0: Preliminary Calculations" ] }, { @@ -703,7 +703,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Clear Sky 1: Normalize\n", + "## Clear Sky 1: Normalize\n", "Normalize as in step 1 above, but this time using clearsky modeled irradiance and cell temperature" ] }, @@ -732,7 +732,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Clear Sky 2: Filter\n", + "## Clear Sky 2: Filter\n", "Filter as in step 2 above, but with the addition of a clear sky index (csi) filter so we consider only points well modeled by the clear sky irradiance model." ] }, @@ -760,7 +760,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Clear Sky 3: Aggregate\n", + "## Clear Sky 3: Aggregate\n", "Aggregate the clear sky version of of the filtered data " ] }, @@ -779,7 +779,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Clear Sky 4: Degradation Calculation\n", + "## Clear Sky 4: Degradation Calculation\n", "Estimate the degradation rate and compare to the results obtained with sensors. In this case, we see that irradiance sensor drift may have biased the sensor-based results, a problem that is corrected by the clear sky approach." ] }, @@ -888,9 +888,9 @@ "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "Python [default]", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -902,7 +902,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.8" + "version": "3.7.3" } }, "nbformat": 4, diff --git a/docs/sphinx/Makefile b/docs/sphinx/Makefile new file mode 100644 index 00000000..d0c3cbf1 --- /dev/null +++ b/docs/sphinx/Makefile @@ -0,0 +1,20 @@ +# Minimal makefile for Sphinx documentation +# + +# You can set these variables from the command line, and also +# from the environment for the first two. +SPHINXOPTS ?= +SPHINXBUILD ?= sphinx-build +SOURCEDIR = source +BUILDDIR = build + +# Put it first so that "make" without argument is like "make help". +help: + @$(SPHINXBUILD) -M help "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) + +.PHONY: help Makefile + +# Catch-all target: route all unknown targets to Sphinx using the new +# "make mode" option. $(O) is meant as a shortcut for $(SPHINXOPTS). +%: Makefile + @$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) diff --git a/docs/sphinx/build.bat b/docs/sphinx/build.bat new file mode 100644 index 00000000..c5d60574 --- /dev/null +++ b/docs/sphinx/build.bat @@ -0,0 +1,18 @@ + +:: helper script for building locally, written by KSA +:: not sure if this is redundant with the makefile. +:: the makefile might only build the html, it might not run sphinx-apidoc + +:: pip install sphinx_rtd_theme +:: pip install m2r +:: pip install nbsphinx +:: pip install nbsphinx-link + +rmdir /s /q .\docs\sphinx\build +mkdir .\docs\sphinx\build + +:: sphinx-apidoc -f -o docs/sphinx/source ./rdtools /separate + +sphinx-build -b html docs/sphinx/source docs/sphinx/build + +xcopy /I .\screenshots .\docs\sphinx\build\screenshots \ No newline at end of file diff --git a/docs/sphinx/make.bat b/docs/sphinx/make.bat new file mode 100644 index 00000000..9534b018 --- /dev/null +++ b/docs/sphinx/make.bat @@ -0,0 +1,35 @@ +@ECHO OFF + +pushd %~dp0 + +REM Command file for Sphinx documentation + +if "%SPHINXBUILD%" == "" ( + set SPHINXBUILD=sphinx-build +) +set SOURCEDIR=source +set BUILDDIR=build + +if "%1" == "" goto help + +%SPHINXBUILD% >NUL 2>NUL +if errorlevel 9009 ( + echo. + echo.The 'sphinx-build' command was not found. Make sure you have Sphinx + echo.installed, then set the SPHINXBUILD environment variable to point + echo.to the full path of the 'sphinx-build' executable. Alternatively you + echo.may add the Sphinx directory to PATH. + echo. + echo.If you don't have Sphinx installed, grab it from + echo.http://sphinx-doc.org/ + exit /b 1 +) + +%SPHINXBUILD% -M %1 %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O% +goto end + +:help +%SPHINXBUILD% -M help %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O% + +:end +popd diff --git a/docs/sphinx/source/_static/no_scrollbars.css b/docs/sphinx/source/_static/no_scrollbars.css new file mode 100644 index 00000000..72a57e5d --- /dev/null +++ b/docs/sphinx/source/_static/no_scrollbars.css @@ -0,0 +1,11 @@ +/* override table width restrictions */ +/* see https://github.com/snide/sphinx_rtd_theme/issues/117 */ +.wy-table-responsive table td, .wy-table-responsive table th { + /* !important prevents the common CSS stylesheets from + overriding this as on RTD they are loaded after this stylesheet */ + white-space: normal !important; +} + +.wy-table-responsive { + overflow: visible !important; +} \ No newline at end of file diff --git a/docs/sphinx/source/api.rst b/docs/sphinx/source/api.rst new file mode 100644 index 00000000..b5ac075c --- /dev/null +++ b/docs/sphinx/source/api.rst @@ -0,0 +1,105 @@ +.. currentmodule:: rdtools + +############# +API reference +############# + + +Submodules +========== + +RdTools is organized into submodules focused on different parts of the data +analysis workflow. + +.. autosummary:: + :toctree: generated/ + + degradation + soiling + filtering + normalization + aggregation + clearsky_temperature + + +Degradation +=========== + +Functions for estimating degradation rates from PV system data. + +.. autosummary:: + :toctree: generated/ + + degradation.degradation_classical_decomposition + degradation.degradation_ols + degradation.degradation_year_on_year + + +Soiling +======= + +Functions for estimating soiling rates from PV system data. + +.. autosummary:: + :toctree: generated/ + + soiling.soiling_srr + soiling.srr_analysis + + +Filtering +========= + +Functions to perform filtering on PV system data. + +.. autosummary:: + :toctree: generated/ + + filtering.clip_filter + filtering.csi_filter + filtering.poa_filter + filtering.tcell_filter + + +Normalization +============= + +Functions for normalizing power measurements for further analysis. + +.. autosummary:: + :toctree: generated/ + + normalization.check_series_frequency + normalization.delta_index + normalization.energy_from_power + normalization.interpolate + normalization.interpolate_series + normalization.irradiance_rescale + normalization.normalize_with_pvwatts + normalization.normalize_with_sapm + normalization.pvwatts_dc_power + normalization.sapm_dc_power + normalization.t_step_nanoseconds + normalization.trapz_aggregate + + +Aggregation +=========== + +Functions to aggregate PV system data. + +.. autosummary:: + :toctree: generated/ + + aggregation.aggregation_insol + + +Clear-Sky Temperature +===================== + +Functions for modeling ambient temperature. + +.. autosummary:: + :toctree: generated/ + + clearsky_temperature.get_clearsky_tamb diff --git a/docs/sphinx/source/conf.py b/docs/sphinx/source/conf.py new file mode 100644 index 00000000..bc82ce97 --- /dev/null +++ b/docs/sphinx/source/conf.py @@ -0,0 +1,79 @@ +# Configuration file for the Sphinx documentation builder. +# +# This file only contains a selection of the most common options. For a full +# list see the documentation: +# http://www.sphinx-doc.org/en/master/config + +# -- Path setup -------------------------------------------------------------- + +# If extensions (or modules to document with autodoc) are in another directory, +# add these directories to sys.path here. If the directory is relative to the +# documentation root, use os.path.abspath to make it absolute, like shown here. +# + + +# prefer local rdtools folder to one installed in a venv or site-packages: +import os +import sys +sys.path.insert(0, os.path.abspath('../../..')) + + +# -- Project information ----------------------------------------------------- + +project = 'RdTools' +copyright = '2016–2019 kwhanalytics, Alliance for Sustainable Energy, LLC, and SunPower' +author = 'kwhanalytics, Alliance for Sustainable Energy, LLC, and SunPower' + +# The full version, including alpha/beta/rc tags +import rdtools +release = version = rdtools.__version__ + + +# -- General configuration --------------------------------------------------- + +# Add any Sphinx extension module names here, as strings. They can be +# extensions coming with Sphinx (named 'sphinx.ext.*') or your custom +# ones. +extensions = [ + 'sphinx.ext.napoleon', + 'sphinx_rtd_theme', + 'sphinx.ext.autosummary', + 'm2r', + 'nbsphinx', + 'nbsphinx_link', +] + +autosummary_generate = True + +# Add any paths that contain templates here, relative to this directory. +templates_path = ['_templates'] + +# List of patterns, relative to source directory, that match files and +# directories to ignore when looking for source files. +# This pattern also affects html_static_path and html_extra_path. + +exclude_patterns = [] + +source_suffix = ['.rst', '.md'] + +# -- Options for HTML output ------------------------------------------------- + +# The theme to use for HTML and HTML Help pages. See the documentation for +# a list of builtin themes. +# +html_theme = 'sphinx_rtd_theme' + +# toctree sidebar depth +html_theme_options = { + 'navigation_depth': 4, + 'collapse_navigation': False +} +# Add any paths that contain custom static files (such as style sheets) here, +# relative to this directory. They are copied after the builtin static files, +# so a file named "default.css" will overwrite the builtin "default.css". +html_static_path = ['_static', '../../../_static'] + +master_doc = 'index' +# A workaround for the responsive tables always having annoying scrollbars. +def setup(app): + app.add_stylesheet("no_scrollbars.css") \ No newline at end of file diff --git a/docs/sphinx/source/example.nblink b/docs/sphinx/source/example.nblink new file mode 100644 index 00000000..812e764d --- /dev/null +++ b/docs/sphinx/source/example.nblink @@ -0,0 +1,3 @@ +{ + "path": "../../degradation_and_soiling_example.ipynb" +} \ No newline at end of file diff --git a/docs/sphinx/source/index.rst b/docs/sphinx/source/index.rst new file mode 100644 index 00000000..83cb8918 --- /dev/null +++ b/docs/sphinx/source/index.rst @@ -0,0 +1,31 @@ +.. RdTools documentation master file, created by + sphinx-quickstart on Wed Nov 6 11:54:52 2019. + You can adapt this file completely to your liking, but it should at least + contain the root `toctree` directive. + +RdTools Overview +================ + +.. include:: readme_link.rst + + +.. toctree:: + :hidden: + + self + +Documentation Contents +====================== + +.. toctree:: + :maxdepth: 2 + + In-Depth Examples + API Reference + +Indices and tables +================== + +* :ref:`genindex` +* :ref:`modindex` +* :ref:`search` \ No newline at end of file diff --git a/docs/sphinx/source/readme_link.rst b/docs/sphinx/source/readme_link.rst new file mode 100644 index 00000000..aa00f1cc --- /dev/null +++ b/docs/sphinx/source/readme_link.rst @@ -0,0 +1 @@ +.. mdinclude:: ../../../README.md \ No newline at end of file diff --git a/docs/sphinx/sphinx_requirements.txt b/docs/sphinx/sphinx_requirements.txt new file mode 100644 index 00000000..3f15c96d --- /dev/null +++ b/docs/sphinx/sphinx_requirements.txt @@ -0,0 +1,5 @@ +m2r==0.2.1 +nbsphinx==0.4.3 +nbsphinx-link==1.3.0 +pandas==0.23.0 +pvlib==0.6.1 \ No newline at end of file diff --git a/rdtools/aggregation.py b/rdtools/aggregation.py index 4d3baeb2..c4fee06f 100644 --- a/rdtools/aggregation.py +++ b/rdtools/aggregation.py @@ -8,18 +8,20 @@ def aggregation_insol(normalized_energy, insolation, frequency='D'): Parameters ---------- - normalized_energy: Pandas series (numeric) + normalized_energy : pd.Series Normalized energy time series - insolation: Pandas series (numeric) - Time series of insolation associated with each normalize_energy point - frequency: Pandas offset string + insolation : pd.Series + Time series of insolation associated with each `normalized_energy` + point + frequency : Pandas offset string, default 'D' Target frequency at which to aggregate Returns ------- - aggregated: Pandas Series (numeric) + aggregated : pd.Series Insolation weighted average, aggregated at frequency ''' - aggregated = (insolation * normalized_energy).resample(frequency).sum() / insolation.resample(frequency).sum() + aggregated = (insolation * normalized_energy).resample(frequency).sum() / \ + insolation.resample(frequency).sum() return aggregated diff --git a/rdtools/clearsky_temperature.py b/rdtools/clearsky_temperature.py index 9f6ac915..7f7f7d73 100644 --- a/rdtools/clearsky_temperature.py +++ b/rdtools/clearsky_temperature.py @@ -6,31 +6,41 @@ import numpy as np import warnings -def get_clearsky_tamb(times, latitude, longitude, window_size=40, gauss_std=20): +def get_clearsky_tamb(times, latitude, longitude, window_size=40, + gauss_std=20): ''' - Description - ----------- - Estimates the ambient temperature at latitude and longitude for the given times + Estimates the ambient temperature at latitude and longitude for the given + times using a Gaussian rolling window. Parameters ---------- - times: DateTimeIndex in local time - latitude: float degrees - longitude: float degrees + times : pd.DatetimeIndex + A pandas DatetimeIndex, localized to local time + latitude : float + Coordinates in decimal degrees. + longitude : float + Coordinates in decimal degrees. + window_size : int, default 40 + The window size in days to use when calculating rolling averages. + gauss_std : int, default 20 + The standard deviation in days to use for the Gaussian rolling window. Returns ------- - pandas Series of clear sky ambient temperature + pd.Series + clear sky ambient temperature - Reference - --------- + Notes + ----- Uses data from images created by Jesse Allen, NASA's Earth Observatory using data courtesy of the MODIS Land Group. - https://neo.sci.gsfc.nasa.gov/view.php?datasetId=MOD_LSTD_CLIM_M - https://neo.sci.gsfc.nasa.gov/view.php?datasetId=MOD_LSTN_CLIM_M + + * https://neo.sci.gsfc.nasa.gov/view.php?datasetId=MOD_LSTD_CLIM_M + * https://neo.sci.gsfc.nasa.gov/view.php?datasetId=MOD_LSTN_CLIM_M ''' - filepath = pkg_resources.resource_filename('rdtools', 'data/temperature.hdf5') + filepath = pkg_resources.resource_filename('rdtools', + 'data/temperature.hdf5') buffer = timedelta(days=window_size) @@ -38,11 +48,13 @@ def get_clearsky_tamb(times, latitude, longitude, window_size=40, gauss_std=20): freq_actual = pd.infer_freq(times) if freq_actual is None: freq_actual = pd.infer_freq(times[:10]) - warnings.warn("Input 'times' has no frequency attribute. Inferring frequency from first 10 timestamps.") + warnings.warn("Input 'times' has no frequency attribute. " + "Inferring frequency from first 10 timestamps.") else: freq_actual = times.freq - dt_daily = pd.date_range(times.date[0] - buffer, times.date[-1] + buffer, freq='D', tz=times.tz) + dt_daily = pd.date_range(times.date[0] - buffer, times.date[-1] + buffer, + freq='D', tz=times.tz) f = h5py.File(filepath, "r") @@ -82,7 +94,8 @@ def get_clearsky_tamb(times, latitude, longitude, window_size=40, gauss_std=20): df.loc[df['month'] == i + 1, 'day'] = ave_day[i] df.loc[df['month'] == i + 1, 'night'] = ave_night[i] - df = df.rolling(window=window_size, win_type='gaussian', min_periods=1, center=True).mean(std=gauss_std) + df = df.rolling(window=window_size, win_type='gaussian', min_periods=1, + center=True).mean(std=gauss_std) df = df.resample(freq_actual).interpolate(method='linear') df['month'] = df.index.month @@ -97,8 +110,11 @@ def solar_noon_offset(utc_offset): df['solar_noon_offset'] = solar_noon_offset(np.array(utc_offsets)) df['hour_of_day'] = df.index.hour + df.index.minute / 60.0 - df['Clear Sky Temperature (C)'] = _get_temperature(df['hour_of_day'].values, df['night'].values,\ - df['day'].values, df['solar_noon_offset'].values) + df['Clear Sky Temperature (C)'] = _get_temperature( + df['hour_of_day'].values, + df['night'].values, + df['day'].values, + df['solar_noon_offset'].values) return df['Clear Sky Temperature (C)'] diff --git a/rdtools/degradation.py b/rdtools/degradation.py index 0360fab5..3726a4fb 100644 --- a/rdtools/degradation.py +++ b/rdtools/degradation.py @@ -12,20 +12,25 @@ def degradation_ols(normalized_energy, confidence_level=68.2): ''' - Description - ----------- - OLS routine + Estimate the trend of a timeseries using ordinary least-squares regression + and calculate various statistics including a Monte Carlo-derived confidence + interval of slope. Parameters ---------- - normalized_energy: Pandas Time Series (numeric) + normalized_energy: pd.Series Daily or lower frequency time series of normalized system ouput. - confidence_level: the size of the confidence interval to return, in percent + confidence_level: float, default 68.2 + The size of the confidence interval to return, in percent. Returns ------- - (degradation rate, confidence interval, calc_info) - calc_info is a dict that contains slope, intercept, + Rd_pct : float + Estimated degradation rate in units percent/year. + Rd_CI : np.array + The calculated confidence interval bounds. + calc_info : dict + A dict that contains slope, intercept, root mean square error of regression ('rmse'), standard error of the slope ('slope_stderr'), intercept ('intercept_stderr'), and least squares RegressionResults object ('ols_results') @@ -34,7 +39,7 @@ def degradation_ols(normalized_energy, confidence_level=68.2): normalized_energy.name = 'normalized_energy' df = normalized_energy.to_frame() - # calculate a years column as x value for regression, ignoreing leap years + # calculate a years column as x value for regression, ignoring leap years day_diffs = (df.index - df.index[0]) df['days'] = day_diffs.astype('timedelta64[s]') / (60 * 60 * 24) df['years'] = df.days / 365.0 @@ -43,7 +48,8 @@ def degradation_ols(normalized_energy, confidence_level=68.2): df = sm.add_constant(df) # perform regression - ols_model = sm.OLS(endog=df.normalized_energy, exog=df.loc[:, ['const', 'years']], + ols_model = sm.OLS(endog=df.normalized_energy, + exog=df.loc[:, ['const', 'years']], hasconst=True, missing='drop') results = ols_model.fit() @@ -75,26 +81,32 @@ def degradation_ols(normalized_energy, confidence_level=68.2): return (Rd_pct, Rd_CI, calc_info) -def degradation_classical_decomposition(normalized_energy, confidence_level=68.2): +def degradation_classical_decomposition(normalized_energy, + confidence_level=68.2): ''' - Description - ----------- - Classical decomposition routine + Estimate the trend of a timeseries using a classical decomposition approach + (moving average) and calculate various statistics, including the result of + a Mann-Kendall test and a Monte Carlo-derived confidence interval of slope. Parameters ---------- - normalized_energy: Pandas Time Series (numeric) + normalized_energy: pd.Series Daily or lower frequency time series of normalized system ouput. Must be regular time series. - confidence_level: the size of the confidence interval to return, in percent + confidence_level: float, default 68.2 + The size of the confidence interval to return, in percent. Returns ------- - (degradation rate, confidence interval, calc_info) - calc_info is a dict that contains values for - slope, intercept, root mean square error of regression ('rmse'), - standard error of the slope ('slope_stderr') and intercept ('intercept_stderr'), - least squares RegressionResults object ('ols_results'), + Rd_pct : float + Estimated degradation rate in units percent/year. + Rd_CI : np.array + The calculated confidence interval bounds. + calc_info : dict + A dict that contains slope, intercept, + root mean square error of regression ('rmse'), standard error + of the slope ('slope_stderr'), intercept ('intercept_stderr'), + and least squares RegressionResults object ('ols_results'), pandas series for the annual rolling mean ('series'), and Mann-Kendall test trend ('mk_test_trend') ''' @@ -109,20 +121,23 @@ def degradation_classical_decomposition(normalized_energy, confidence_level=68.2 df_check_freq = df_check_freq.dropna() if df_check_freq.index.freq is None: - raise ValueError('Classical decomposition requires a regular time series with' - ' defined frequency and no missing data.') + raise ValueError('Classical decomposition requires a regular time ' + 'series with defined frequency and no missing data.') - # calculate a years column as x value for regression, ignoreing leap years + # calculate a years column as x value for regression, ignoring leap years day_diffs = (df.index - df.index[0]) df['days'] = day_diffs.astype('timedelta64[s]') / (60 * 60 * 24) df['years'] = df.days / 365.0 - # Compute yearly rolling mean to isolate trend component using moving average + # Compute yearly rolling mean to isolate trend component using + # moving average it = df.iterrows() energy_ma = [] for i, row in it: - if row.years - 0.5 >= min(df.years) and row.years + 0.5 <= max(df.years): - roll = df[(df.years <= row.years + 0.5) & (df.years >= row.years - 0.5)] + if row.years - 0.5 >= min(df.years) and \ + row.years + 0.5 <= max(df.years): + roll = df[(df.years <= row.years + 0.5) & + (df.years >= row.years - 0.5)] energy_ma.append(roll.normalized_energy.mean()) else: energy_ma.append(np.nan) @@ -170,34 +185,38 @@ def degradation_classical_decomposition(normalized_energy, confidence_level=68.2 return (Rd_pct, Rd_CI, calc_info) -def degradation_year_on_year(normalized_energy, recenter=True, exceedance_prob=95, confidence_level=68.2): +def degradation_year_on_year(normalized_energy, recenter=True, + exceedance_prob=95, confidence_level=68.2): ''' - Description - ----------- - Year-on-year decomposition method + Estimate the trend of a timeseries using the year-on-year decomposition + approach and calculate a Monte Carlo-derived confidence interval of slope. Parameters ---------- - normalized_energy: Pandas Time Series (numeric) + normalized_energy: pd.Series Daily or lower frequency time series of normalized system ouput. - recenter (bool): default value True - specify whether data is centered to normalized yield of 1 based on first year - exceedance_prob (float): the probability level to use for exceedance value calculation in percent - confidence_level (float): the size of the confidence interval to return, in percent + recenter : bool, default True + Specify whether data is centered to normalized yield of 1 based on + first year. + exceedance_prob : float, default 95 + The probability level to use for exceedance value calculation, + in percent. + confidence_level : float, default 68.2 + The size of the confidence interval to return, in percent. Returns ------- - tuple of (degradation_rate, confidence_interval, calc_info) - degradation_rate: float - rate of relative performance change in %/yr - confidence_interval: numpy ndarray - confidence interval (size specified by confidence_level) of degradation - rate estimate - calc_info: dict - ('YoY_values') pandas series of right-labeled year on year slopes - ('renormalizing_factor') float of value used to recenter data - ('exceedance_level') the degradation rate that was outperformed with - probability of exceedance_prob + degradation_rate : float + rate of relative performance change in %/yr + confidence_interval : np.array + confidence interval (size specified by `confidence_level`) of + degradation rate estimate + calc_info : dict + + * `YoY_values` - pandas series of right-labeled year on year slopes + * `renormalizing_factor` - float of value used to recenter data + * `exceedance_level` - the degradation rate that was outperformed with + probability of `exceedance_prob` ''' # Ensure the data is in order @@ -206,12 +225,16 @@ def degradation_year_on_year(normalized_energy, recenter=True, exceedance_prob=9 normalized_energy.index.name = 'dt' # Detect sub-daily data: - if min(np.diff(normalized_energy.index.values, n=1)) < np.timedelta64(23, 'h'): - raise ValueError('normalized_energy must not be more frequent than daily') + if min(np.diff(normalized_energy.index.values, n=1)) < \ + np.timedelta64(23, 'h'): + raise ValueError('normalized_energy must not be ' + 'more frequent than daily') # Detect less than 2 years of data - if normalized_energy.index[-1] - normalized_energy.index[0] < pd.Timedelta('730d'): - raise ValueError('must provide at least two years of normalized energy') + if normalized_energy.index[-1] - normalized_energy.index[0] < \ + pd.Timedelta('730d'): + raise ValueError('must provide at least two years of ' + 'normalized energy') # Auto center if recenter: @@ -224,17 +247,19 @@ def degradation_year_on_year(normalized_energy, recenter=True, exceedance_prob=9 normalized_energy = normalized_energy.reset_index() normalized_energy['energy'] = normalized_energy['energy'] / renorm - normalized_energy['dt_shifted'] = normalized_energy.dt + pd.DateOffset(years=1) + normalized_energy['dt_shifted'] = normalized_energy.dt + \ + pd.DateOffset(years=1) - # Merge with what happened one year ago, use tolerance of 8 days to allow for - # weekly aggregated data + # Merge with what happened one year ago, use tolerance of 8 days to allow + # for weekly aggregated data df = pd.merge_asof(normalized_energy[['dt', 'energy']], normalized_energy, left_on='dt', right_on='dt_shifted', suffixes=['', '_right'], tolerance=pd.Timedelta('8D') ) - df['time_diff_years'] = (df.dt - df.dt_right).astype('timedelta64[h]') / 8760.0 + df['time_diff_years'] = (df.dt - df.dt_right).astype('timedelta64[h]') / \ + 8760.0 df['yoy'] = 100.0 * (df.energy - df.energy_right) / (df.time_diff_years) df.index = df.dt @@ -268,21 +293,26 @@ def degradation_year_on_year(normalized_energy, recenter=True, exceedance_prob=9 def _mk_test(x, alpha=0.05): ''' - Description - ----------- - Mann-Kendall test of significance for trend (used in classical decomposition function) + Mann-Kendall test of significance for trend (used in classical + decomposition function) Parameters ---------- - x: a vector of data type float - alpha: float, significance level (0.05 default) + x : numeric + A data vector to test for trend. + alpha: float, default 0.05 + The test significance level. Returns ------- - trend: string, tells the trend (increasing, decreasing or no trend) - h: boolean, True (if trend is present) or False (if trend is absence) - p: float, p value of the significance test - z: float, normalized test statistics + trend : str + Tells the trend ('increasing', 'decreasing', or 'no trend') + h : bool + True (if trend is present) or False (if trend is absent) + p : float + p value of the significance test + z : float + normalized test statistic ''' from scipy.stats import norm @@ -314,7 +344,7 @@ def _mk_test(x, alpha=0.05): if s > 0: z = (s - 1) / np.sqrt(var_s) elif s == 0: - z = 0 + z = 0 elif s < 0: z = (s + 1) / np.sqrt(var_s) @@ -334,14 +364,13 @@ def _mk_test(x, alpha=0.05): def _degradation_CI(results, confidence_level): ''' - Description - ----------- Monte Carlo estimation of uncertainty in degradation rate from OLS results Parameters ---------- results: OLSResults object from fitting a model of the form: - results = sm.OLS(endog = df.energy_ma, exog = df.loc[:,['const','years']]).fit() + results = sm.OLS(endog = df.energy_ma, + exog = df.loc[:,['const','years']]).fit() confidence_level: the size of the confidence interval to return, in percent Returns @@ -350,7 +379,9 @@ def _degradation_CI(results, confidence_level): ''' - sampled_normal = np.random.multivariate_normal(results.params, results.cov_params(), 10000) + sampled_normal = np.random.multivariate_normal(results.params, + results.cov_params(), + 10000) dist = sampled_normal[:, 1] / sampled_normal[:, 0] half_ci = confidence_level / 2.0 Rd_CI = np.percentile(dist, [50.0 - half_ci, 50.0 + half_ci]) * 100.0 diff --git a/rdtools/filtering.py b/rdtools/filtering.py index 09949ce2..d3e6add8 100644 --- a/rdtools/filtering.py +++ b/rdtools/filtering.py @@ -2,34 +2,69 @@ def poa_filter(poa, low_irradiance_cutoff=200, high_irradiance_cutoff=1200): - # simple filter based on irradiance sensors + ''' + Filter POA irradiance readings outside acceptable measurement bounds. + + Parameters + ---------- + poa : pd.Series + POA irradiance measurements. + low_irradiance_cutoff : float, default 200 + The lower bound of acceptable values. + high_irradiance_cutoff : float, default 1200 + The upper bound of acceptable values. + + Returns + ------- + pd.Series + Boolean Series of whether the given measurement is within acceptable + bounds. + ''' return (poa > low_irradiance_cutoff) & (poa < high_irradiance_cutoff) def tcell_filter(tcell, low_tcell_cutoff=-50, high_tcell_cutoff=110): - # simple filter based on temperature sensors + ''' + Filter temperature readings outside acceptable measurement bounds. + + Parameters + ---------- + tcell : pd.Series + Cell temperature measurements. + low_tcell_cutoff : float, default -50 + The lower bound of acceptable values. + high_tcell_cutoff : float, default 110 + The upper bound of acceptable values. + + Returns + ------- + pd.Series + Boolean Series of whether the given measurement is within acceptable + bounds. + ''' return (tcell > low_tcell_cutoff) & (tcell < high_tcell_cutoff) def clip_filter(power, quant=0.98, low_power_cutoff=0.01): ''' Filter data points likely to be affected by clipping - with power greater than or equal to 99% of the 'quant' - quantile and less than 'low_power_cutoff' + with power greater than or equal to 99% of the `quant` + quantile and less than `low_power_cutoff` Parameters ---------- - power: Pandas series (numeric) - AC power - quant: float - threshold for quantile - low_power_cutoff + power : pd.Series + AC power in Watts + quant : float, default 0.98 + Value for upper threshold quantile + low_power_cutoff : float, default 0.01 + Value for low-power cutoff (in Watts) Returns ------- - Pandas Series (boolean) - mask to exclude points equal to and - above 99% of the percentile threshold + pd.Series + Boolean Series of whether the given measurement is below 99% of the + quantile filter and above the low-power cutoff. ''' v = power.quantile(quant) return (power < v * 0.99) & (power > low_power_cutoff) @@ -37,21 +72,22 @@ def clip_filter(power, quant=0.98, low_power_cutoff=0.01): def csi_filter(measured_poa, clearsky_poa, threshold=0.15): ''' - Filtering based on clear sky index (csi) + Filtering based on clear-sky index (csi) Parameters ---------- - measured_poa: Pandas series (numeric) + measured_poa : pd.Series Plane of array irradiance based on measurments - clearsky_poa: Pandas series (numeric) + clearsky_poa : pd.Series Plane of array irradiance based on a clear sky model - threshold: float + threshold : float, default 0.15 threshold for filter Returns ------- - Pandas Series (boolean) - mask to exclude points below the threshold + pd.Series + Boolean Series of whether the clear-sky index is within the threshold + around 1. ''' csi = measured_poa / clearsky_poa diff --git a/rdtools/normalization.py b/rdtools/normalization.py index 82cb5a0d..50a30998 100644 --- a/rdtools/normalization.py +++ b/rdtools/normalization.py @@ -12,40 +12,43 @@ class ConvergenceError(Exception): + '''Rescale optimization did not converge''' pass -def pvwatts_dc_power(poa_global, P_ref, T_cell=None, G_ref=1000, T_ref=25, gamma_pdc=None): +def pvwatts_dc_power(poa_global, P_ref, T_cell=None, G_ref=1000, T_ref=25, + gamma_pdc=None): ''' PVWatts v5 Module Model: DC power given effective poa poa_global, module nameplate power, and cell temperature. This function differs from the PVLIB implementation by allowing cell temperature to be an optional parameter. - Note: If T_cell or gamma_pdc are omitted, the temperature term will be - ignored. - Parameters ---------- - poa_global: Pandas Series (numeric) + poa_global : pd.Series Total effective plane of array irradiance. - P_ref: numeric + P_ref : float Rated DC power of array in watts - T_cell: Pandas Series (numeric) + T_cell : pd.Series, optional Measured or derived cell temperature [degrees celsius]. - Time series assumed to be same frequency as poa_global. - G_ref: numeric, default value is 1000 + Time series assumed to be same frequency as `poa_global`. + If omitted, the temperature term will be ignored. + G_ref : float, default 1000 Reference irradiance at standard test condition [W/m**2]. - T_ref: numeric, default value is 25 + T_ref : float, default 25 Reference temperature at standard test condition [degrees celsius]. - gamma_pdc: numeric, default is None + gamma_pdc : float, default None Linear array efficiency temperature coefficient [1 / degree celsius]. + If omitted, the temperature term will be ignored. - Note: All series are assumed to be right-labeled, meaning that the recorded value - at a given timestamp refers ot the previous time interval + Note + ---- + All series are assumed to be right-labeled, meaning that the recorded + value at a given timestamp refers to the previous time interval Returns ------- - dc_power: Pandas Series (numeric) + dc_power : pd.Series DC power in watts determined by PVWatts v5 equation. ''' @@ -67,37 +70,42 @@ def normalize_with_pvwatts(energy, pvwatts_kws): Parameters ---------- - energy: Pandas Series (numeric) + energy : pd.Series Energy time series to be normalized in watt hours. Must be a right-labeled regular time series. - pvwatts_kws: dictionary - Dictionary of parameters used in the pvwatts_dc_power function. - - PVWatts Parameters - ------------------ - poa_global: Pandas Series (numeric) - Total effective plane of array irradiance. - P_ref: numeric - Rated DC power of array in watts. - T_cell: Pandas Series (numeric) - Measured or derived cell temperature [degrees celsius]. - Time series assumed to be same frequency as poa_global. - G_ref: numeric, default value is 1000 - Reference irradiance at standard test condition [W/m**2]. - T_ref: numeric, default value is 25 - Reference temperature at standard test condition [degrees celsius]. - gamma_pdc: numeric, default is None - Linear array efficiency temperature coefficient [1 / degree celsius]. - Note: All series are assumed to be right-labeled, meaning that the recorded value - at a given timestamp refers ot the previous time interval + pvwatts_kws : dict + Dictionary of parameters used in the pvwatts_dc_power function. See + `Other Parameters`. + + Other Parameters + ------------------ + poa_global : pd.Series + Total effective plane of array irradiance. + P_ref : float + Rated DC power of array in watts + T_cell : pd.Series, optional + Measured or derived cell temperature [degrees celsius]. + Time series assumed to be same frequency as `poa_global`. + If omitted, the temperature term will be ignored. + G_ref : float, default 1000 + Reference irradiance at standard test condition [W/m**2]. + T_ref : float, default 25 + Reference temperature at standard test condition [degrees celsius]. + gamma_pdc : float, default None + Linear array efficiency temperature coefficient [1/degree celsius]. + If omitted, the temperature term will be ignored. + + Note + ---- + All series are assumed to be right-labeled, meaning that the recorded + value at a given timestamp refers to the previous time interval Returns ------- - tulple (normalized_energy, insolation) - normalized_energy: Pandas Series (numeric) - Energy divided by PVWatts DC energy. - insolation: Pandas Series (numeric) - Insolation associated with each normalized point + normalized_energy : pd.Series + Energy divided by PVWatts DC energy. + insolation : pd.Series + Insolation associated with each normalized point ''' freq = check_series_frequency(energy, 'energy') @@ -108,13 +116,13 @@ def normalize_with_pvwatts(energy, pvwatts_kws): model_tds, mean_model_td = delta_index(dc_power) measure_tds, mean_measure_td = delta_index(energy) - # Case in which the model is as or more frequent than the measurments + # Case in which the model is as or more frequent than the measurements if mean_model_td <= mean_measure_td: energy_dc = energy_from_power(dc_power, freq) insolation = energy_from_power(irrad, freq) - # Case in which the model less frequent than the measurments + # Case in which the model less frequent than the measurements elif mean_model_td > mean_measure_td: dc_power = interpolate(dc_power, energy.index) @@ -137,23 +145,26 @@ def sapm_dc_power(pvlib_pvsystem, met_data): Parameters ---------- - pvlib_pvsystem: pvlib-python LocalizedPVSystem object + pvlib_pvsystem : pvlib-python LocalizedPVSystem object Object contains orientation, geographic coordinates, equipment constants (including DC rated power in watts). - met_data: Pandas DataFrame (numeric) + met_data : pd.DataFrame Measured irradiance components, ambient temperature, and wind speed. Expected met_data DataFrame column names: - ['DNI', 'GHI', 'DHI', 'Temperature', 'Wind Speed'] - Note: All series are assumed to be right-labeled, meaning that the recorded value - at a given timestamp refers ot the previous time interval + ['DNI', 'GHI', 'DHI', 'Temperature', 'Wind Speed'] + + Note + ---- + All series are assumed to be right-labeled, meaning that the recorded + value at a given timestamp refers to the previous time interval Returns ------- - tulple (dc_power, effective_poa) - dc_power: Pandas Series (numeric) - DC power in watts derived using Sandia Array Performance Model and PVWatts. - effective_poa: Pandas Series (numeric) - Effective irradiance calculated with SAPM + dc_power : pd.Series + DC power in watts derived using Sandia Array Performance Model and + PVWatts. + effective_poa : pd.Series + Effective irradiance calculated with SAPM ''' solar_position = pvlib_pvsystem.get_solarposition(met_data.index) @@ -203,28 +214,33 @@ def normalize_with_sapm(energy, sapm_kws): Parameters ---------- - energy: Pandas Series (numeric) + energy : pd.Series Energy time series to be normalized in watt hours. Must be a right-labeled regular time series. - sapm_kws: dictionary - Dictionary of parameters required for sapm_dc_power function. - - SAPM Parameters - --------------- - pvlib_pvsystem: pvlib-python LocalizedPVSystem object - Object contains orientation, geographic coordinates, equipment - constants. - met_data: Pandas DataFrame (numeric) - Measured met_data, ambient temperature, and wind speed. - Note: All series are assumed to be right-labeled, meaning that the recorded value - at a given timestamp refers ot the previous time interval + sapm_kws : dict + Dictionary of parameters required for sapm_dc_power function. See + `Other Parameters`. + + Other Parameters + --------------- + pvlib_pvsystem : pvlib-python LocalizedPVSystem object + Object contains orientation, geographic coordinates, equipment + constants. + met_data : pd.DataFrame + Measured met_data, ambient temperature, and wind speed. Expected + column names are ['DNI', 'GHI', 'DHI', 'Temperature', 'Wind Speed'] + + Note + ---- + All series are assumed to be right-labeled, meaning that the recorded + value at a given timestamp refers to the previous time interval + Returns ------- - tulple (normalized_energy, insolation) - normalized_energy: Pandas Series (numeric) - Energy divided by Sandia Model DC energy. - insolation: Pandas Series (numeric) - Insolation associated with each normalized point + normalized_energy : pd.Series + Energy divided by Sandia Model DC energy. + insolation : pd.Series + Insolation associated with each normalized point ''' freq = check_series_frequency(energy, 'energy') @@ -260,58 +276,82 @@ def normalize_with_sapm(energy, sapm_kws): def delta_index(series): ''' - Takes a panda series with a DatetimeIndex as input and + Takes a pandas series with a DatetimeIndex as input and returns (time step sizes, average time step size) in hours + + Parameters + ---------- + series : pd.Series + A pandas timeseries + + Returns + ------- + deltas : pd.Series + A timeseries representing the timestep sizes of `series` + mean : float + The average timestep ''' if series.index.freq is None: - # If there is no frequency information, explicily calculate interval sizes - # Length of each interval calculated by using 'int64' to convert to nanoseconds + # If there is no frequency information, explicitly calculate interval + # sizes. Length of each interval calculated by using 'int64' to convert + # to nanoseconds. hours = pd.Series(series.index.astype('int64') / (10.0**9 * 3600.0)) hours.index = series.index deltas = hours.diff() else: - # If there is frequency information, pandas shift can be used to gain a meaningful - # interful for the first element of the timeseries - # Length of each interval calculated by using 'int64' to convert to nanoseconds - deltas = (series.index - series.index.shift(-1)).astype('int64') / (10.0**9 * 3600.0) + # If there is frequency information, pandas shift can be used to gain + # a meaningful interval for the first element of the timeseries + # Length of each interval calculated by using 'int64' to convert to + # nanoseconds. + deltas = (series.index - series.index.shift(-1)).astype('int64') / \ + (10.0**9 * 3600.0) return deltas, np.mean(deltas.dropna()) def irradiance_rescale(irrad, modeled_irrad, max_iterations=100, method=None): ''' - Attempts to rescale modeled irradiance to match measured irradiance on clear days + Attempt to rescale modeled irradiance to match measured irradiance on + clear days. + Parameters ---------- - irrad: Pandas Series (numeric) + irrad : pd.Series measured irradiance time series - modeled_irrad: Pandas Series (numeric) + modeled_irrad : pd.Series modeled irradiance time series - max_iterations: (int) - The maximum number of times to attempt rescale optimization, default 100. - Ignored if method = 'single_opt' - method: (str) - The caclulation method to use. 'single_opt' implements the irradiance_rescale of - rdtools v1.1.3 and earlier. 'iterative' implements a more stable calculation - that may yield different results from the single_opt method. Default None issues - a warning then uses the iterative calculation. + max_iterations : int, default 100 + The maximum number of times to attempt rescale optimization. + Ignored if `method` = 'single_opt' + method: str, default None + The calculation method to use. 'single_opt' implements the + irradiance_rescale of rdtools v1.1.3 and earlier. 'iterative' + implements a more stable calculation that may yield different results + from the single_opt method. + If omitted, issues a warning and uses the iterative calculation. Returns ------- - Pandas Series (numeric): resacaled modeled irradaince time series + pd.Series + Rescaled modeled irradiance time series ''' if method is None: - warnings.warn("The underlying calculations for irradiance_rescale have changed " - "which may affect results. To revert to the version of irradiance_rescale " - "from rdtools v1.1.3 or earlier, use method = 'single_opt'. ") + warnings.warn("The underlying calculations for irradiance_rescale " + "have changed which may affect results. To revert to " + "the version of irradiance_rescale from rdtools v1.1.3 " + "or earlier, use method = 'single_opt'.") method = 'iterative' if method == 'iterative': def _rmse(fact): - "Calculates RMSE with a given rescale fact(or) according to global filt(er)" + """ + Calculates RMSE with a given rescale fact(or) according to global + filt(er) + """ rescaled_modeled_irrad = fact * modeled_irrad - rmse = np.sqrt(((rescaled_modeled_irrad[filt] - irrad[filt]) ** 2.0).mean()) + difference = rescaled_modeled_irrad[filt] - irrad[filt] + rmse = np.sqrt((difference**2.0).mean()) return rmse def _single_rescale(irrad, modeled_irrad, guess): @@ -325,9 +365,11 @@ def _single_rescale(irrad, modeled_irrad, guess): return factor # Calculate an initial guess for the rescale factor - factor = np.percentile(irrad.dropna(), 90) / np.percentile(modeled_irrad.dropna(), 90) + factor = np.percentile(irrad.dropna(), 90) / \ + np.percentile(modeled_irrad.dropna(), 90) - # Iteratively run the optimization, recalculating the clear sky filter each time + # Iteratively run the optimization, + # recalculating the clear sky filter each time convergence_threshold = 10**-6 for i in range(max_iterations): prev_factor = factor @@ -337,7 +379,8 @@ def _single_rescale(irrad, modeled_irrad, guess): break if delta >= convergence_threshold: - raise ConvergenceError('Rescale did not converge within max_iterations') + msg = 'Rescale did not converge within max_iterations' + raise ConvergenceError(msg) else: return factor * modeled_irrad @@ -346,10 +389,12 @@ def _rmse(fact): rescaled_modeled_irrad = fact * modeled_irrad csi = irrad / rescaled_modeled_irrad filt = (csi >= 0.8) & (csi <= 1.2) - rmse = np.sqrt(((rescaled_modeled_irrad[filt] - irrad[filt]) ** 2.0).mean()) + difference = rescaled_modeled_irrad[filt] - irrad[filt] + rmse = np.sqrt((difference**2.0).mean()) return rmse - guess = np.percentile(irrad.dropna(), 90) / np.percentile(modeled_irrad.dropna(), 90) + guess = np.percentile(irrad.dropna(), 90) / \ + np.percentile(modeled_irrad.dropna(), 90) min_result = minimize(_rmse, guess, method='Nelder-Mead') factor = min_result['x'][0] @@ -361,13 +406,28 @@ def _rmse(fact): def check_series_frequency(series, series_description): - '''Returns the inferred frequency of a pandas series, raises ValueError - using series_description if it can't. series_description should be a string''' + ''' + Returns the inferred frequency of a pandas series, raises ValueError + using `series_description` if it can't. + + Parameters + ---------- + series : pd.Series + The timeseries to infer the frequency of. + series_description : str + The description to use when raising an error. + + Returns + ------- + freq : pandas Offsets string + The inferred index frequency + ''' if series.index.freq is None: freq = pd.infer_freq(series.index) if freq is None: - error_string = ('Could not infer frequency of ' + series_description + + error_string = ('Could not infer frequency of ' + + series_description + ', which must be a regular time series') raise ValueError(error_string) else: @@ -376,7 +436,10 @@ def check_series_frequency(series, series_description): def t_step_nanoseconds(time_series): - '''return a series of right labeled differences in the index of time_series in nanoseconds''' + ''' + return a series of right labeled differences in the index of time_series + in nanoseconds + ''' t_steps = np.diff(time_series.index.astype('int64')).astype('float') t_steps = np.insert(t_steps, 0, np.nan) t_steps = pd.Series(index=time_series.index, data=t_steps) @@ -385,36 +448,40 @@ def t_step_nanoseconds(time_series): def energy_from_power(time_series, target_frequency=None, max_timedelta=None): ''' - Returns a regular right-labeled energy time series in units of Wh per interval from an - instantaneous power time series. NaN is filled where the gap between input data points - exceeds max_timedelta. Power_series should be given in Watts. + Returns a regular right-labeled energy time series in units of Wh per + interval from an instantaneous power time series. NaN is filled where the + gap between input data points exceeds `max_timedelta`. Power_series should + be given in Watts. Parameters ---------- - time_series: Pandas Series with DatetimeIndex + time_series : pd.Series Instantaneous time series of power in Watts - target_frequency: DatetimeOffset, or frequency string - The frequency of the energy time series to be returned. If None(default), - the fequency is set to the median time step in time_series - max_timedelta: Timedelta or NoneType (default: None) + target_frequency : DatetimeOffset or frequency string, default None + The frequency of the energy time series to be returned. + If omitted, use the median timestep of `time_series` + max_timedelta : pd.Timedelta, default None The maximum allowed gap between power measurements. If the gap between - consecutive power measurements exceeds max_timedelta, NaN - will be returned for that interval. If None, max_timedelta is set internally - to the median time delta in time_series. + consecutive power measurements exceeds `max_timedelta`, NaN will be + returned for that interval. If omitted, `max_timedelta` is set + internally to the median time delta in `time_series`. - Returns: - -------- - right-labeled energy pandas time series in Wh per interval + Returns + ------- + pd.Series + right-labeled energy in Wh per interval ''' if not isinstance(time_series.index, pd.DatetimeIndex): - raise ValueError('power_series must be a pandas series with a DatetimeIndex') + raise ValueError('time_series must be a pandas series with a ' + 'DatetimeIndex') t_steps = t_step_nanoseconds(time_series) median_step_ns = t_steps.median() if target_frequency is None: - target_frequency = str(int(median_step_ns)) + 'N' # Pandas offset allias in ns + # 'N' is the Pandas offset alias for ns + target_frequency = str(int(median_step_ns)) + 'N' if max_timedelta is None: max_interval_nanoseconds = median_step_ns @@ -422,10 +489,13 @@ def energy_from_power(time_series, target_frequency=None, max_timedelta=None): max_interval_nanoseconds = max_timedelta.total_seconds() * 10.0**9 try: - freq_interval_size_ns = pd.tseries.frequencies.to_offset(target_frequency).nanos + freq_interval_size_ns = \ + pd.tseries.frequencies.to_offset(target_frequency).nanos except ValueError as e: if 'is a non-fixed frequency' in str(e): - temp_ind = pd.date_range(time_series.index[0], time_series.index[-1], freq=target_frequency) + temp_ind = pd.date_range(time_series.index[0], + time_series.index[-1], + freq=target_frequency) temp_series = pd.Series(data=1, index=temp_ind) temp_diffs = t_step_nanoseconds(temp_series) freq_interval_size_ns = temp_diffs.median() @@ -438,7 +508,8 @@ def energy_from_power(time_series, target_frequency=None, max_timedelta=None): moving_average = (resampled + resampled.shift()) / 2.0 - energy = moving_average * t_step_nanoseconds(moving_average) / 10.0**9 / 3600.0 + energy = moving_average * t_step_nanoseconds(moving_average) \ + / 10.0**9 / 3600.0 # Drop first row with work around for pandas issue #18031 if energy.index.tz is None: @@ -470,24 +541,26 @@ def energy_from_power(time_series, target_frequency=None, max_timedelta=None): def trapz_aggregate(time_series, target_frequency, max_timedelta=None): ''' - Returns a right-labeled series with frequency target_frequency generated by aggregating - time_series with the trapazoidal rule (in units of hours). If any interval in time_series - is greater than max_timedelta, it is ommitted from the sum. + Returns a right-labeled series with frequency target_frequency generated by + aggregating `time_series` with the trapezoidal rule (in units of hours). + If any interval in `time_series` is greater than `max_timedelta`, it is + ommitted from the sum. Parameters ---------- - time_series: Pandas Series with DatetimeIndex - target_frequency: DatetimeOffset, or frequency string + time_series : pd.Series + target_frequency : DatetimeOffset, or frequency string The frequency of the accumulated series to be returned. - max_timedelta: Timedelta or NoneType (default: None) + max_timedelta : pd.Timedelta, default None The maximum allowed gap between power measurements. If the gap between - consecutive power measurements exceeds max_timedelta, no energy value - will be returned for that interval. If None, max_timedelta is set internally - to the median time delta in time_series. + consecutive power measurements exceeds `max_timedelta`, no energy value + will be returned for that interval. If omitted, `max_timedelta` is set + internally to the median time delta in `time_series`. - Returns: - -------- - right-labeled energy pandas time series in Wh per interval + Returns + ------- + pd.Series + right-labeled energy in Wh per interval ''' values = time_series.values @@ -507,7 +580,9 @@ def trapz_aggregate(time_series, target_frequency, max_timedelta=None): trap_sum = pd.Series(data=trap_sum, index=time_series.index[1:]) - aggregated = trap_sum.resample(target_frequency, closed='right', label='right').sum(min_count=1) + aggregated = trap_sum.resample(target_frequency, + closed='right', + label='right').sum(min_count=1) return aggregated @@ -515,28 +590,29 @@ def trapz_aggregate(time_series, target_frequency, max_timedelta=None): def interpolate_series(time_series, target_index, max_timedelta=None): ''' Returns an interpolation of time_series onto target_index, NaN is returned - for times associated with gaps in time_series longer than max_timedelta. + for times associated with gaps in time_series longer `than max_timedelta`. Parameters ---------- - time_series: Pandas Series with DatetimeIndex + time_series : pd.Series Original values to be used in generating the interpolation - target_index: Pandas DatetimeIndex + target_index : pd.DatetimeIndex the index onto which the interpolation is to be made - max_timedelta: Timedelta or NoneType (default: None) + max_timedelta : pd.Timedelta, default None The maximum allowed gap between values in time_series. Times associated - with gaps longer than max_timedelta are excluded from the output. If None, - max_timedelta is set internally to the median time delta in time_series. + with gaps longer than `max_timedelta` are excluded from the output. If + omitted, `max_timedelta` is set internally to the median time delta + in `time_series`. - Returns: - -------- - Pandas Series with DatetimeIndex + Returns + ------- + pd.Series Note ---- - Timezone information in the DatetimeIndexes is handled automatically, however - both time_series and target_index should be time zone aware or they should both - be time zone naive. + Timezone information in the DatetimeIndexes is handled automatically, + however both `time_series` and `target_index` should be time zone aware or + they should both be time zone naive. ''' @@ -575,7 +651,8 @@ def interpolate_series(time_series, target_index, max_timedelta=None): # perform the interpolation when the max gap size criterion is satisfied df_valid = df[df['gapsize_ns'] <= max_interval_nanoseconds].copy() - df_valid['interpolated_data'] = df_valid['data'].interpolate(method='index') + df_valid['interpolated_data'] = \ + df_valid['data'].interpolate(method='index') df['interpolated_data'] = df_valid['interpolated_data'] @@ -590,44 +667,49 @@ def interpolate_series(time_series, target_index, max_timedelta=None): def interpolate(time_series, target, max_timedelta=None): ''' - Returns an interpolation of time_series, excluding times associated with gaps - in each column of time_series longer than max_timedelta; NaNs are returned within - those gaps. + Returns an interpolation of time_series, excluding times associated with + gaps in each column of time_series longer than max_timedelta; NaNs are + returned within those gaps. Parameters ---------- - time_series: Pandas Series or DataFrame with DatetimeIndex + time_series : pd.Series, pd.DataFrame Original values to be used in generating the interpolation - target: Pandas DatetimeIndex, DatetimeOffset, or frequency string - If datetimeIndex: the index onto which the interpolation is to be made - If DatetiOffset or frequency string: the frequency at which to resample - and interpolate - max_timedelta: Timedelta or NoneType (default: None) - The maximum allowed gap between values in time_series. Times associated - with gaps longer than max_timedelta are excluded from the output. If None, - max_timedelta is set internally to the median time delta in time_series. + target : pd.DatetimeIndex, DatetimeOffset, or frequency string + + * If DatetimeIndex: the index onto which the interpolation is to be + made + * If DatetimeOffset or frequency string: the frequency at which to + resample and interpolate + max_timedelta : pd.Timedelta, default None + The maximum allowed gap between values in `time_series`. Times + associated with gaps longer than `max_timedelta` are excluded from the + output. If omitted, `max_timedelta` is set internally to the median + time delta in `time_series.` - Returns: - -------- - Pandas Series or DataFrame (matching type of time_series) with DatetimeIndex + Returns + ------- + pd.Series or pd.DataFrame (matching type of time_series) with DatetimeIndex Note ---- - Timezone information in the DatetimeIndexes is handled automatically, however - both time_series and target_index should be time zone aware or they should both - be time zone naive. + Timezone information in the DatetimeIndexes is handled automatically, + however both `time_series` and `target` should be time zone aware or they + should both be time zone naive. ''' if isinstance(target, pd.DatetimeIndex): target_index = target - elif isinstance(target, pd.tseries.offsets.DateOffset) or isinstance(target, str): - target_index = pd.date_range(time_series.index.min(), time_series.index.max(), freq=target) + elif isinstance(target, (pd.tseries.offsets.DateOffset, str)): + target_index = pd.date_range(time_series.index.min(), + time_series.index.max(), + freq=target) if (time_series.index.tz is None) ^ (target_index.tz is None): raise ValueError('Either time_series or target is time-zone aware but ' - 'the other is not. Both must be time-zone aware or both must ' - 'be time-zone naive.') + 'the other is not. Both must be time-zone aware or ' + 'both must be time-zone naive.') if isinstance(time_series, pd.Series): out = interpolate_series(time_series, target_index, max_timedelta) @@ -635,7 +717,8 @@ def interpolate(time_series, target, max_timedelta=None): out_list = [] for col in time_series.columns: ts = time_series[col] - out_list.append(interpolate_series(ts, target_index, max_timedelta)) + series = interpolate_series(ts, target_index, max_timedelta) + out_list.append(series) out = pd.concat(out_list, axis=1) else: raise ValueError('time_series must be a Pandas Series or DataFrame') diff --git a/rdtools/soiling.py b/rdtools/soiling.py index b7c07b00..ea0b4003 100644 --- a/rdtools/soiling.py +++ b/rdtools/soiling.py @@ -18,45 +18,62 @@ class NoValidIntervalError(Exception): class srr_analysis(): ''' - Class for running the stochastic rate and recovery (SRR) photovoltaic soiling loss - analysis presented in Deceglie et al. JPV 8(2) p547 2018 + Class for running the stochastic rate and recovery (SRR) photovoltaic + soiling loss analysis presented in Deceglie et al. JPV 8(2) p547 2018 + + Parameters + ---------- + daily_normalized_energy : pd.Series + Daily performance metric (i.e. performance index, yield, etc.) + daily_insolation : pd.Series + Daily plane-of-array insolation corresponding to + `daily_normalized_energy` + precip : pd.Series, default None + Daily total precipitation. (Only used if `precip_clean_only` is True in + subsequent calculations) ''' def __init__(self, daily_normalized_energy, daily_insolation, precip=None): - ''' - daily_normalized_energy (pandas timeseries): Daily performance metric (i.e. performance index, yield, etc.) - daily_insolation (pandas timeseries): Daily plane-of-array insolation corresponding to daily_normalized_energy - precip (pandas timeseries): Daily total precipitation. (Only used if precip_clean_only=True in subsequent calculations) - ''' - self.pm = daily_normalized_energy # daily performance metric self.insol = daily_insolation self.precip = precip # daily precipitation self.random_profiles = [] # random soiling profiles in _calc_monte - self.monte_losses = [] # insolation-weighted soiling ratios in _calc_monte + # insolation-weighted soiling ratios in _calc_monte: + self.monte_losses = [] if self.pm.index.freq != 'D': - raise ValueError('Daily performance metric series must have daily frequency') + raise ValueError('Daily performance metric series must have ' + 'daily frequency') if self.insol.index.freq != 'D': - raise ValueError('Daily insolation series must have daily frequency') + raise ValueError('Daily insolation series must have ' + 'daily frequency') if self.precip is not None: if self.pm.index.freq != 'D': - raise ValueError('Precipitation series must have daily frequency') + raise ValueError('Precipitation series must have ' + 'daily frequency') - def _calc_daily_df(self, day_scale=14, clean_threshold='infer', recenter=True): + def _calc_daily_df(self, day_scale=14, clean_threshold='infer', + recenter=True): ''' Calculates self.daily_df, a pandas dataframe prepared for SRR analysis, - and self.renorm_factor, the renormalization factor for the daily performance + and self.renorm_factor, the renormalization factor for the daily + performance Parameters ---------- - day_scale (int) : The number of days to use in rolling median for cleaning detection - - clean_threshold (float or str): The fractional positive shift in rolling median for cleaning detection. - Or specify 'infer' to automatically use outliers in the shift as the threshold - - recenter (bool): Whether to recenter (renormalize) the daily performance to the median of the first year + day_scale : int, default 14 + The number of days to use in rolling median for cleaning detection + + clean_threshold : float or 'infer', default 'infer' + If float: the fractional positive shift in rolling median for + cleaning detection. + If 'infer:' automatically use outliers in the shift as the + threshold + + recenter : bool, default True + Whether to recenter (renormalize) the daily performance to the + median of the first year ''' df = self.pm.to_frame() @@ -90,29 +107,35 @@ def _calc_daily_df(self, day_scale=14, clean_threshold='infer', recenter=True): df['pi_norm'] = df['pi'] / renorm - # Find the beginning and ends of outtages longer than dayscale - out_start = (~df['pi_norm'].isnull() & df['pi_norm'].fillna(method='bfill', limit=day_scale).shift(-1).isnull()) - out_end = (~df['pi_norm'].isnull() & df['pi_norm'].fillna(method='ffill', limit=day_scale).shift(1).isnull()) + # Find the beginning and ends of outages longer than dayscale + bfill = df['pi_norm'].fillna(method='bfill', limit=day_scale) + ffill = df['pi_norm'].fillna(method='ffill', limit=day_scale) + out_start = (~df['pi_norm'].isnull() & bfill.shift(-1).isnull()) + out_end = (~df['pi_norm'].isnull() & ffill.shift(1).isnull()) # clean up the first and last elements out_start.iloc[-1] = False out_end.iloc[0] = False - # Make a forward filled copy, just for use in step, slope change detection + # Make a forward filled copy, just for use in + # step, slope change detection df_ffill = df.fillna(method='ffill', limit=day_scale).copy() # Calculate rolling median - df['pi_roll_med'] = df_ffill.pi_norm.rolling(day_scale, center=True).median() + df['pi_roll_med'] = \ + df_ffill.pi_norm.rolling(day_scale, center=True).median() # Detect steps in rolling median df['delta'] = df.pi_roll_med.diff() if clean_threshold == 'infer': deltas = abs(df.delta) - clean_threshold = deltas.quantile(0.75) + 1.5 * (deltas.quantile(0.75) - deltas.quantile(0.25)) + clean_threshold = deltas.quantile(0.75) + \ + 1.5 * (deltas.quantile(0.75) - deltas.quantile(0.25)) df['clean_event'] = (df.delta > clean_threshold) df['clean_event'] = df.clean_event | out_start | out_end - df['clean_event'] = (df.clean_event) & (~df.clean_event.shift(-1).fillna(False)) + df['clean_event'] = (df.clean_event) & \ + (~df.clean_event.shift(-1).fillna(False)) # Detect which cleaning events are associated with rain rolling_precip = df.precip.rolling(3, center=True).sum() @@ -134,25 +157,32 @@ def _calc_daily_df(self, day_scale=14, clean_threshold='infer', recenter=True): self.renorm_factor = renorm self.daily_df = df - def _calc_result_df(self, trim=False, max_relative_slope_error=500.0, max_negative_step=0.05): + def _calc_result_df(self, trim=False, max_relative_slope_error=500.0, + max_negative_step=0.05): ''' - Calculates self.result_df, a pandas dataframe summarizing the soiling intervals identified - and self.analyzed_daily_df, a version of self.daily_df with additional columns calculated - during analysis. + Calculates self.result_df, a pandas dataframe summarizing the soiling + intervals identified and self.analyzed_daily_df, a version of + self.daily_df with additional columns calculated during analysis. Parameters ---------- - trim (bool): whether to trim (remove) the first and last soiling intervals to avoid inclusion of partial intervals - max_relative_slope_error (numeric): the maximum relative size of the slope confidence interval for an interval to be - considered valid (percentage). - max_negative_step (numeric): The maximum magnitude of negative discrete steps allowed in an interval for the interval - to be considered valid (units of normalized performance metric). + trim : bool, default False + whether to trim (remove) the first and last soiling intervals to + avoid inclusion of partial intervals + max_relative_slope_error : float, default 500 + the maximum relative size of the slope confidence interval for an + interval to be considered valid (percentage). + max_negative_step : float, default 0.05 + The maximum magnitude of negative discrete steps allowed in an + interval for the interval to be considered valid (units of + normalized performance metric). ''' daily_df = self.daily_df result_list = [] if trim: - res_loop = sorted(list(set(daily_df['run'])))[1:-1] # ignore first and last interval + # ignore first and last interval + res_loop = sorted(list(set(daily_df['run'])))[1:-1] else: res_loop = sorted(list(set(daily_df['run']))) @@ -193,8 +223,10 @@ def _calc_result_df(self, trim=False, max_relative_slope_error=500.0, max_negati if results.empty: raise NoValidIntervalError('No valid soiling intervals were found') - # Filter results for each interval setting invalid interval to slope of 0 - results['slope_err'] = (results.run_slope_high - results.run_slope_low) / abs(results.run_slope) + # Filter results for each interval, + # setting invalid interval to slope of 0 + results['slope_err'] = (results.run_slope_high-results.run_slope_low) \ + / abs(results.run_slope) # critera for exclusions filt = ( (results.run_slope > 0) | @@ -208,9 +240,13 @@ def _calc_result_df(self, trim=False, max_relative_slope_error=500.0, max_negati results.loc[filt, 'valid'] = False # Calculate the next inferred start loss from next valid interval - results['next_inferred_start_loss'] = np.clip(results[results.valid].inferred_start_loss.shift(-1), 0, 1) + results['next_inferred_start_loss'] = np.clip( + results[results.valid].inferred_start_loss.shift(-1), + 0, 1) # Calculate the inferred recovery at the end of each interval - results['inferred_recovery'] = np.clip(results.next_inferred_start_loss - results.inferred_end_loss, 0, 1) + results['inferred_recovery'] = np.clip( + results.next_inferred_start_loss - results.inferred_end_loss, + 0, 1) # Don't consider data outside of first and last valid interverals if len(results[results.valid]) == 0: @@ -218,41 +254,62 @@ def _calc_result_df(self, trim=False, max_relative_slope_error=500.0, max_negati new_start = results[results.valid].start.iloc[0] new_end = results[results.valid].end.iloc[-1] pm_frame_out = daily_df[new_start:new_end] - pm_frame_out = pm_frame_out.reset_index().merge(results, how='left', on='run').set_index('date') + pm_frame_out = pm_frame_out.reset_index() \ + .merge(results, how='left', on='run') \ + .set_index('date') pm_frame_out['loss_perfect_clean'] = np.nan pm_frame_out['loss_inferred_clean'] = np.nan - pm_frame_out['days_since_clean'] = (pm_frame_out.index - pm_frame_out.start).dt.days - - # Caluclate the daily derate - pm_frame_out['loss_perfect_clean'] = pm_frame_out.start_loss + pm_frame_out.days_since_clean * pm_frame_out.run_slope - pm_frame_out.loss_perfect_clean = pm_frame_out.loss_perfect_clean.fillna(1) # filling the flat intervals may need to be recalculated for different assumptions - pm_frame_out['loss_inferred_clean'] = pm_frame_out.inferred_start_loss + pm_frame_out.days_since_clean * pm_frame_out.run_slope - pm_frame_out.loss_inferred_clean = pm_frame_out.loss_inferred_clean.fillna(1) # filling the flat intervals may need to be recalculated for different assumptions + pm_frame_out['days_since_clean'] = \ + (pm_frame_out.index - pm_frame_out.start).dt.days + + # Calculate the daily derate + pm_frame_out['loss_perfect_clean'] = \ + pm_frame_out.start_loss + \ + pm_frame_out.days_since_clean * pm_frame_out.run_slope + # filling the flat intervals may need to be recalculated + # for different assumptions + pm_frame_out.loss_perfect_clean = \ + pm_frame_out.loss_perfect_clean.fillna(1) + + pm_frame_out['loss_inferred_clean'] = \ + pm_frame_out.inferred_start_loss + \ + pm_frame_out.days_since_clean * pm_frame_out.run_slope + # filling the flat intervals may need to be recalculated + # for different assumptions + pm_frame_out.loss_inferred_clean = \ + pm_frame_out.loss_inferred_clean.fillna(1) self.result_df = results self.analyzed_daily_df = pm_frame_out - def _calc_monte(self, monte, method='half_norm_clean', precip_clean_only=False, random_seed=None): + def _calc_monte(self, monte, method='half_norm_clean', + precip_clean_only=False, random_seed=None): ''' - Runs the Monte Carlo step of the SRR method. Calculates self.random_profiles, a list of the random - soiling profiles realized in the calculation and self.monte_losses a list of the the insolation-weighted - soiling ratios associated with the realizations. + Runs the Monte Carlo step of the SRR method. Calculates + self.random_profiles, a list of the random soiling profiles realized in + the calculation, and self.monte_losses, a list of the + insolation-weighted soiling ratios associated with the realizations. Parameters ---------- - monte (int): number of Monte Carlo simulations to run - - method (str): how to treat the recovery of each cleaning event - 'random_clean' - a random recovery between 0-100% - 'perfect_clean' - each cleaning event returns the performance metric to 1 - 'half_norm_clean' (default) - The three-sigma lower bound of recovery is inferred from the fit - of the following interval, the upper bound is 1 with the magnitude drawn from a half normal centered at 1 - - precip_clean_only(bool): If True, only consider cleaning events valid if they coincide with precipitation events - - random_seed (int): Seed for random number generation in the Monte Carlo simulation. Use to ensure identical results on - subsequent runs. Not a substitute for doing a sufficient number of Mote Carlo repetitions. + monte : int + number of Monte Carlo simulations to run + method : str, default 'half_norm_clean' + how to treat the recovery of each cleaning event: + * 'random_clean' - a random recovery between 0-100% + * 'perfect_clean' - each cleaning event returns the performance + metric to 1 + * 'half_norm_clean' - The three-sigma lower bound of recovery is + inferred from the fit of the following interval, the upper bound + is 1 with the magnitude drawn from a half normal centered at 1 + precip_clean_only : bool, default False + If True, only consider cleaning events valid if they coincide with + precipitation events + random_seed : int, default None + Seed for random number generation in the Monte Carlo simulation. + Use to ensure identical results on subsequent runs. Not a + substitute for doing a sufficient number of Mote Carlo repetitions. ''' monte_losses = [] @@ -262,9 +319,13 @@ def _calc_monte(self, monte, method='half_norm_clean', precip_clean_only=False, for _ in range(monte): results_rand = self.result_df.copy() df_rand = self.analyzed_daily_df.copy() - df_rand = df_rand[['insol', 'run']] # only really need this column from the original frame - results_rand['run_slope'] = np.random.uniform(results_rand.run_slope_low, results_rand.run_slope_high) - results_rand['run_loss'] = results_rand.run_slope * results_rand.length + # only really need this column from the original frame: + df_rand = df_rand[['insol', 'run']] + results_rand['run_slope'] = \ + np.random.uniform(results_rand.run_slope_low, + results_rand.run_slope_high) + results_rand['run_loss'] = \ + results_rand.run_slope * results_rand.length results_rand['end_loss'] = np.nan results_rand['start_loss'] = np.nan @@ -286,7 +347,8 @@ def _calc_monte(self, monte, method='half_norm_clean', precip_clean_only=False, if method == 'half_norm_clean': # Randomize recovery of valid intervals only valid_intervals = results_rand[results_rand.valid].copy() - valid_intervals['inferred_recovery'] = valid_intervals.inferred_recovery.fillna(1.0) + valid_intervals['inferred_recovery'] = \ + valid_intervals.inferred_recovery.fillna(1.0) end_list = [] for i, row in valid_intervals.iterrows(): @@ -295,11 +357,13 @@ def _calc_monte(self, monte, method='half_norm_clean', precip_clean_only=False, end_list.append(end) if row.clean_wo_precip and precip_clean_only: - inter_start = end # don't allow recovery if there was no precipitation + # don't allow recovery if there was no precipitation + inter_start = end else: - # Use a half normal with the infered clean at the 3sigma point + # Use a half normal with the infered clean at the + # 3sigma point x = np.clip(end + row.inferred_recovery, 0, 1) - inter_start = 1 - abs(np.random.normal(0.0, (1 - x) / 3)) + inter_start = 1 - abs(np.random.normal(0.0, (1 - x)/3)) # Update the valid rows in results_rand valid_update = pd.DataFrame() @@ -310,8 +374,10 @@ def _calc_monte(self, monte, method='half_norm_clean', precip_clean_only=False, # forward and back fill to note the limits of random constant # derate for invalid intervals - results_rand['previous_end'] = results_rand.end_loss.fillna(method='ffill') - results_rand['next_start'] = results_rand.start_loss.fillna(method='bfill') + results_rand['previous_end'] = \ + results_rand.end_loss.fillna(method='ffill') + results_rand['next_start'] = \ + results_rand.start_loss.fillna(method='bfill') # Randomly select random constant derate for invalid intervals # based on previous end and next beginning @@ -343,7 +409,8 @@ def _calc_monte(self, monte, method='half_norm_clean', precip_clean_only=False, start_list.append(inter_start) end = inter_start + row.run_loss if row.clean_wo_precip and precip_clean_only: - inter_start = end # don't allow recovery if there was no precipitation + # don't allow recovery if there was no precipitation + inter_start = end else: inter_start = np.random.uniform(end, 1) results_rand['start_loss'] = start_list @@ -353,7 +420,8 @@ def _calc_monte(self, monte, method='half_norm_clean', precip_clean_only=False, start_list.append(inter_start) end = inter_start + row.run_loss if row.clean_wo_precip and precip_clean_only: - inter_start = end # don't allow recovery if there was no precipitation + # don't allow recovery if there was no precipitation + inter_start = end else: inter_start = 1 results_rand['start_loss'] = start_list @@ -361,10 +429,14 @@ def _calc_monte(self, monte, method='half_norm_clean', precip_clean_only=False, else: raise ValueError("Invalid method specification") - df_rand = df_rand.reset_index().merge(results_rand, how='left', on='run').set_index('date') + df_rand = df_rand.reset_index() \ + .merge(results_rand, how='left', on='run') \ + .set_index('date') df_rand['loss'] = np.nan - df_rand['days_since_clean'] = (df_rand.index - df_rand.start).dt.days - df_rand['loss'] = df_rand.start_loss + df_rand.days_since_clean * df_rand.run_slope + df_rand['days_since_clean'] = \ + (df_rand.index - df_rand.start).dt.days + df_rand['loss'] = df_rand.start_loss + \ + df_rand.days_since_clean * df_rand.run_slope df_rand['soil_insol'] = df_rand.loss * df_rand.insol @@ -379,81 +451,121 @@ def _calc_monte(self, monte, method='half_norm_clean', precip_clean_only=False, def run(self, reps=1000, day_scale=14, clean_threshold='infer', trim=False, method='half_norm_clean', precip_clean_only=False, exceedance_prob=95.0, confidence_level=68.2, recenter=True, - max_relative_slope_error=500.0, max_negative_step=0.05, random_seed=None): + max_relative_slope_error=500.0, max_negative_step=0.05, + random_seed=None): ''' - Run the SRR method from beginning to end. Perform the stochastic rate and recovery soiling - loss calculation. Based on the methods presented in Deceglie et al. JPV 8(2) p547 2018. + Run the SRR method from beginning to end. Perform the stochastic rate + and recovery soiling loss calculation. Based on the methods presented + in Deceglie et al. JPV 8(2) p547 2018. Parameters ---------- - reps (int): number of Monte Carlo realizations to calculate - day_scale (int): The number of days to use in rolling median for cleaning detection, and the maximum number of - days of missing data to tolerate in a valid interval - clean_threshold (float or str): The fractional positive shift in rolling median for cleaning detection. - Or specify 'infer' to automatically use outliers in the shift as the threshold. - trim (bool): Whether to trim (remove) the first and last soiling intervals to avoid inclusion of partial intervals - method (str): how to treat the recovery of each cleaning event - 'random_clean' - a random recovery between 0-100% - 'perfect_clean' - each cleaning event returns the performance metric to 1 - 'half_norm_clean' (default) - The three-sigma lower bound of recovery is inferred from the fit - of the following interval, the upper bound is 1 with the magnitude - drawn from a half normal centered at 1 - precip_clean_only (bool): If True, only consider cleaning events valid if they coincide with precipitation events - exceedance_prob (float): the probability level to use for exceedance value calculation in percent - confidence_level (float): the size of the confidence interval to return, in percent - recenter (bool): specify whether data is centered to normalized yield of 1 based on first year median - max_relative_slope_error (numeric): the maximum relative size of the slope confidence interval for an interval to be - considered valid (percentage). - max_negative_step (numeric): The maximum magnitude of negative discrete steps allowed in an interval for the interval - to be considered valid (units of normalized performance metric). - random_seed (int): Seed for random number generation in the Monte Carlo simulation. Use to ensure identical results on - subsequent runs. Not a substitute for doing a sufficient number of Mote Carlo repetitions. + reps : int, default 1000 + number of Monte Carlo realizations to calculate + day_scale : int, default 14 + The number of days to use in rolling median for cleaning detection, + and the maximum number of days of missing data to tolerate in a + valid interval + clean_threshold : float or 'infer', default 'infer' + The fractional positive shift in rolling median for cleaning + detection. Or specify 'infer' to automatically use outliers in the + shift as the threshold. + trim : bool, default False + Whether to trim (remove) the first and last soiling intervals to + avoid inclusion of partial intervals + method : str, default 'half_norm_clean' + How to treat the recovery of each cleaning event: + + * `random_clean` - a random recovery between 0-100% + * `perfect_clean` - each cleaning event returns the performance + metric to 1 + * `half_norm_clean` (default) - The three-sigma lower bound of + recovery is inferred from the fit of the following interval, the + upper bound is 1 with the magnitude drawn from a half normal + centered at 1 + + precip_clean_only : bool, default False + If True, only consider cleaning events valid if they coincide with + precipitation events + exceedance_prob : float, default 95.0 + The probability level to use for exceedance value calculation in + percent + confidence_level : float, default 68.2 + The size of the confidence interval to return, in percent + recenter : bool, default True + Specify whether data is centered to normalized yield of 1 based on + first year median + max_relative_slope_error : float, default 500 + the maximum relative size of the slope confidence interval for an + interval to be considered valid (percentage). + max_negative_step : float, default 0.05 + The maximum magnitude of negative discrete steps allowed in an + interval for the interval to be considered valid (units of + normalized performance metric). + random_seed : int, default None + Seed for random number generation in the Monte Carlo simulation. + Use to ensure identical results on subsequent runs. Not a + substitute for doing a sufficient number of Mote Carlo repetitions. Returns ------- - tuple of (insolation_weighted_soiling_ratio, confidence_interval, calc_info) - insolation_weighted_soiling_ratio: float - P50 insolation weighted soiling ratio based on stochastic rate and recovery analysis - confidence_interval: numpy ndarray - confidence interval (size specified by confidence_level) of degradation - rate estimate - calc_info: dict - ('renormalizing_factor'): value used to recenter data - ('exceedance_level'): the insolation-weighted soiling ratio that was outperformed with - probability of exceedance_prob - ('stochastic_soiling_profiles'): List of Pandas series corresponding to the Monte Carlo - realizations of soiling ratio profiles - ('soiling_interval_summary'): Pandas dataframe summarizing the soiling intervals identified - ('soiling_ratio_perfect_clean'): Pandas series of the soiling ratio during valid soiling intervals assuming - perfect cleaning and P50 slopes. + insolation_weighted_soiling_ratio : float + P50 insolation weighted soiling ratio based on stochastic rate and + recovery analysis + confidence_interval : np.array + confidence interval (size specified by confidence_level) of + degradation rate estimate + calc_info : dict + * `renormalizing_factor` - value used to recenter data + * `exceedance_level` - the insolation-weighted soiling ratio that + was outperformed with probability of exceedance_prob + * `stochastic_soiling_profiles` - List of Pandas series + corresponding to the Monte Carlo realizations of soiling ratio + profiles + * `soiling_interval_summary` - Pandas dataframe summarizing the + soiling intervals identified + * `soiling_ratio_perfect_clean` - Pandas series of the soiling + ratio during valid soiling intervals assuming perfect cleaning + and P50 slopes. ''' - self._calc_daily_df(day_scale=day_scale, clean_threshold=clean_threshold, recenter=recenter) - self._calc_result_df(trim=trim, max_relative_slope_error=max_relative_slope_error, + self._calc_daily_df(day_scale=day_scale, + clean_threshold=clean_threshold, + recenter=recenter) + self._calc_result_df(trim=trim, + max_relative_slope_error=max_relative_slope_error, max_negative_step=max_negative_step) - self._calc_monte(reps, method=method, precip_clean_only=precip_clean_only, random_seed=random_seed) + self._calc_monte(reps, method=method, + precip_clean_only=precip_clean_only, + random_seed=random_seed) # Calculate the P50 and confidence interval half_ci = confidence_level / 2.0 result = np.percentile(self.monte_losses, - [50, 50.0 - half_ci, 50.0 + half_ci, 100 - exceedance_prob]) + [50, + 50.0 - half_ci, + 50.0 + half_ci, + 100 - exceedance_prob]) P_level = result[3] # Construct calc_info output - intervals_out = self.result_df[['start', 'end', 'run_slope', 'run_slope_low', 'run_slope_high', - 'inferred_start_loss', 'inferred_end_loss', 'length', 'valid' - ]].copy() + intervals_out = self.result_df[ + ['start', 'end', 'run_slope', 'run_slope_low', + 'run_slope_high', 'inferred_start_loss', 'inferred_end_loss', + 'length', 'valid']].copy() intervals_out.rename(columns={'run_slope': 'slope', 'run_slope_high': 'slope_high', 'run_slope_low': 'slope_low', }, inplace=True) + df_d = self.analyzed_daily_df + sr_perfect = df_d[df_d['valid']]['loss_perfect_clean'] calc_info = { 'exceedance_level': P_level, 'renormalizing_factor': self.renorm_factor, 'stochastic_soiling_profiles': self.random_profiles, 'soiling_interval_summary': intervals_out, - 'soiling_ratio_perfect_clean': self.analyzed_daily_df[self.analyzed_daily_df['valid']]['loss_perfect_clean'] + 'soiling_ratio_perfect_clean': sr_perfect } return (result[0], result[1:3], calc_info) @@ -463,64 +575,107 @@ def soiling_srr(daily_normalized_energy, daily_insolation, reps=1000, precip=None, day_scale=14, clean_threshold='infer', trim=False, method='half_norm_clean', precip_clean_only=False, exceedance_prob=95.0, confidence_level=68.2, recenter=True, - max_relative_slope_error=500.0, max_negative_step=0.05, random_seed=None): + max_relative_slope_error=500.0, max_negative_step=0.05, + random_seed=None): ''' - Functional wrapper for srr_analysis(). Perform the stochastic rate and recovery soiling - loss calculation. Based on the methods presented in Deceglie et al. JPV 8(2) p547 2018. + Functional wrapper for srr_analysis(). Perform the stochastic rate and + recovery soiling loss calculation. Based on the methods presented in + Deceglie et al. JPV 8(2) p547 2018. Parameters ---------- - daily_normalized_energy (pandas timeseries): Daily performance metric (i.e. performance index, yield, etc.) - daily_insolation (pandas timeseries): Daily plane-of-array insolation corresponding to daily_normalized_energy - reps (int): number of Monte Carlo realizations to calculate - precip (pandas timeseries): Daily total precipitation. (Only used if precip_clean_only=True) - day_scale (int): The number of days to use in rolling median for cleaning detection, and the maximum number of - days of missing data to tolerate in a valid interval - clean_threshold (float or str): The fractional positive shift in rolling median for cleaning detection. - Or specify 'infer' to automatically use outliers in the shift as the threshold. - trim (bool): Whether to trim (remove) the first and last soiling intervals to avoid inclusion of partial intervals - method (str): how to treat the recovery of each cleaning event - 'random_clean' - a random recovery between 0-100% - 'perfect_clean' - each cleaning event returns the performance metric to 1 - 'half_norm_clean' (default) - The three-sigma lower bound of recovery is inferred from the fit - of the following interval, the upper bound is 1 with the magnitude - drawn from a half normal centered at 1 - precip_clean_only (bool): If True, only consider cleaning events valid if they coincide with precipitation events - exceedance_prob (float): the probability level to use for exceedance value calculation in percent - confidence_level (float): the size of the confidence interval to return, in percent - recenter (bool): specify whether data is centered to normalized yield of 1 based on first year median - max_relative_slope_error (numeric): the maximum relative size of the slope confidence interval for an interval to be - considered valid (percentage). - max_negative_step (numeric): The maximum magnitude of negative discrete steps allowed in an interval for the interval - to be considered valid (units of normalized performance metric). - random_seed (int): Seed for random number generation in the Monte Carlo simulation. Use to ensure identical results on - subsequent runs. Not a substitute for doing a sufficient number of Mote Carlo repetitions. + daily_normalized_energy : pd.Series + Daily performance metric (i.e. performance index, yield, etc.) + daily_insolation : pd.Series + Daily plane-of-array insolation corresponding to d + `daily_normalized_energy` + reps : int, default 1000 + number of Monte Carlo realizations to calculate + precip : pd.Series, default None + Daily total precipitation. (Only used if precip_clean_only=True) + day_scale : int, default 14 + The number of days to use in rolling median for cleaning detection, + and the maximum number of days of missing data to tolerate in a valid + interval + clean_threshold : float or 'infer', default 'infer' + The fractional positive shift in rolling median for cleaning detection. + Or specify 'infer' to automatically use outliers in the shift as the + threshold. + trim : bool, default False + Whether to trim (remove) the first and last soiling intervals to avoid + inclusion of partial intervals + method : str, default 'half_norm_clean' + how to treat the recovery of each cleaning event + + * `random_clean` - a random recovery between 0-100% + * `perfect_clean` - each cleaning event returns the performance metric + to 1 + * `half_norm_clean` (default) - The three-sigma lower bound of recovery + is inferred from the fit of the following interval, the upper bound + is 1 with the magnitude drawn from a half normal centered at 1 + precip_clean_only : bool, default False + If True, only consider cleaning events valid if they coincide with + precipitation events + exceedance_prob : float, default 95.0 + the probability level to use for exceedance value calculation in + percent + confidence_level : float, default 68.2 + the size of the confidence interval to return, in percent + recenter : bool, default True + specify whether data is centered to normalized yield of 1 based on + first year median + max_relative_slope_error : float, default 500.0 + the maximum relative size of the slope confidence interval for an + interval to be considered valid (percentage). + max_negative_step : float, default 0.05 + The maximum magnitude of negative discrete steps allowed in an interval + for the interval to be considered valid (units of normalized + performance metric). + random_seed : int, default None + Seed for random number generation in the Monte Carlo simulation. Use to + ensure identical results on subsequent runs. Not a substitute for doing + a sufficient number of Mote Carlo repetitions. Returns ------- - tuple of (insolation_weighted_soiling_ratio, confidence_interval, calc_info) - insolation_weighted_soiling_ratio: float - P50 insolation weighted soiling ratio based on stochastic rate and recovery analysis - confidence_interval: numpy ndarray - confidence interval (size specified by confidence_level) of degradation - rate estimate - calc_info: dict - ('renormalizing_factor'): value used to recenter data - ('exceedance_level'): the insolation-weighted soiling ratio that was outperformed with - probability of exceedance_prob - ('stochastic_soiling_profiles'): List of Pandas series corresponding to the Monte Carlo - realizations of soiling ratio profiles - ('soiling_interval_summary'): Pandas dataframe summarizing the soiling intervals identified - ('soiling_ratio_perfect_clean'): Pandas series of the soiling ratio during valid soiling intervals assuming - perfect cleaning and P50 slopes. + insolation_weighted_soiling_ratio : float + P50 insolation weighted soiling ratio based on stochastic rate and + recovery analysis + confidence_interval : np.array + confidence interval (size specified by `confidence_level`) of + degradation rate estimate + calc_info : dict + Calculation information from the SRR process. + + * `renormalizing_factor` - value used to recenter data + * `exceedance_level` - the insolation-weighted soiling ratio that + was outperformed with probability of exceedance_prob + * `stochastic_soiling_profiles` - List of Pandas series + corresponding to the Monte Carlo realizations of soiling + ratio profiles + * `soiling_interval_summary` - Pandas dataframe summarizing the + soiling intervals identified + * `soiling_ratio_perfect_clean` - Pandas series of the soiling + ratio during valid soiling intervals assuming perfect cleaning + and P50 slopes. ''' - srr = srr_analysis(daily_normalized_energy, daily_insolation, precip=precip) - - sr, sr_ci, soiling_info = srr.run(reps=reps, day_scale=day_scale, clean_threshold=clean_threshold, - trim=trim, method=method, precip_clean_only=precip_clean_only, - exceedance_prob=exceedance_prob, confidence_level=confidence_level, - recenter=recenter, max_relative_slope_error=max_relative_slope_error, - max_negative_step=max_negative_step, random_seed=random_seed) + srr = srr_analysis(daily_normalized_energy, + daily_insolation, + precip=precip) + + sr, sr_ci, soiling_info = srr.run( + reps=reps, + day_scale=day_scale, + clean_threshold=clean_threshold, + trim=trim, + method=method, + precip_clean_only=precip_clean_only, + exceedance_prob=exceedance_prob, + confidence_level=confidence_level, + recenter=recenter, + max_relative_slope_error=max_relative_slope_error, + max_negative_step=max_negative_step, + random_seed=random_seed) return sr, sr_ci, soiling_info diff --git a/requirements.txt b/requirements.txt index b09936a0..10d04943 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,10 +1,10 @@ -h5py==2.7.1 -numpy==1.12 +h5py==2.10.0 +numpy==1.13.3 patsy==0.5.0 pandas==0.23.0 pvlib==0.6.1 python-dateutil==2.7.3 pytz==2018.5 -scipy==0.19.1 +scipy==1.2.2 six==1.11.0 -statsmodels==0.8.0 +statsmodels==0.10.1 \ No newline at end of file From b1ef4661350f3a4bf1ac703d62efdbd0b37f2a79 Mon Sep 17 00:00:00 2001 From: Kevin Anderson <57452607+kanderso-nrel@users.noreply.github.com> Date: Fri, 31 Jan 2020 14:34:03 -0700 Subject: [PATCH 083/146] Add Changelog to sphinx docs (#134) * add basic changelog files * change heading style * test out extlinks * add sphinx.ext.extlinks to conf.py * test out function links * module -> mod * add api changes section to changelog --- docs/sphinx/source/changelog.rst | 4 ++++ docs/sphinx/source/changelog/v2.0.0.rst | 30 +++++++++++++++++++++++++ docs/sphinx/source/conf.py | 8 +++++++ docs/sphinx/source/index.rst | 1 + 4 files changed, 43 insertions(+) create mode 100644 docs/sphinx/source/changelog.rst create mode 100644 docs/sphinx/source/changelog/v2.0.0.rst diff --git a/docs/sphinx/source/changelog.rst b/docs/sphinx/source/changelog.rst new file mode 100644 index 00000000..5482c785 --- /dev/null +++ b/docs/sphinx/source/changelog.rst @@ -0,0 +1,4 @@ +RdTools Change Log +================== + +.. include:: changelog/v2.0.0.rst diff --git a/docs/sphinx/source/changelog/v2.0.0.rst b/docs/sphinx/source/changelog/v2.0.0.rst new file mode 100644 index 00000000..f268ba78 --- /dev/null +++ b/docs/sphinx/source/changelog/v2.0.0.rst @@ -0,0 +1,30 @@ + +************************ +v2.0.0 (MONTH DAY, YEAR) +************************ + +API Changes +----------- + +Enhancements +------------ +* Add new :py:mod:`~rdtools.soiling` module to implement the stochastic rate and + recovery method (:pull:`112`). +* Add new functions :py:func:`~rdtools.normalization.energy_from_power` and + :py:func:`~rdtools.normalization.interpolate`. + +Bug fixes +--------- + +Testing +------- + +Documentation +------------- +* Create sphinx documentation and set up ReadTheDocs (:pull:`125`). + +Requirements +------------ + +Contributors +------------ diff --git a/docs/sphinx/source/conf.py b/docs/sphinx/source/conf.py index bc82ce97..7037d373 100644 --- a/docs/sphinx/source/conf.py +++ b/docs/sphinx/source/conf.py @@ -36,6 +36,7 @@ # ones. extensions = [ 'sphinx.ext.napoleon', + 'sphinx.ext.extlinks', 'sphinx_rtd_theme', 'sphinx.ext.autosummary', 'm2r', @@ -56,6 +57,13 @@ source_suffix = ['.rst', '.md'] +# List of external link aliases. Allows use of :pull:`123` to autolink that PR +extlinks = { + 'issue': ('https://github.com/NREL/rdtools/issues/%s', 'GH #'), + 'pull': ('https://github.com/NREL/rdtools/pull/%s', 'GH #'), + 'ghuser': ('https://github.com/%s', '@') +} + # -- Options for HTML output ------------------------------------------------- # The theme to use for HTML and HTML Help pages. See the documentation for diff --git a/docs/sphinx/source/index.rst b/docs/sphinx/source/index.rst index 83cb8918..ec25c619 100644 --- a/docs/sphinx/source/index.rst +++ b/docs/sphinx/source/index.rst @@ -22,6 +22,7 @@ Documentation Contents In-Depth Examples API Reference + Change Log Indices and tables ================== From b1b35287a79a7f30a1cc4da28e93ba918a4cdbac Mon Sep 17 00:00:00 2001 From: Kevin Anderson <57452607+kanderso-nrel@users.noreply.github.com> Date: Fri, 31 Jan 2020 14:46:27 -0700 Subject: [PATCH 084/146] Drop py2.7 and add 3.7 and 3.8 to testing (#135) * Drop 2.7 and add 3.7 and 3.8 to testing, update docs. * creating DatetimeIndex directly is deprecated, switch to pd.date_range * require pandas < 1.0.0 * bump requirements.txt numpy to 1.17.3 for testing on py3.8 * more requirements.txt updates for py3.8 wheel availability * Update v2.0.0.rst --- .travis.yml | 3 ++- README.md | 2 +- docs/sphinx/source/changelog/v2.0.0.rst | 2 ++ rdtools/test/aggregation_test.py | 2 +- requirements.txt | 8 ++++---- setup.py | 6 +++--- 6 files changed, 13 insertions(+), 10 deletions(-) diff --git a/.travis.yml b/.travis.yml index 7b2ff692..9cd02d3d 100644 --- a/.travis.yml +++ b/.travis.yml @@ -3,8 +3,9 @@ sudo: false language: python python: - - "2.7" - "3.6" + - "3.7" + - "3.8" # Test two environments: # 1) dependencies with pinned versions from requirements.txt diff --git a/README.md b/README.md index 45bc07e6..c352eeec 100644 --- a/README.md +++ b/README.md @@ -66,7 +66,7 @@ Alternatively it can be installed manually using the command line: On some systems installation with `pip` can fail due to problems installing requirements. If this occurs, the requirements specified in `setup.py` may need to be separately installed (for example by using `conda`) before installing `rdtools`. -RdTools currently runs in both Python 2.7 and 3.6. +RdTools currently is tested on Python 3.6+. ## Usage and examples diff --git a/docs/sphinx/source/changelog/v2.0.0.rst b/docs/sphinx/source/changelog/v2.0.0.rst index f268ba78..2d97b4d3 100644 --- a/docs/sphinx/source/changelog/v2.0.0.rst +++ b/docs/sphinx/source/changelog/v2.0.0.rst @@ -18,6 +18,7 @@ Bug fixes Testing ------- +* Add Python 3.7 and 3.8 to CI testing (:pull:`135`). Documentation ------------- @@ -25,6 +26,7 @@ Documentation Requirements ------------ +* Drop support for Python 2.7, minimum supported version is now 3.6 (:pull:`135`). Contributors ------------ diff --git a/rdtools/test/aggregation_test.py b/rdtools/test/aggregation_test.py index 9cce004b..aad1be37 100644 --- a/rdtools/test/aggregation_test.py +++ b/rdtools/test/aggregation_test.py @@ -8,7 +8,7 @@ class AggregationTestCase(unittest.TestCase): '''Unit tests for aggregation module''' def setUp(self): - ind = pd.DatetimeIndex(freq='12h', start='2015-01-01', end='2015-01-02 23:59') + ind = pd.date_range('2015-01-01', '2015-01-02 23:59', freq='12h') self.insol = pd.Series(data=[500, 1000, 500, 1000], index=ind) self.energy = pd.Series(data=[1.0, 4, 1.0, 4], index=ind) diff --git a/requirements.txt b/requirements.txt index 10d04943..06a3aee4 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,10 +1,10 @@ h5py==2.10.0 -numpy==1.13.3 +numpy==1.17.3 patsy==0.5.0 -pandas==0.23.0 +pandas==0.25.2 pvlib==0.6.1 python-dateutil==2.7.3 pytz==2018.5 -scipy==1.2.2 +scipy==1.3.2 six==1.11.0 -statsmodels==0.10.1 \ No newline at end of file +statsmodels==0.10.2 \ No newline at end of file diff --git a/setup.py b/setup.py index 1de1354e..d3e246ef 100755 --- a/setup.py +++ b/setup.py @@ -35,7 +35,7 @@ INSTALL_REQUIRES = [ 'numpy >= 1.12', - 'pandas >= 0.23.0', + 'pandas >= 0.23.0, <1.0.0', 'statsmodels >= 0.8.0', 'scipy >= 0.19.1', 'h5py >= 2.7.1', @@ -48,10 +48,10 @@ 'Operating System :: OS Independent', 'Intended Audience :: Science/Research', 'Programming Language :: Python', - 'Programming Language :: Python :: 2', - 'Programming Language :: Python :: 2.7', 'Programming Language :: Python :: 3', 'Programming Language :: Python :: 3.6', + 'Programming Language :: Python :: 3.7', + 'Programming Language :: Python :: 3.8', 'Topic :: Scientific/Engineering', ] From 9a6e332e71f945d29afa4007dffd4bdba9ce60a4 Mon Sep 17 00:00:00 2001 From: Kevin Anderson Date: Mon, 3 Feb 2020 11:36:30 -0700 Subject: [PATCH 085/146] convert README.md to ReSt in index.rst, move images folder into sphinx source --- .../_images}/Clearsky_result_updated.png | Bin .../source/_images}/RdTools_workflows.png | Bin .../sphinx/source/_images}/Workflow1.png | Bin .../source/_images}/soiling_histogram.png | Bin docs/sphinx/source/index.rst | 220 +++++++++++++++++- docs/sphinx/source/readme_link.rst | 1 - 6 files changed, 218 insertions(+), 3 deletions(-) rename {_static => docs/sphinx/source/_images}/Clearsky_result_updated.png (100%) rename {_static => docs/sphinx/source/_images}/RdTools_workflows.png (100%) rename {_static => docs/sphinx/source/_images}/Workflow1.png (100%) rename {_static => docs/sphinx/source/_images}/soiling_histogram.png (100%) delete mode 100644 docs/sphinx/source/readme_link.rst diff --git a/_static/Clearsky_result_updated.png b/docs/sphinx/source/_images/Clearsky_result_updated.png similarity index 100% rename from _static/Clearsky_result_updated.png rename to docs/sphinx/source/_images/Clearsky_result_updated.png diff --git a/_static/RdTools_workflows.png b/docs/sphinx/source/_images/RdTools_workflows.png similarity index 100% rename from _static/RdTools_workflows.png rename to docs/sphinx/source/_images/RdTools_workflows.png diff --git a/_static/Workflow1.png b/docs/sphinx/source/_images/Workflow1.png similarity index 100% rename from _static/Workflow1.png rename to docs/sphinx/source/_images/Workflow1.png diff --git a/_static/soiling_histogram.png b/docs/sphinx/source/_images/soiling_histogram.png similarity index 100% rename from _static/soiling_histogram.png rename to docs/sphinx/source/_images/soiling_histogram.png diff --git a/docs/sphinx/source/index.rst b/docs/sphinx/source/index.rst index ec25c619..50fc462a 100644 --- a/docs/sphinx/source/index.rst +++ b/docs/sphinx/source/index.rst @@ -6,8 +6,216 @@ RdTools Overview ================ -.. include:: readme_link.rst +RdTools is a set of Python tools for analysis of photovoltaic data. In +particular, PV production data is evaluated over several years to obtain +rates of performance degradation and soiling loss. RdTools can handle +both high frequency (hourly or better) or low frequency (daily, weekly, +etc.) datasets. Best results are obtained with higher frequency data. +Full examples are worked out in the example notebooks in the +`documentation`_. + +Workflow +-------- + +RdTools supports a number of workflows, but a typical analysis follows +the following: + +0. Import and preliminary calculations +1. Normalize data using a performance metric +2. Filter data that creates bias +3. Aggregate data +4. Analyze aggregated data to estimate the degradation rate and/or + soiling loss + +Steps 1 and 2 may be accomplished with the clearsky workflow (`see +example`_) which can help eliminate problems from irradiance sensor +drift. + +.. image:: _images/RdTools_workflows.png + :alt: RdTools workflow diagram + +Degradation Results +------------------- + +The preferred method for degradation rate estimation is the year-on-year +(YOY) approach, available in ``degradation.degradation_year_on_year``. +The YOY calculation yields in a distribution of degradation rates, the +central tendency of which is the most representative of the true +degradation. The width of the distribution provides information about +the uncertainty in the estimate via a bootstrap calculation. The +`example notebook`_ uses the output of +``degradation.degradation_year_on_year()`` to visualize the calculation. + +.. image:: _images/Clearsky_result_updated.png + :alt: RdTools degradation results plot + +Two workflows are available for system performance ratio calculation, +and illustrated in an example notebook. The sensor-based approach +assumes that site irradiance and temperature sensors are calibrated and +in good repair. Since this is not always the case, a 'clear-sky' +workflow is provided that is based on modeled temperature and +irradiance. Note that site irradiance data is still required to identify +clear-sky conditions to be analyzed. In many cases, the 'clear-sky' +analysis can identify conditions of instrument errors or irradiance +sensor drift, such as in the above analysis. + +Soiling Results +--------------- + +Soiling can be estimated with the stochastic rate and recovery (SRR) +method (Deceglie 2018). This method works well when soiling patterns +follow a "sawtooth" pattern, a linear decline followed by a sharp +recovery associated with natural or manual cleaning. +``rdtools.soiling_srr()`` performs the calculation and returns the P50 +insolation-weighted soiling ratio, confidence interval, and additional +information (``soiling_info``) which includes a summary of the soiling +intervals identified, ``soiling_info['soiling_interval_summary']``. This +summary table can, for example, be used to plot a histogram of the +identified soiling rates for the dataset. + +.. image:: _images/soiling_histogram.png + :alt: RdTools soiling results plot + +Install RdTools using pip +------------------------- + +RdTools can be installed automatically into Python from PyPI using the +command line: + +:: + + pip install rdtools + +Alternatively it can be installed manually using the command line: + +1. Download a `release`_ (Or to work with a development version, clone + or download the rdtools repository). +2. Navigate to the repository: ``cd rdtools`` +3. Install via pip: ``pip install .`` + +On some systems installation with ``pip`` can fail due to problems +installing requirements. If this occurs, the requirements specified in +``setup.py`` may need to be separately installed (for example by using +``conda``) before installing ``rdtools``. + +RdTools currently is tested on Python 3.6+. + +Usage and examples +------------------ + +Full workflow examples are found in the notebooks in `documentation`_. +The examples are designed to work with python 3.6. For a consistent +experience, we recommend installing the packages and versions documented +in ``docs/notebook_requirements.txt``. This can be achieved in your +environment by first installing RdTools as described above, then running +``pip install -r docs/notebook_requirements.txt`` from the base +directory. + +The following functions are used for degradation analysis: + +:: code:: python + + import rdtools + +The most frequently used functions are: + +.. code:: python + + normalization.normalize_with_pvwatts(energy, pvwatts_kws) + ''' + Inputs: Pandas time series of raw energy, PVwatts dict for system analysis + (poa_global, P_ref, T_cell, G_ref, T_ref, gamma_pdc) + Outputs: Pandas time series of normalized energy and POA insolation + ''' + +.. code:: python + + filtering.poa_filter(poa); filtering.tcell_filter(Tcell); filtering.clip_filter(power); + filtering.csi_filter(insolation, clearsky_insolation); filtering.normalized_filter(normalized_power) + ''' + Inputs: Pandas time series of raw data to be filtered. + Output: Boolean mask where `True` indicates acceptable data + ''' + +.. code:: python + + aggregation.aggregation_insol(normalized, insolation, frequency='D') + ''' + Inputs: Normalized energy and insolation + Output: Aggregated data, weighted by the insolation. + ''' + +.. code:: python + + degradation.degradataion_year_on_year(aggregated) + ''' + Inputs: Aggregated, normalized, filtered time series data + Outputs: Tuple: `yoy_rd`: Degradation rate + `yoy_ci`: Confidence interval `yoy_info`: associated analysis data + ''' + +.. code:: python + + soiling.soiling_srr(aggregated, aggregated_insolation) + ''' + Inputs: Daily aggregated, normalized, filtered time series data for normalized performance and insolation + Outputs: Tuple: `sr`: Insolation-weighted soiling ratio + `sr_ci`: Confidence interval `soiling_info`: associated analysis data + ''' + +Citing RdTools +-------------- + +The underlying workflow of RdTools has been published in several places. +If you use RdTools in a published work, please cite the following as +appropriate: + +- D. Jordan, C. Deline, S. Kurtz, G. Kimball, M. Anderson, "Robust PV + Degradation Methodology and Application", IEEE Journal of + Photovoltaics, 8(2) pp. 525-531, 2018 + ‌‌ +- M. G. Deceglie, L. Micheli and M. Muller, "Quantifying Soiling Loss + Directly From PV Yield," in IEEE Journal of Photovoltaics, 8(2), + pp. 547-551, 2018 + ‌‌ +- RdTools, version x.x.x, https://github.com/NREL/rdtools, + https://doi.org/10.5281/zenodo.1210316 + + + (be sure to include the version number used in your analysis) + +References +---------- + +- The clear sky temperature calculation, + ``clearsky_temperature.get_clearsky_tamb()``, uses data from images + created by Jesse Allen, NASA’s Earth Observatory using data courtesy + of the MODIS Land Group. + + https://neo.sci.gsfc.nasa.gov/view.php?datasetId=MOD_LSTD_CLIM_M + + https://neo.sci.gsfc.nasa.gov/view.php?datasetId=MOD_LSTN_CLIM_M + +Other useful references which may also be consulted for degradation rate +methodology include: + +- D. C. Jordan, M. G. Deceglie, S. R. Kurtz, "PV degradation + methodology comparison — A basis for a standard", in 43rd IEEE + Photovoltaic Specialists Conference, Portland, OR, USA, 2016, DOI: + 10.1109/PVSC.2016.7749593. +- Jordan DC, Kurtz SR, VanSant KT, Newmiller J, Compendium of + Photovoltaic Degradation Rates, Progress in Photovoltaics: Research + and Application, 2016, 24(7), 978 - 989. +- D. Jordan, S. Kurtz, PV Degradation Rates – an Analytical Review, + Progress in Photovoltaics: Research and Application, 2013, 21(1), 12 + - 29. +- E. Hasselbrink, M. Anderson, Z. Defreitas, M. Mikofski, Y.-C.Shen, S. + Caldwell, A. Terao, D. Kavulak, Z. Campeau, D. DeGraaff, "Validation + of the PVLife model using 3 million module-years of live site data", + 39th IEEE Photovoltaic Specialists Conference, Tampa, FL, USA, 2013, + p. 7 – 13, DOI: 10.1109/PVSC.2013.6744087. + + + +.. include a toctree entry here so that the index page appears in the sidebar .. toctree:: :hidden: @@ -29,4 +237,12 @@ Indices and tables * :ref:`genindex` * :ref:`modindex` -* :ref:`search` \ No newline at end of file +* :ref:`search` + + +.. links and references + +.. _documentation: https://rdtools.readthedocs.io/en/latest/example.html +.. _see example: https://rdtools.readthedocs.io/en/latest/example.html +.. _example notebook: https://rdtools.readthedocs.io/en/latest/example.html +.. _release: https://github.com/NREL/rdtools/releases diff --git a/docs/sphinx/source/readme_link.rst b/docs/sphinx/source/readme_link.rst deleted file mode 100644 index aa00f1cc..00000000 --- a/docs/sphinx/source/readme_link.rst +++ /dev/null @@ -1 +0,0 @@ -.. mdinclude:: ../../../README.md \ No newline at end of file From 37a2219d1b6efce3070200a79393874ac8050436 Mon Sep 17 00:00:00 2001 From: Kevin Anderson Date: Mon, 3 Feb 2020 11:42:31 -0700 Subject: [PATCH 086/146] Fix formatting, fix conf.py images folder --- docs/sphinx/source/conf.py | 2 +- docs/sphinx/source/index.rst | 5 +++-- 2 files changed, 4 insertions(+), 3 deletions(-) diff --git a/docs/sphinx/source/conf.py b/docs/sphinx/source/conf.py index 7037d373..08e5fcf0 100644 --- a/docs/sphinx/source/conf.py +++ b/docs/sphinx/source/conf.py @@ -79,7 +79,7 @@ # Add any paths that contain custom static files (such as style sheets) here, # relative to this directory. They are copied after the builtin static files, # so a file named "default.css" will overwrite the builtin "default.css". -html_static_path = ['_static', '../../../_static'] +html_static_path = ['_static', '_images'] master_doc = 'index' # A workaround for the responsive tables always having annoying scrollbars. diff --git a/docs/sphinx/source/index.rst b/docs/sphinx/source/index.rst index 50fc462a..0fd2d8a8 100644 --- a/docs/sphinx/source/index.rst +++ b/docs/sphinx/source/index.rst @@ -114,7 +114,7 @@ directory. The following functions are used for degradation analysis: -:: code:: python +.. code:: python import rdtools @@ -182,7 +182,7 @@ appropriate: - RdTools, version x.x.x, https://github.com/NREL/rdtools, https://doi.org/10.5281/zenodo.1210316 - + (be sure to include the version number used in your analysis) + + Be sure to include the version number used in your analysis! References ---------- @@ -191,6 +191,7 @@ References ``clearsky_temperature.get_clearsky_tamb()``, uses data from images created by Jesse Allen, NASA’s Earth Observatory using data courtesy of the MODIS Land Group. + + https://neo.sci.gsfc.nasa.gov/view.php?datasetId=MOD_LSTD_CLIM_M + https://neo.sci.gsfc.nasa.gov/view.php?datasetId=MOD_LSTN_CLIM_M From 87158a9a836ac41ce026931e08054db42797be5c Mon Sep 17 00:00:00 2001 From: Kevin Anderson Date: Mon, 3 Feb 2020 11:50:14 -0700 Subject: [PATCH 087/146] Fix crosslinks and image size --- docs/sphinx/source/index.rst | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/docs/sphinx/source/index.rst b/docs/sphinx/source/index.rst index 0fd2d8a8..f7b5ac82 100644 --- a/docs/sphinx/source/index.rst +++ b/docs/sphinx/source/index.rst @@ -39,13 +39,13 @@ Degradation Results ------------------- The preferred method for degradation rate estimation is the year-on-year -(YOY) approach, available in ``degradation.degradation_year_on_year``. +(YOY) approach, available in :py:func:`.degradation.degradation_year_on_year`. The YOY calculation yields in a distribution of degradation rates, the central tendency of which is the most representative of the true degradation. The width of the distribution provides information about the uncertainty in the estimate via a bootstrap calculation. The `example notebook`_ uses the output of -``degradation.degradation_year_on_year()`` to visualize the calculation. +:py:func:`.degradation.degradation_year_on_year` to visualize the calculation. .. image:: _images/Clearsky_result_updated.png :alt: RdTools degradation results plot @@ -67,7 +67,7 @@ Soiling can be estimated with the stochastic rate and recovery (SRR) method (Deceglie 2018). This method works well when soiling patterns follow a "sawtooth" pattern, a linear decline followed by a sharp recovery associated with natural or manual cleaning. -``rdtools.soiling_srr()`` performs the calculation and returns the P50 +:py:func:`.soiling.soiling_srr` performs the calculation and returns the P50 insolation-weighted soiling ratio, confidence interval, and additional information (``soiling_info``) which includes a summary of the soiling intervals identified, ``soiling_info['soiling_interval_summary']``. This @@ -76,6 +76,8 @@ identified soiling rates for the dataset. .. image:: _images/soiling_histogram.png :alt: RdTools soiling results plot + :width: 320 + :height: 216 Install RdTools using pip ------------------------- From 80c4f3d2286ac357512683150a2085d0b1a39f7e Mon Sep 17 00:00:00 2001 From: Kevin Anderson Date: Mon, 3 Feb 2020 11:51:12 -0700 Subject: [PATCH 088/146] mention soiling --- docs/sphinx/source/index.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/sphinx/source/index.rst b/docs/sphinx/source/index.rst index f7b5ac82..18ed98e0 100644 --- a/docs/sphinx/source/index.rst +++ b/docs/sphinx/source/index.rst @@ -114,7 +114,7 @@ environment by first installing RdTools as described above, then running ``pip install -r docs/notebook_requirements.txt`` from the base directory. -The following functions are used for degradation analysis: +The following functions are used for degradation and soiling analysis: .. code:: python From cf3db5c2b55bb62ba8dce3976a0928c50d3d065e Mon Sep 17 00:00:00 2001 From: Kevin Anderson Date: Mon, 3 Feb 2020 11:53:20 -0700 Subject: [PATCH 089/146] another crosslink --- docs/sphinx/source/index.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/sphinx/source/index.rst b/docs/sphinx/source/index.rst index 18ed98e0..671f1e67 100644 --- a/docs/sphinx/source/index.rst +++ b/docs/sphinx/source/index.rst @@ -190,7 +190,7 @@ References ---------- - The clear sky temperature calculation, - ``clearsky_temperature.get_clearsky_tamb()``, uses data from images + :py:func:`.clearsky_temperature.get_clearsky_tamb()`, uses data from images created by Jesse Allen, NASA’s Earth Observatory using data courtesy of the MODIS Land Group. From 13ce49febedd2c9e97f6be577caffbce5c2a62b6 Mon Sep 17 00:00:00 2001 From: Kevin Anderson <57452607+kanderso-nrel@users.noreply.github.com> Date: Tue, 4 Feb 2020 16:47:48 -0700 Subject: [PATCH 090/146] Improve module-level docstrings (#137) * Improve module docstrings for sphinx docs module summaries * Update v2.0.0.rst --- docs/sphinx/source/changelog/v2.0.0.rst | 1 + rdtools/aggregation.py | 5 ++--- rdtools/clearsky_temperature.py | 3 +++ rdtools/degradation.py | 6 +----- rdtools/filtering.py | 2 +- rdtools/normalization.py | 6 +----- rdtools/soiling.py | 6 +----- 7 files changed, 10 insertions(+), 19 deletions(-) diff --git a/docs/sphinx/source/changelog/v2.0.0.rst b/docs/sphinx/source/changelog/v2.0.0.rst index 2d97b4d3..31a65cc7 100644 --- a/docs/sphinx/source/changelog/v2.0.0.rst +++ b/docs/sphinx/source/changelog/v2.0.0.rst @@ -23,6 +23,7 @@ Testing Documentation ------------- * Create sphinx documentation and set up ReadTheDocs (:pull:`125`). +* Improve module-level docstrings (:pull:`137`). Requirements ------------ diff --git a/rdtools/aggregation.py b/rdtools/aggregation.py index c4fee06f..85909f6c 100644 --- a/rdtools/aggregation.py +++ b/rdtools/aggregation.py @@ -1,6 +1,5 @@ -''' -Aggregation Helper Functions -''' +'''Functions for calculating weighted aggregates of PV system data.''' + def aggregation_insol(normalized_energy, insolation, frequency='D'): ''' diff --git a/rdtools/clearsky_temperature.py b/rdtools/clearsky_temperature.py index 7f7f7d73..bbf64afa 100644 --- a/rdtools/clearsky_temperature.py +++ b/rdtools/clearsky_temperature.py @@ -1,3 +1,5 @@ +'''Functions for estimating clear-sky ambient temperature.''' + import h5py from numpy import arange from datetime import timedelta @@ -6,6 +8,7 @@ import numpy as np import warnings + def get_clearsky_tamb(times, latitude, longitude, window_size=40, gauss_std=20): ''' diff --git a/rdtools/degradation.py b/rdtools/degradation.py index 3726a4fb..8418f623 100644 --- a/rdtools/degradation.py +++ b/rdtools/degradation.py @@ -1,8 +1,4 @@ -''' Degradation Module - -This module contains functions to calculate the degradation rate of -photovoltaic systems. -''' +'''Functions for calculating the degradation rate of photovoltaic systems.''' from __future__ import division import pandas as pd diff --git a/rdtools/filtering.py b/rdtools/filtering.py index d3e6add8..c2a8defb 100644 --- a/rdtools/filtering.py +++ b/rdtools/filtering.py @@ -1,4 +1,4 @@ -import pandas as pd +'''Functions for filtering and subsetting PV system data.''' def poa_filter(poa, low_irradiance_cutoff=200, high_irradiance_cutoff=1200): diff --git a/rdtools/normalization.py b/rdtools/normalization.py index 50a30998..72bda304 100644 --- a/rdtools/normalization.py +++ b/rdtools/normalization.py @@ -1,8 +1,4 @@ -''' Energy Normalization Module - -This module contains functions to help normalize AC energy output with measured -poa_global in preparation for calculating PV system degradation. -''' +'''Functions for normalizing, rescaling, and regularizing PV system data.''' import pandas as pd import pvlib diff --git a/rdtools/soiling.py b/rdtools/soiling.py index ea0b4003..c065e766 100644 --- a/rdtools/soiling.py +++ b/rdtools/soiling.py @@ -1,8 +1,4 @@ -''' Soiling Module - -This module contains functions to calculate soiling -metrics from photovoltaic system data. -''' +'''Functions for calculating soiling metrics from photovoltaic system data.''' from __future__ import division import pandas as pd From b5bf09d6b20c524bba6b8e14a030790f1614b163 Mon Sep 17 00:00:00 2001 From: Kevin Anderson Date: Wed, 5 Feb 2020 13:09:00 -0700 Subject: [PATCH 091/146] pare down readme.md --- README.md | 136 +----------------------------------------------------- 1 file changed, 2 insertions(+), 134 deletions(-) diff --git a/README.md b/README.md index c352eeec..281e0fdf 100644 --- a/README.md +++ b/README.md @@ -14,143 +14,17 @@ datasets. Best results are obtained with higher frequency data. Full examples are worked out in the example notebooks in the [documentation](https://rdtools.readthedocs.io/en/latest/example.html). -## Workflow -RdTools supports a number of workflows, but a typical analysis follows the following: - -0. Import and preliminary calculations -1. Normalize data using a performance metric -2. Filter data that creates bias -3. Aggregate data -4. Analyze aggregated data to estimate the degradation rate and/or soiling loss - -Steps 1 and 2 may be accomplished with the clearsky workflow ([see example](https://rdtools.readthedocs.io/en/latest/example.html)) -which can help elliminate problems from irradiance sensor drift. - -RdTools Workflow - -## Degradation Results - -The preferred method for degradation rate estimation is the year-on-year (YOY) approach, -available in `degradation.degradation_year_on_year`. The YOY calculation yields in a distribution -of degradation rates, the central tendency of which is the most representative of the true -degradation. The width of the distribution provides information about the uncertainty in the -estimate via a bootstrap calculation. The [example notebook](https://rdtools.readthedocs.io/en/latest/example.html) uses the output of `degradation.degradation_year_on_year()` -to visualize the calculation. - -RdTools Result - - -Two workflows are available for system performance ratio calculation, and illustrated in an example notebook. -The sensor-based approach assumes that site irradiance and temperature sensors are calibrated and in good repair. -Since this is not always the case, a 'clear-sky' workflow is provided that is based on -modeled temperature and irradiance. Note that site irradiance data is still required to identify -clear-sky conditions to be analyzed. In many cases, the 'clear-sky' analysis can identify conditions -of instrument errors or irradiance sensor drift, such as in the above analysis. - - -## Soiling Results -Soiling can be estimated with the stochastic rate and recovery (SRR) method (Deceglie 2018). This method works well when soiling patterns follow a "sawtooth" pattern, a linear decline followed by a sharp recovery associated with natural or mannual cleaning. `rdtools.soiling_srr()` performs the calculation and returns the P50 insolation-weighted soiling ratio, confidence interval, and additional information (`soiling_info`) which includes a summary of the soiling intervals identified, `soiling_info['soiling_interval_summary']`. This summary table can, for example, be used to plot a histogram of the identified soiling rates for the dataset. - -RdTools Result - -## Install RdTools using pip - -RdTools can be installed automatically into Python from PyPI using the command line: -`pip install rdtools` - -Alternatively it can be installed manually using the command line: - -1. Download a [release](https://github.com/NREL/rdtools/releases) (Or to work with a development version, clone or download the rdtools repository). -2. Navigate to the repository: `cd rdtools` -3. Install via pip: `pip install .` - -On some systems installation with `pip` can fail due to problems installing requirements. If this occurs, the requirements specified in `setup.py` may need to be separately installed (for example by using `conda`) before installing `rdtools`. - RdTools currently is tested on Python 3.6+. -## Usage and examples - - -Full workflow examples are found in the notebooks in [rdtools/docs](https://rdtools.readthedocs.io/en/latest/example.html). The examples are designed to work with python 3.6. For a consistent experience, we recommend installing the packages and versions documented in `docs/notebook_requirements.txt`. This can be achieved in your environment by first installing RdTools as described above, then running `pip install -r docs/notebook_requirements.txt` from the base directory. - -The following functions are used for degradation analysis: - -``` -import rdtools -``` - -The most frequently used functions are: - -```Python -normalization.normalize_with_pvwatts(energy, pvwatts_kws) - ''' - Inputs: Pandas time series of raw energy, PVwatts dict for system analysis - (poa_global, P_ref, T_cell, G_ref, T_ref, gamma_pdc) - Outputs: Pandas time series of normalized energy and POA insolation - ''' -``` - -```Python -filtering.poa_filter(poa); filtering.tcell_filter(Tcell); filtering.clip_filter(power); -filtering.csi_filter(insolation, clearsky_insolation) - ''' - Inputs: Pandas time series of raw data to be filtered. - Output: Boolean mask where `True` indicates acceptable data - ''' -``` - -```Python -aggregation.aggregation_insol(normalized, insolation, frequency='D') - ''' - Inputs: Normalized energy and insolation - Output: Aggregated data, weighted by the insolation. - ''' -``` - -```Python -degradation.degradataion_year_on_year(aggregated) - ''' - Inputs: Aggregated, normalized, filtered time series data - Outputs: Tuple: `yoy_rd`: Degradation rate - `yoy_ci`: Confidence interval `yoy_info`: associated analysis data - ''' -``` - -```Python -soiling.soiling_srr(aggregated, aggregated_insolation) - ''' - Inputs: Daily aggregated, normalized, filtered time series data for normalized performance and insolation - Outputs: Tuple: `sr`: Insolation-weighted soiling ratio - `sr_ci`: Confidence interval `soiling_info`: associated analysis data - ''' -``` - ## Citing RdTools - - - - - - - - - - - - - - The underlying workflow of RdTools has been published in several places. If you use RdTools in a published work, please cite the following as appropriate: - D. Jordan, C. Deline, S. Kurtz, G. Kimball, M. Anderson, "Robust PV Degradation Methodology and Application", IEEE Journal of Photovoltaics, 8(2) pp. 525-531, 2018 - ‌‌ - M. G. Deceglie, L. Micheli and M. Muller, "Quantifying Soiling Loss Directly From PV Yield," in IEEE Journal of Photovoltaics, 8(2), pp. 547-551, 2018 - ‌‌ - RdTools, version x.x.x, https://github.com/NREL/rdtools, [DOI:10.5281/zenodo.1210316](https://doi.org/10.5281/zenodo.1210316) *(be sure to include the version number used in your analysis)* - ## References The clear sky temperature calculation, `clearsky_temperature.get_clearsky_tamb()`, uses data @@ -160,16 +34,10 @@ https://neo.sci.gsfc.nasa.gov/view.php?datasetId=MOD_LSTN_CLIM_M Other useful references which may also be consulted for degradation rate methodology include: - - - - D. C. Jordan, M. G. Deceglie, S. R. Kurtz, “PV degradation methodology comparison — A basis for a standard”, in 43rd IEEE Photovoltaic Specialists Conference, Portland, OR, USA, 2016, DOI: 10.1109/PVSC.2016.7749593. - ‌‌ + - D. C. Jordan, M. G. Deceglie, S. R. Kurtz, "PV degradation methodology comparison — A basis for a standard", in 43rd IEEE Photovoltaic Specialists Conference, Portland, OR, USA, 2016, DOI: 10.1109/PVSC.2016.7749593. - Jordan DC, Kurtz SR, VanSant KT, Newmiller J, Compendium of Photovoltaic Degradation Rates, Progress in Photovoltaics: Research and Application, 2016, 24(7), 978 - 989. - ‌‌ - D. Jordan, S. Kurtz, PV Degradation Rates – an Analytical Review, Progress in Photovoltaics: Research and Application, 2013, 21(1), 12 - 29. - ‌‌ - - E. Hasselbrink, M. Anderson, Z. Defreitas, M. Mikofski, Y.-C.Shen, S. Caldwell, A. Terao, D. Kavulak, Z. Campeau, D. DeGraaff, “Validation of the PVLife model using 3 million module-years of live site data”, 39th IEEE Photovoltaic Specialists Conference, Tampa, FL, USA, 2013, p. 7 – 13, DOI: 10.1109/PVSC.2013.6744087. - ‌‌ + - E. Hasselbrink, M. Anderson, Z. Defreitas, M. Mikofski, Y.-C.Shen, S. Caldwell, A. Terao, D. Kavulak, Z. Campeau, D. DeGraaff, "Validation of the PVLife model using 3 million module-years of live site data", 39th IEEE Photovoltaic Specialists Conference, Tampa, FL, USA, 2013, p. 7 – 13, DOI: 10.1109/PVSC.2013.6744087. ## Further Instructions and Updates From 49985cff91110a5f35d16ff82e36b292c3a8cde3 Mon Sep 17 00:00:00 2001 From: Kevin Anderson Date: Wed, 5 Feb 2020 13:27:05 -0700 Subject: [PATCH 092/146] incorporate new rdtools draft mission statement --- README.md | 4 +++- docs/sphinx/source/index.rst | 6 ++++-- setup.py | 6 ++++-- 3 files changed, 11 insertions(+), 5 deletions(-) diff --git a/README.md b/README.md index 281e0fdf..e9d9d6b1 100644 --- a/README.md +++ b/README.md @@ -6,7 +6,9 @@ Master branch: Development branch: [![Build Status](https://travis-ci.org/NREL/rdtools.svg?branch=development)](https://travis-ci.org/NREL/rdtools) -RdTools is a set of Python tools for analysis of photovoltaic data. +RdTools is an open-source library to support reproducible technical analysis of +PV time series data. The library aims to provide best practice analysis routines +along with the building blocks for users to tailor their own analyses. In particular, PV production data is evaluated over several years to obtain rates of performance degradation and soiling loss. RdTools can handle both high frequency (hourly or better) or low frequency (daily, weekly, etc.) diff --git a/docs/sphinx/source/index.rst b/docs/sphinx/source/index.rst index 671f1e67..c2a3e4e6 100644 --- a/docs/sphinx/source/index.rst +++ b/docs/sphinx/source/index.rst @@ -6,8 +6,10 @@ RdTools Overview ================ -RdTools is a set of Python tools for analysis of photovoltaic data. In -particular, PV production data is evaluated over several years to obtain +RdTools is an open-source library to support reproducible technical analysis of +PV time series data. The library aims to provide best practice analysis routines +along with the building blocks for users to tailor their own analyses. +In particular, PV production data is evaluated over several years to obtain rates of performance degradation and soiling loss. RdTools can handle both high frequency (hourly or better) or low frequency (daily, weekly, etc.) datasets. Best results are obtained with higher frequency data. diff --git a/setup.py b/setup.py index d3e246ef..5d1a3e88 100755 --- a/setup.py +++ b/setup.py @@ -9,10 +9,12 @@ import versioneer -DESCRIPTION = 'Functions for analyzing the degradation of photovoltaic systems.' +DESCRIPTION = 'Functions for reproducible timeseries analysis of photovoltaic systems.' LONG_DESCRIPTION = """ -Rdtools is a collection of tools for the analysis of photovoltaic degradation. +RdTools is an open-source library to support reproducible technical analysis of +PV time series data. The library aims to provide best practice analysis +routines along with the building blocks for users to tailor their own analyses. Source code: https://github.com/NREL/rdtools """ From 896eabc393e9740219c002702b10a18a9ec010ff Mon Sep 17 00:00:00 2001 From: Kevin Anderson <57452607+kanderso-nrel@users.noreply.github.com> Date: Fri, 6 Mar 2020 14:17:40 -0700 Subject: [PATCH 093/146] Add developer notes section to sphinx docs (#136) * Add developer notes page and update setup.py with doc reqs * improve formatting in developer_notes.rst * missed a couple formatting issues * change RTD to use setuptools extras instead of sphinx_requirements.txt * add ipython to doc requirements * change backslashes to forward slashes because they work on windows too. also remove unnecessary note about ipython * cleanup * Update v2.0.0.rst * add [test] requirements to setup.py * update developer notes with more detailed installation instructions * add code requirements section * Add coverage instructions and configuration * link typo * simplify pytest instructions * clarify installing rdtools from local git repo --- .coveragerc | 6 + .gitignore | 1 + .readthedocs.yml | 4 +- docs/sphinx/source/changelog/v2.0.0.rst | 2 +- docs/sphinx/source/developer_notes.rst | 200 ++++++++++++++++++++++++ docs/sphinx/source/index.rst | 1 + docs/sphinx/sphinx_requirements.txt | 5 - setup.py | 20 +++ 8 files changed, 231 insertions(+), 8 deletions(-) create mode 100644 .coveragerc create mode 100644 docs/sphinx/source/developer_notes.rst delete mode 100644 docs/sphinx/sphinx_requirements.txt diff --git a/.coveragerc b/.coveragerc new file mode 100644 index 00000000..bc5c5271 --- /dev/null +++ b/.coveragerc @@ -0,0 +1,6 @@ +[run] +omit = + # _version.py doesn't count + rdtools/_version.py + # omit the test files themselves + rdtools/test/* diff --git a/.gitignore b/.gitignore index 853f8f39..e75ade56 100644 --- a/.gitignore +++ b/.gitignore @@ -10,6 +10,7 @@ # ignore coveralls yaml, coverge dir .coveralls.yml .coverage +htmlcov/ # ignore test cache .pytest_cache diff --git a/.readthedocs.yml b/.readthedocs.yml index 13a63eed..d76e9e31 100644 --- a/.readthedocs.yml +++ b/.readthedocs.yml @@ -1,6 +1,6 @@ python: version: 3.6 - install: - - requirements: docs/sphinx/sphinx_requirements.txt use_system_site_packages: true pip_install: true + extra_requirements: + - doc diff --git a/docs/sphinx/source/changelog/v2.0.0.rst b/docs/sphinx/source/changelog/v2.0.0.rst index 31a65cc7..e3fd6c38 100644 --- a/docs/sphinx/source/changelog/v2.0.0.rst +++ b/docs/sphinx/source/changelog/v2.0.0.rst @@ -1,4 +1,3 @@ - ************************ v2.0.0 (MONTH DAY, YEAR) ************************ @@ -23,6 +22,7 @@ Testing Documentation ------------- * Create sphinx documentation and set up ReadTheDocs (:pull:`125`). +* Add guides on running tests and building sphinx docs (:pull:`136`). * Improve module-level docstrings (:pull:`137`). Requirements diff --git a/docs/sphinx/source/developer_notes.rst b/docs/sphinx/source/developer_notes.rst new file mode 100644 index 00000000..7ed9d94d --- /dev/null +++ b/docs/sphinx/source/developer_notes.rst @@ -0,0 +1,200 @@ +.. _developer_notes: + +Developer Notes +=============== + +This page documents some of the workflows specific to RdTools development. + +Installing RdTools source code +------------------------------ + +To make changes to RdTools, run the test suite, or build the documentation +locally, you'll need to have a local copy of the git repository. +Installing RdTools using pip will install a condensed version that +doesn't include the full source code. To get the full source code, +you'll need to clone the RdTools source repository from Github with e.g. + +:: + + git clone https://github.com/NREL/rdtools.git + +from the command line, or using a GUI git client like Github Desktop. This +will clone the entire git repository onto your computer. + +Installing RdTools dependencies +------------------------------- + +The packages necessary to run RdTools itself can be installed with ``pip``. +You can install the dependencies along with RdTools itself from +`PyPI `_: + +:: + + pip install rdtools + +This will install the latest official release of RdTools. If you want to work +with a development version and you have cloned the Github repository to your +computer, you can also install RdTools and dependencies by navigating to the +repository root, switching to the branch you're interested in, for instance: + +:: + + git checkout development + +and running: + +:: + + pip install . + +This will install based on whatever RdTools branch you have checked out. You +can check what version is currently installed by inspecting +``rdtools.__version__``: + +:: + + >>> rdtools.__version__ + '1.2.0+188.g5a96bb2' + +The hex string at the end represents the hash of the git commit for your +installed version. + +.. _installing-optional-dependencies: + +Installing optional dependencies +~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ + +RdTools has extra dependencies for running its test suite and building its +documentation. These packages aren't necessary for running RdTools itself and +are only needed if you want to contribute source code to RdTools. + +.. note:: + These will install RdTools along with other packages necessary to build its + documentation and run its test suite. We recommend doing this in a virtual + environment to keep package installations between projects separate! + +Optional dependencies can be installed with the special +`syntax `_: + +:: + + pip install rdtools[test] # test suite dependencies + pip install rdtools[doc] # documentation dependecies + +Or, if your local repository has an updated dependencies list: + +:: + + pip install .[test] # test suite dependencies + pip install .[doc] # documentation dependecies + + +Running the test suite +---------------------- + +RdTools uses `pytest `_ to run its test +suite. If you haven't already, install the testing depencencies +(:ref:`installing-optional-dependencies`). + +To run the entire test suite, navigate to the git repo folder and run + +:: + + pytest + +For convenience, pytest lets you run tests for a single module if you don't +want to wait around for the entire suite to finish: + +:: + + pytest rdtools/test/soiling_test.py + +And even a single test function: + +:: + + pytest rdtools/test/soiling_test.py::test_soiling_srr + +You can also evaluate code coverage when running the test suite using the +`coverage `_ package: + +:: + + coverage run -m pytest + coverage report + +The first line runs the test suite and keeps track of exactly what lines of +code were run during test execution. The second line then prints out a +summary report showing how much much of each source file was +executed in the test suite. If a percentage is below 100, that means a +function isn't tested or a branch inside a function isn't tested. To get +specific details, you can run ``coverage html`` to generate a detailed HTML +report at ``htmlcov/index.html`` to view in a browser. + +Building documentation locally +------------------------------ + +RdTools uses `Sphinx `_ to build its documentation. +If you haven't already, install the documentation depencencies +(:ref:`installing-optional-dependencies`). + +Once the required packages are installed, change your console's working +directory to ``rdtools/docs/sphinx`` and run + +:: + + make html + +Note that on Windows, you don't actually need the ``make`` utility installed for +this to work because there is a ``make.bat`` in this directory. Building the +docs should result in output like this: + +:: + + (venv)$ make html + Running Sphinx v1.8.5 + making output directory... + [autosummary] generating autosummary for: api.rst, example.nblink, index.rst, readme_link.rst + [autosummary] generating autosummary for: C:\Users\KANDERSO\projects\rdtools\docs\sphinx\source\generated\rdtools.aggregation.aggregation_insol.rst, C:\Users\KANDERSO\projects\rdtools\docs\sphinx\source\generated\rdtools.aggregation.rst, C:\Users\KANDERSO\projects\rdtools\docs\sphinx\source\generated\rdtools.clearsky_temperature.get_clearsky_tamb.rst, C:\Users\KANDERSO\projects\rdtools\docs\sphinx\source\generated\rdtools.clearsky_temperature.rst, C:\Users\KANDERSO\projects\rdtools\docs\sphinx\source\generated\rdtools.degradation.degradation_classical_decomposition.rst, C:\Users\KANDERSO\projects\rdtools\docs\sphinx\source\generated\rdtools.degradation.degradation_ols.rst, C:\Users\KANDERSO\projects\rdtools\docs\sphinx\source\generated\rdtools.degradation.degradation_year_on_year.rst, C:\Users\KANDERSO\projects\rdtools\docs\sphinx\source\generated\rdtools.degradation.rst, C:\Users\KANDERSO\projects\rdtools\docs\sphinx\source\generated\rdtools.filtering.clip_filter.rst, C:\Users\KANDERSO\projects\rdtools\docs\sphinx\source\generated\rdtools.filtering.csi_filter.rst, ..., C:\Users\KANDERSO\projects\rdtools\docs\sphinx\source\generated\rdtools.normalization.normalize_with_pvwatts.rst, C:\Users\KANDERSO\projects\rdtools\docs\sphinx\source\generated\rdtools.normalization.normalize_with_sapm.rst, C:\Users\KANDERSO\projects\rdtools\docs\sphinx\source\generated\rdtools.normalization.pvwatts_dc_power.rst, C:\Users\KANDERSO\projects\rdtools\docs\sphinx\source\generated\rdtools.normalization.rst, C:\Users\KANDERSO\projects\rdtools\docs\sphinx\source\generated\rdtools.normalization.sapm_dc_power.rst, C:\Users\KANDERSO\projects\rdtools\docs\sphinx\source\generated\rdtools.normalization.t_step_nanoseconds.rst, C:\Users\KANDERSO\projects\rdtools\docs\sphinx\source\generated\rdtools.normalization.trapz_aggregate.rst, C:\Users\KANDERSO\projects\rdtools\docs\sphinx\source\generated\rdtools.soiling.rst, C:\Users\KANDERSO\projects\rdtools\docs\sphinx\source\generated\rdtools.soiling.soiling_srr.rst, C:\Users\KANDERSO\projects\rdtools\docs\sphinx\source\generated\rdtools.soiling.srr_analysis.rst + building [mo]: targets for 0 po files that are out of date + building [html]: targets for 4 source files that are out of date + updating environment: 33 added, 0 changed, 0 removed + reading sources... [100%] readme_link + looking for now-outdated files... none found + pickling environment... done + checking consistency... done + preparing documents... done + writing output... [100%] readme_link + generating indices... genindex py-modindex + writing additional pages... search + copying images... [100%] ../build/doctrees/nbsphinx/example_33_2.png + copying static files... done + copying extra files... done + dumping search index in English (code: en) ... done + dumping object inventory... done + build succeeded. + + The HTML pages are in build\html. + +If you get an error like ``Pandoc wasn't found``, you can install it with conda: + +:: + + conda install -c conda-forge pandoc + +The built documentation should be in ``rdtools/docs/sphinx/build`` and opening +``index.html`` with a web browser will display it. + +Code requirements +----------------- + +RdTools follows the `PEP 8 `_ style guide. +We recommend setting up your text editor to automatically highlight style +violations because it's easy to miss some isses (trailing whitespace, etc) otherwise. + +Additionally, our documentation is built in part from docstrings in the source +code. These docstrings must be in `NumpyDoc format `_ +to be rendered correctly in the documentation. + +Finally, all code should be tested. Some older tests in RdTools use the unittest +module, but new tests should all use pytest. \ No newline at end of file diff --git a/docs/sphinx/source/index.rst b/docs/sphinx/source/index.rst index ec25c619..17294921 100644 --- a/docs/sphinx/source/index.rst +++ b/docs/sphinx/source/index.rst @@ -23,6 +23,7 @@ Documentation Contents In-Depth Examples API Reference Change Log + Developer Notes Indices and tables ================== diff --git a/docs/sphinx/sphinx_requirements.txt b/docs/sphinx/sphinx_requirements.txt deleted file mode 100644 index 3f15c96d..00000000 --- a/docs/sphinx/sphinx_requirements.txt +++ /dev/null @@ -1,5 +0,0 @@ -m2r==0.2.1 -nbsphinx==0.4.3 -nbsphinx-link==1.3.0 -pandas==0.23.0 -pvlib==0.6.1 \ No newline at end of file diff --git a/setup.py b/setup.py index d3e246ef..9901718e 100755 --- a/setup.py +++ b/setup.py @@ -42,6 +42,25 @@ 'pvlib >= 0.6.0, <0.7.0', ] +EXTRAS_REQUIRE = { + 'doc': [ + 'sphinx==1.8.5', + 'm2r==0.2.1', + 'nbsphinx==0.4.3', + 'nbsphinx-link==1.3.0', + 'pandas==0.23.0', + 'pvlib==0.6.1', + 'sphinx_rtd_theme==0.4.3', + 'ipython', + ], + 'test': [ + 'pytest', + 'coverage', + ] +} +EXTRAS_REQUIRE['all'] = sorted(set(sum(EXTRAS_REQUIRE.values(), []))) + + CLASSIFIERS = [ 'Development Status :: 4 - Beta', 'License :: OSI Approved :: MIT License', @@ -83,6 +102,7 @@ setup_requires=SETUP_REQUIRES, tests_require=TESTS_REQUIRE, install_requires=INSTALL_REQUIRES, + extras_require=EXTRAS_REQUIRE, description=DESCRIPTION, long_description=LONG_DESCRIPTION, author=AUTHOR, From 897cb150cb6388d826aa8086b6bd3c6d10ba8e6b Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Fri, 6 Mar 2020 15:48:24 -0700 Subject: [PATCH 094/146] Bump bleach from 2.1.3 to 3.1.1 in /docs (#149) Bumps [bleach](https://github.com/mozilla/bleach) from 2.1.3 to 3.1.1. - [Release notes](https://github.com/mozilla/bleach/releases) - [Changelog](https://github.com/mozilla/bleach/blob/master/CHANGES) - [Commits](https://github.com/mozilla/bleach/compare/v2.1.3...v3.1.1) Signed-off-by: dependabot[bot] Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> --- docs/notebook_requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/notebook_requirements.txt b/docs/notebook_requirements.txt index be6bde56..d50a0d33 100644 --- a/docs/notebook_requirements.txt +++ b/docs/notebook_requirements.txt @@ -1,6 +1,6 @@ appnope==0.1.0 backcall==0.1.0 -bleach==2.1.3 +bleach==3.1.1 cycler==0.10.0 decorator==4.3.0 entrypoints==0.2.3 From 1ea478d1800f8a4e8d530533f1f7811f9cdd5ef6 Mon Sep 17 00:00:00 2001 From: Kevin Anderson <57452607+kanderso-nrel@users.noreply.github.com> Date: Tue, 10 Mar 2020 09:10:09 -0600 Subject: [PATCH 095/146] rerun `versioneer install` to fix v-prefix issue (#153) --- rdtools/_version.py | 4 ++-- versioneer.py | 17 +++++++++++------ 2 files changed, 13 insertions(+), 8 deletions(-) diff --git a/rdtools/_version.py b/rdtools/_version.py index 65a5ec1c..77d43632 100644 --- a/rdtools/_version.py +++ b/rdtools/_version.py @@ -6,7 +6,7 @@ # that just contains the computed version number. # This file is released into the public domain. Generated by -# versioneer-0.17 (https://github.com/warner/python-versioneer) +# versioneer-0.18 (https://github.com/warner/python-versioneer) """Git implementation of _version.py.""" @@ -41,7 +41,7 @@ def get_config(): cfg = VersioneerConfig() cfg.VCS = "git" cfg.style = "pep440" - cfg.tag_prefix = "v" + cfg.tag_prefix = "" cfg.parentdir_prefix = "rdtools-" cfg.versionfile_source = "rdtools/_version.py" cfg.verbose = False diff --git a/versioneer.py b/versioneer.py index f250cde5..64fea1c8 100644 --- a/versioneer.py +++ b/versioneer.py @@ -1,5 +1,5 @@ -# Version: 0.17 +# Version: 0.18 """The Versioneer - like a rocketeer, but for versions. @@ -10,7 +10,7 @@ * https://github.com/warner/python-versioneer * Brian Warner * License: Public Domain -* Compatible With: python2.6, 2.7, 3.2, 3.3, 3.4, 3.5, and pypy +* Compatible With: python2.6, 2.7, 3.2, 3.3, 3.4, 3.5, 3.6, and pypy * [![Latest Version] (https://pypip.in/version/versioneer/badge.svg?style=flat) ](https://pypi.python.org/pypi/versioneer/) @@ -151,8 +151,8 @@ software (exactly equal to a known tag), the identifier will only contain the stripped tag, e.g. "0.11". -Other styles are available. See details.md in the Versioneer source tree for -descriptions. +Other styles are available. See [details.md](details.md) in the Versioneer +source tree for descriptions. ## Debugging @@ -364,6 +364,7 @@ def get(parser, name): class NotThisMethod(Exception): """Exception raised if a method is not valid for the current scenario.""" + # these dictionaries contain VCS-specific tools LONG_VERSION_PY = {} HANDLERS = {} @@ -415,6 +416,8 @@ def run_command(commands, args, cwd=None, verbose=False, hide_stderr=False, print("stdout was %s" % stdout) return None, p.returncode return stdout, p.returncode + + LONG_VERSION_PY['git'] = ''' # This file helps to compute a version number in source trees obtained from # git-archive tarball (such as those provided by githubs download-from-tag @@ -423,7 +426,7 @@ def run_command(commands, args, cwd=None, verbose=False, hide_stderr=False, # that just contains the computed version number. # This file is released into the public domain. Generated by -# versioneer-0.17 (https://github.com/warner/python-versioneer) +# versioneer-0.18 (https://github.com/warner/python-versioneer) """Git implementation of _version.py.""" @@ -1176,8 +1179,9 @@ def versions_from_parentdir(parentdir_prefix, root, verbose): (str(rootdirs), parentdir_prefix)) raise NotThisMethod("rootdir doesn't start with parentdir_prefix") + SHORT_VERSION_PY = """ -# This file was generated by 'versioneer.py' (0.17) from +# This file was generated by 'versioneer.py' (0.18) from # revision-control system data, or from the parent directory name of an # unpacked source archive. Distribution tarballs contain a pre-generated copy # of this file. @@ -1808,6 +1812,7 @@ def scan_setup_py(): errors += 1 return errors + if __name__ == "__main__": cmd = sys.argv[1] if cmd == "setup": From 9fcacf8612ffa318ed58d78e79986053067cb29f Mon Sep 17 00:00:00 2001 From: Kevin Anderson <57452607+kanderso-nrel@users.noreply.github.com> Date: Wed, 11 Mar 2020 10:41:46 -0600 Subject: [PATCH 096/146] Cherry-pick the plotting module out of the system analysis branch (#138) * cherry-pick the plotting module commit * add module-level docstring * make plotting module docstrings numpydoc-compliant * update deg/soiling example to use plotting functions * add plotting module to api.rst * fix crosslinks * add matplotlib to setup.py * update requirements.txt matplotlib for 3.8 testing * update changelog * add bins parameter to plotting.degradation_summary_plot from #132 * add basic plotting tests * exercise all kwargs in plotting tests * simplify pytest fixture; test kwargs in separate functions * missed one * fancy error messages * Clean up errant spaces * remove normalize_with_pvwatts import Co-authored-by: Michael Deceglie Co-authored-by: Michael Deceglie --- docs/degradation_and_soiling_example.ipynb | 155 ++++---------- docs/sphinx/source/api.rst | 16 ++ docs/sphinx/source/changelog/v2.0.0.rst | 1 + rdtools/__init__.py | 4 + rdtools/plotting.py | 232 +++++++++++++++++++++ rdtools/test/plotting_test.py | 164 +++++++++++++++ requirements.txt | 1 + setup.py | 1 + 8 files changed, 459 insertions(+), 115 deletions(-) create mode 100644 rdtools/plotting.py create mode 100644 rdtools/test/plotting_test.py diff --git a/docs/degradation_and_soiling_example.ipynb b/docs/degradation_and_soiling_example.ipynb index b1f70325..479e056f 100644 --- a/docs/degradation_and_soiling_example.ipynb +++ b/docs/degradation_and_soiling_example.ipynb @@ -312,7 +312,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -330,31 +330,11 @@ "# confidence_level variable.\n", "\n", "# Visualize the results\n", - "start = daily.index[0]\n", - "end = daily.index[-1]\n", - "years = (end - start).days / 365.0\n", - "yoy_values = yoy_info['YoY_values']\n", - "\n", - "x = [start, end]\n", - "y = [1, 1 + (yoy_rd * years)/100]\n", - "\n", - "fig, (ax1, ax2) = plt.subplots(1,2, figsize=(10, 3))\n", - "ax2.hist(yoy_values, label='YOY', bins=len(yoy_values)//40)\n", - "ax2.axvline(x=yoy_rd, color='black', linestyle='dashed', linewidth=3)\n", - "ax2.set_xlim(-30,45)\n", - "ax2.annotate( u' $R_{d}$ = %.2f%%/yr \\n confidence interval: \\n %.2f to %.2f %%/yr' \n", - " %(yoy_rd, yoy_ci[0], yoy_ci[1]), xy=(0.5, 0.7), xycoords='axes fraction',\n", - " bbox=dict(facecolor='white', edgecolor=None, alpha = 0))\n", - "ax2.set_xlabel('Annual degradation (%)');\n", - "\n", - "ax1.plot(daily.index, daily/yoy_info['renormalizing_factor'], 'o', alpha = 0.5)\n", - "ax1.plot(x, y, 'k--', linewidth=3)\n", - "ax1.set_xlabel('Date')\n", - "ax1.set_ylabel('Renormalized Energy')\n", - "ax1.set_ylim(0.5, 1.1)\n", - "fig.autofmt_xdate()\n", "\n", - "fig.suptitle('Sensor-based degradation results');" + "degradation_fig = rdtools.degradation_summary_plots(yoy_rd, yoy_ci, yoy_info, daily,\n", + " summary_title='Sensor-based degradation results',\n", + " scatter_ymin=0.5, scatter_ymax=1.1,\n", + " hist_xmin=-30, hist_xmax=45)" ] }, { @@ -434,7 +414,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "The 68.2 confidence interval for the insolation-weighted soiling ratio is 0.965–0.978\n" + "The 68.2 confidence interval for the insolation-weighted soiling ratio is 0.970–0.981\n" ] } ], @@ -450,7 +430,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -461,13 +441,7 @@ ], "source": [ "# Plot Monte Carlo realizations of soiling profiles\n", - "fig, ax = plt.subplots()\n", - "ax.plot(daily.index, daily/soiling_info['renormalizing_factor'], 'o')\n", - "ax.set_ylim(0.8,1.1)\n", - "for profile in soiling_info['stochastic_soiling_profiles'][:500]:\n", - " ax.plot(profile.index, profile, color='C1', alpha=0.01)\n", - "ax.set_ylabel('Renormalized energy')\n", - "fig.autofmt_xdate()" + "fig = rdtools.soiling_monte_carlo_plot(soiling_info, daily, profiles=200);" ] }, { @@ -477,7 +451,7 @@ "outputs": [ { "data": { - "image/png": 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KPlx/kdP9Zc0Ag24WXwkYaibqi0GwbQN3oDScMaH43pKB+2RZ3jWEYxsyqH4NNXKoLjb/00dNgp2TMUZ8ztnlZeO+StY9kENKrJ5JYyMAePCmJFJNo1mQHceM1BjiI0dd8N4XMlNevH8q6SYDP74nm5c/OE2SUc+cjDE8v/gGnl88iRmpMXzgi+bOyRjD28tnk2oaLa6/6UAVG/aW96uVbD5Qxdqdp3h1bzmZcRHMSDUyJ2MMy+amBWhE7xbVs6fEzLtFl17I4s9nlxKrp6DSctG1sFabi+W/Pyy+Q1/3WrOj+Lya2xfvn0pKrJ47r49jelI0AG0OF3MyxgyKIPcfo/ocVJ/psrlp4m+DeY/Lfb1gmKiHG0HbNL7C+seHcCzDBn+/hhqZ6nn6qDWlzyyYQFGthY5OJeCQbjLw3ucNRIaF0NDqZFx0GAtviAdgV3EjBZVW5mTE0tDWKUqBerv3hRZAcqyB/NxEjlS3CD/RqoVZROtDeWLLEQoqreK9kxIiA+iToNsp3FdEE7p9RKrmkm4ysPmgYpYnRIezOCeBGEOo0EQ/rWgOmgG5Lw1M9S9+WtEskqdnpBrPm49gs+YLKi0AFNVaRTqM+jdVUC3IjmPKeEWD80+bWZwzjvW7S4W5fPyMcuD1LFsbyPfrbYxrd57i41KziMbnJsewbnep0JAvNel3sEufel4v2PH1fGaDnTR9MQg2TSQUWArkAAFPXpblRwZ/WEMLfxMiPzdU1Ar6nz7qQ54/0SSEW2JMOGE6LRv2VQRcb+3OU9yedV3AhlIFZ3/37g+v7C1n474KHpmVzIq8TJxuhdpn84EqYeZEhGlpd3oI02kDFqG/U7inc9r/faqPqMXuos6qJN+GaCRqrQ5qrQ7W7AjsWVFQaWFrYW1Q4+9r06mBDVUwgRKtfnVveUDSarBZ8802F8dqWwDE/fx/Vq+hOve3FdWzbncpzTYXu042AJCTGM3MtFha7C7KzbagNDh/DdM/Pae3MQJYbC72lzWzv6yJ6ckx5wVygqW36uvQ8P//UtHzesGOz/+ZrfvgdK+R5OFGsBrcZmAqSg+Gq6a5TF/o2eBFzWhXkz0BYU443R6m+UyYm1KM4hqGUInOLpkuL9RZ7SJXyOH28Ny2kzy/eNIlnVzFPvN532kzf3n8FpF6sGxuGnMyYtlf1sxDNycTawhlQXac0D7985V6i2j6px2sXpQt0ltA8SW2OrqICNOSPTZKlJ+drG8FYE7GmKA3UX+bLj83UUSBAY7UtHCkRhFSSinchfOtQNlQ/3739SLXr6dp1Fu5kBol/ri0iapmO+kmA8t9zvMNe8vZfLA6KA1O/Q7lZhuPbjrEXx6/pdfxqrWXmw5UCdNUTRPpqXVfaG77OzQupfi9tzH35M4LZnz+6CuSfKljGyiCFXB3AamyLLcMySiGGWqqRbPNRbhOy8q8TEBJzp2Zpsjv9btLRQkPwPyJSg+HFXmZgkFXxZkWJ4kx4Xx0qpFjPjOnp/YzUDyzYALFZ1uparbznc2fiXGE6bT88qFpAcmf23w+sjkZsRcsHM/PTeTj0ib2lJhxe06yv6yJlFg9Vc12RmlVl6zEqoVZovxsf1kz8yeaeCk/Z1AIBBZkx7FgUjyFVRZKG9tp71RM4MSY8IsqfFcrSFYvyhbj6/lZ9T3zJ5ooqLTwzIIJ6LRSwGf6q/7oDXGRYVQ126lqtgccmD2TpNXDZ0VeZsD3UzWbYLRVq82F3eUJKlrc2wHe25wEi4HmtlWaOzhcbWHZ3LTzIsn+GA5WkWAFXA3Qt+f8KoMaVCj2+Z5Uc0E16d4tqheRyhmpMYBEklHPyrxMlsxOobrZRmWTjZzEKA5XtwiTTo22RoWHCE3wYlFQacFic5NuMnCkRtGgwkIk4Q9bNi9dmAEzUo0sm5smfGmqJuO/0AGR1DouOgyAozUWpidFs+KOzIDoabuzS1Ro9FUs3hNKCsRR9pc19WmW9ExanT/RJIRbQlQYhlAt+8uamDo+qt9N3FOQ7ipuFIeTv+Zltbl4ZW85xfVtpJsM7CkxU3aug1qrgxV5meIAUq83I9XIpxXNVDR18Nahun7rc1X/35yMWHKTjQHC5NOKZl7KzwEQwm3+RJMo7AcorLYKJ34wWox6KK/Iy7ygtuMvOIa7ssBqc/HdNwspN9s42+pkeT8+vOEYW7AC7k1gm48uKcBEvRrpkpbMTsHu9nCstkVQffuXNqkL6dbMMSKVpKDSwqqFWcQYQnlqaxFVzXa0Pn9VYkw4tVYHhlANNpeXFKNelHQFq3r3RimjluPkJrvYVdyI1e4W/j+jIRSHT9gVVFrQ+4SDv6almm52lyfAFE2J1QNgc3k5XNPCxn2VlJttGEIlvF7F7LbY3Kz78DTReiXI0NNH1hNKCoSyefsyS1Qt6tFbUgClSiMzLoLi+jYmJUSK73ayvo0W+/nBjL7Se9S58qcfV8e00XfNOqtiDquHkHpQ+GtYqsYerVe2xfsnG4T52hO9JWP7pxZtLaylvsXBnhIzU8dFMiEuAofbE3AQbS2sxe7ysH53aa+pSv6QevzfH4ZLqPUmuLYW1lJuthEWIlFutvHElqMiqALBm9aDhWAF3A98//9Xj9evWrqk0sZ2IRh6i/I53Z6AxeTPeqv2VU03jeaeKQk43B427KvA5lKCEcfOtHHsTNuAsuN7o5TRh2qFqfzG0ptYu/MLCiqtFNW2CO1B9esATB0fzRKfSaASOKoRy4JKCzNSjcxKi2VacjTf/+MR2p0epidFizI0mytQNL1bdIZWR2B1RF/fqeeGV+G/CVRNy+3xsr+smZKGdiRJMfHdHi8TrzNQcs5Gl1fmuW2fc2um6bzNs3bnKZG6I/ldX4KAyKQ6pmabi+L6Np5ZMIEXdpWIAM2O4/UsvCFeFP2nmww8decEXvrgtPhfZUnui67KvwpEPVTUtVHf4uDdojMAnD7XIVwX8yeaeH7xJBGEWvfhaQCRwN0XlsxOCbqSQBW2g0W02dMS6Mv8Vc3oGalGEURSgyor8jLPO4CGA/+UdElWm4vMuAjcHpkVeZlCGKiLTgKhTfj73N4tqhcO8NxkI+t2l/pYRjq4N2csu0+do92pBCXmZg4sF0jVbhZkxwX4qtQTMf/VA4zypZ3kJEajD9Wyp8TMrZlKSZjK7uuvuX1a0czU8dFisem0Gpb4oontTg8psXpyU4xCmzGEShhCdciyjNnmptXRRYxeh9XuJjEmnK9NG9/nd1LrW3vCfxOo3zHJqGd/WTP1vgoMwCewx1ByzkZEmJbKJpsQRurGXJAdx8elijDKTY5hyewUEXy5N2csRoOO6325ieqY/v3u60XN6aSEKCrMNupbnZxpcYpk6nCdhnKzjbcP11FutlFndQTFktxTY1s2L51dxY2+aKky9hCNhMPtZUZqDPUtTkWjG18vTPhyH/V9eQ8K/N7mN1gB1dPvd6lEm/61teE+oQ69R1vX7y4VDDWgBKbuzUkQier+B9CVFGS4ZLokSZJ+gJJqMhnYIsvy0n7e+yTwLBAO/B/wPVmWO4Md64Wgmi7+tD3++WKqHjMjVdn8avE8dKcf2H1C4R+nzlFrdWA06Gh3Kq/pQ0MGzNHl70fyv89rj+SycP3HOLu8uDo9xOh1LPctkE0HqrD4/DjL5qaJE1IVjHtKzEwZH82KvEw+rVBSFNZ9eJpTDW0kxoRT1Wxnw74KkQdmc8nYXN2axJyMMTyzYIIw2f1TO4JBT8f45gNV7Ckx80DueJHiApAdP5r2Tg/josOE77Pd6SHdZAjYmP7CQxXm6rPae7oJq93NT7YXs/vp6wLG4V9zOi0pmnpf/uKL908VQk4ttVNTaoIlFO1JsdQzdaWg0sL8iSaSjHqRu6j632IMoTy/+AZBeT9Y8E+4XToIXHH+EdHezN/qZhtPbS0K6A+icv2F67QiCOZfzzxcVQ/DSZdUD/wU+BKK4OrrXl8Cfgjc7vvMX4Cf+F4bFKiaRIvd5Ys+jjlvoepDtQHq/fyJJlbkZXKsroUF2XFs82X1z06PpbDaylN3TmDLZzW4PbLwrwzkofW2cPJzE2mxuwjRAj5L8StTE8SCVU1YQAiG8FBFy1M37b05CaSaRvPyB6cpqLTwh4IaurzKklUXodPtEcIrLESDs8vLnIwx/PKhGwGYmRbLRyXmXk2d/jjg1K5dy+amKeaS71D4+8kGIdxUc7O4oYm3CutIjAkXAu/F+6cSYwg9j0FFzQm02lzcm5PA8boW7rohnp///RQ/vif7vDEtyI4TpqoStGlhfIyej0rMvHj/VNbvLhWkpcvmje6Xg09FfykbEopgm5YULQJTT2w5qvxdrwtYH/4UUheL/ijB/efvYjWlpbNT0PsCcP7XUS0Fo0Hno+1XDuSerM3+pKJqCs5wVT0MG12SLMvvAEiSlIsiJPvCEuB/ZVk+6Xv/8yg9IQZNwO09VkJm2et8EnEXoBO0SHZXtzP9tokmXt15iF8nf8yG9lmCibbZ3EBjyA6WLnyc8NAs6lsclJttvPPJCTZmncQ1+WHeOnndwB6a3UJM0e9YdtO3QB9Ka+0X3HXsGToS1vLUtioe7nqPrdxGWlIiMfpQKs0d7CpuZEaqkZRYPS3NjXzLu5/ojDwmG7uo/nAjeckL2F1t8wkdZVGr5mZYiER2QhRHalqQ6TaPwnUaHG6vYromxwCw7eAJmvf8FmnatwSttz96ZuoHOMvtFh7Tbqes+qvsru7i2bkm1sb9g5833gQopWHPL57ElkO12F1dlJs7RBAgmnace1+Gr61ka6E1gJPM3982yt1CZtnrvFp7JxZ7GF+cbeeLs+0B0dqPS824PTIFlRbSTAbSTQYKKi2UVFYT9/kh1n39u+g+38gmzzwWz5p8XjS0t2BHbykbqin83omzgJLfNzfT5NPUJomNX1BpGfD64OjvaJn4AL/5zEp5dQ33sYftmjyevW8W7xbVBwQqepKl+h/Uak5ef70wegrEntyCakqO3eURB6uqAasC+5X3PiOz7HWMyQuYefb3bDVPZkZqsjiYhqvq4UqkS5oEbPP7/RgQJ0lSrCzLzf5vlCTpMeAxgKSkpKBvkO/diV63hZfbOznJ1ymotASQVQK8caCSFa7f8mXdBzS6y7CZfkC52cYbxneZWb4TPrGybPEveWDDQQBuqPsT+sZ3wG2HUQ8N7BsXbIC9PwOXHeavouUvz5Bs2c+Ztx7mcUc0d+pO8G3DAf40biPrdpdy0Bc0mJMxhqpmO78c8yFfqv8zFe5qWuraeYh9fKXtD/x99qtMy44T6RsP5I6noNLCvAkmwnRajtS0cMwXsFCFX7rJwB3Xx7FudymF1RYe825lqW4LWys1bGj6Mi/sKuH3353ZPZc9MvUP+5lf955+lhRdETbzDv46700Wm19A3/o++aGvsTHmaR785g+FuyAlVk+ro4vEmHBuz7qO++r+m6nl2+ADK/l3vAh0l5/5+5VC3v0pEbp3eLLrz6yO+f/Iz72T6mZFe/369PEBvjyAz8+0Um62MUorkc9HPNS6hRO/P8zkzqNY3ffxVO33WL0om49LzewpMfPElqP88qEbeyWuVM1kON/kitaH0GLvEuZotD6UmWmxRIV3+6fUz/WlAauw73kR/aFfEfnBamzOR7hB28GXde+w0PsKmzd8Hee0Z4DzI6zdQZlY4cJQtWrom6qqL+10RqoRo0EnusrtKTEzIzXGVyM9KaCa44bG7dyq20KVo5yUxs/4LFTLevsq1u3OPi9YMpT5cMEKuCoUuqRC9YUhpEsaDbT6/a7+HAEECDhZljcCGwFyc3P7S5oOgN6tXDKKdhEQWJyTwJTx9bTYXew9baaq2c6CUOXrPhx2gLz8l/jDCRvTD32iXKTo9zB9qWDFSAh1ggwny6pYW3OKZpuLWJ+5cMFTUn2xtgDsFqK/+gItf7ifcc5axuqU4vB4VzV3V/wn61gurqF2tE89qiyOqZpycqgEwCA7+FrxStaF7xLpG2qQYvPBah6bm8aqhVlYbC4KKi1CuL14/1Te+7yBlFglEHC7toa5OkgIVTSrdmdXQCTMX1s4Wd/K/rImNh2o4sk7J5BkK1LG4m3n/qNLCXG3A6DVwLLWF7EVjmFB9iOex6K2AAAgAElEQVQikAJw9+SxSu7Zf34IgOPo23DHiyybl06luYPCagtOt0f4ltzl7wEQrunip47ncTge5oVd1ZSbbfzP+yWiWkKFyvHX6ZF5n1xuG1VCZUckk3UwwRjC+hIzmXG1VPs+15u7wV/78E9dUTa8kaz4CA5VNuN02cV8HK5WmKHVCo5mm4vSxnYmxEWwYV9FwBz03OTNZYfQozBjPB/2JpvcCwDQaGCJ6222W3NZtXDBeVqhfxBEp9WIoIOqdfWVctJXmsn63aUiN1PtS6L6FTcdqCJaHyo0w8n3fJ9Pd0pMNXrg0GeEajz8a+taIhceElqkqnWqycBDYaoGywen0iX9hG66pD8DPxr0EUEHEOn3u/pz+6Dd4VwxAFmaWm5KMWL3lVdNT45mf5lSwjNlXARoFPkf5rGRfOR/KK5vY7njcTwAshf+9A2Wz0tn/kQTqV3KqRhpVaiUdp1s6JcNI4AtY8YySLsNKvZAwQaiEq8nevJCAA64M/H6PpPRuo9Hk5V8vDkZsRRUWnjzYBXH7LEAVHrjWelcLt7vdVpJq1OU4TkZYyhpaBcbvtPtYdm8dJbPS+eRWclEhYdQbrbxwq7TbNxXQVWznRmpMdw0WjlTplg/JJmzHKtr7fU7xRhCyU1WzFc1feOzuIfFWEJcrdjDu53/GsCwZxXHd7xCudnGdaMVgalGdL0aRRiP8trZ//5WZU59QYYN+yr46m8+Ye17X1Az90Vxj1F4qdqQT7rJAMC8CYrfdMmsZGakGlkyK5mcxGhRevclbSGzvUe4LUb5jrdnRLBqYRbHaluEqdxbU2x/bjT1OR4sVw6RWIOO7cfrKW7owNnlJSxE8gV4lHuo5WHHapW8xJP1rYJvry9/VOR968V31AD36E/g9a1NjQbuKf0hkfZqWuzdLCD+QZAVeZlMiItgZV4m9+YkMD05RvgGe0Nf3G+rF2Uzf6KJ1x7JpaDSQrnZJgTIzhNnAxhbVI01fOa3xdh1eFiW3iL8lKCslWC55i4GVyJd0kmUulcVU4HGnubpJcGo5I5FjZtIuE7Lxn0V7C9rYsWfikQEKDJ8FN9zPkGX+nROvsOkhEgOMAW7WtThbBW0SvExSnpCWngHizJGCbbdvk6l/Fy/Tuh6I8T7vrJb2ViqEE4dE4FX8i1mYNnZH1JQaRHCxOH2cr1OCXhM1JxhFzOoJkG8/8vVP2WKsYt0k4FYQ7d59I9T54QmVmuxi3w3VStcNjcNt0fmB63foEMaTaTcxq8jNonE6N6wxEf0uDgngSe2HOHB6kW84lwoFniYvYEK/eTAzVr9U77KRzT7osGqP/D/0v4Lj1fZwAtP/puYs8fmphEVHiIiwD8uy+Rl52JxzSmdx4iv+D9W5mWy8o4J3JuTwN7TZgoqLXz4RaNI/1k2N42apK/xsvs+Rrt97QstJcxINVJ8VtHwx0UrpVjvFtUH0AdZbS5e/uA06z44zYLsOFYtzKLJxw34/slGLDY3eh1oJXB2Kb4/lUIrMkw5SNwer6C/eik/h1ULs/oshYtKvB7NV34tvmOs+yyam5cFzOPNB77Lmh3F4tBUBe+7RfUcr2thw74KwkO17CpuZP3uUo7VDbzqUhVa0XrFMkk3GcQYHL6NEhaiUQ6Eo7+DD1bDqR1oIsaKcXb9IZ8Ne8tZnJPAqoVZfQrZwUKwGhyyLB+RZflxWZa/LMvyclmWDw/kRpIkhUiSFAZoAa0kSWGSJPVmIr8JfEeSpGxJkmJQtMRNA7nXBWEuAWBSSAOLcxKYlhRFQlQYCb5FuGBSPM8smEBz1A1YNYpfwaMN5cGblIcqnqrHCc0KD9kn1z9HV2QSurYaHvG8y8q8zH5rN/s7taw2Fyc7Fa1sXNoNNC3oXtzXaTpY4PqAJbNTyM8dT4xeR7pRGbdG0S3Zdv1L4v1a4InW//EVkZ8T96i1OnhqaxFWm4vVi7KZkRpDQlQYBZUWZJRqgiM1LVQzlmpZoYMaJXcS3oMCyp/vbNOBKhwuD9uK6oXG8ivdEsrGKgJIA6R0nOB1Zx5e3wA1wIthG/mK/BEaFBO40txBWUQuasKKx2Nn3QdKQmysITQg+bi62YZr7io8oxStTKOBZdaXaCv+gOpmG/f+5hOhtZ5pUfLu1ODK2m/O49bMMUR1Kqwix90JPLHlqIjwfnmKsgmdbsX398SWo0IzUrWVNw5U8XGpmRjf4eHxOUoiw0eJn6E7kbfN2SXGoNNKROtDA9ZCb1xsVpuL/2qYjtVnzGgA76e/5uDYb4t5TNU289/xu8WhqR6gTrfCkqNqovm5iSKvc2thbdDcb6qP0d8qmZ4cQ0SYlkljIxjr2zvOLi+bDlSxyTEH+7wfw43fggf+IK6jcTTxx517fNHUoWcoDlrADQJ+BDhQoqHf9P38I0mSkiRJ6pAkKQlAluW/A/8N7AGqff9+PFSD2lZUz5GaVupbnZxs6CAhKoxOt4cXdp2mvtVJiG8FSQ4Lh//xF8rNNhpGpSgflr3Yt3ybJ7YcZdVeB8fbFS2uq+4QwAVrN/taWNsOnsBQf0D5xVLBNtdNnPaMA5QHNv6TZwEwt3ditbuxuxWF3yS1McXYxeLbb2V38tNi8efpTjApzEyXVxYPXKVV31pYS6ppNLdnxYnE22O1LcJvlxKrJ8lX2tXe2cW63aUB5JKqpvDopkNi0x+saOaB3PGEaBQN8+7qBznqVnLFNRp4OGw/z7keCdBAXgzdyGI+4lhdK0//uYg/HarB7csm0nllPtv9f8IZPycjliWzkkmJ1VNrdXC6sZ2/TlrfLTQ18GTzala+VXReJUaIRpmr4vo2YgyhTEqIEn/7pNomklTjIkYJ1g9VqKv+uPzcRJHesq3oDPvLmjlZ305YiEbMbazv2Rv1IYRoFE0uMkw5z+MjRpEYEy5o7V/+4DRr3/uCdR+cFiSk/m6ATQeq2LivgqXOZwIOhsymnZwadYP4PbbgZyQ0K0Gvnnl8Vc12Ht10iFf3lrN6UbYQhP0Ri/qvUTWtIyVWj8Xm4tW95WwtrKPd6eHk2XZOn+tOh9154izrPizl7cJaRbCPnw6GODHOTfpfCP/lUNObD5uAk2X5P2RZlnr8+w9ZlmtkWR4ty3KN33tfkmU5TpblSFmWHx3MJF8ATBMBOOaKZ1+pYp6oRBr1rU42H6xmf1kTczJi2TnxZ0L7uOuUIlg+zPopKhm5p6lECIMvXEpVQaU3HrvbI8yYvno+9LawjtRa+YrnH6RofBHduGzycxM5OvtXAVrZ8S0/FnlE0VlzAUjUNLGw9S22HKpls+dLNKMIXA3wlOcNAK5PUF5rdXQFmND5ud29DXISFW1oRqqRe3PGERaibPBQ3yT96VANlT5TUtUI/J35BZUWCqutwrzv8so8Ffoj9oTNx+YNZaVzOfUTv0X1LT/vFnIaRZP7XtQBjte10eroYrlrBR7f334b9gscLg+bfHx4MnBzqpEYvY5Hb0nh9ry7WTvq+0IAGDRd/Ej/l4C5jQwLocsrB7RJ3Nx+M9VeRVtOjwlhvFERqo3tncL5vzgnQUQi1aDRLx+6kTkZY4QAHRcdhtP3hVsdXWI9hepCxDzIvpTZhvZOaq0OUmL1NLQ6WL+7lA37Kli3uxS723Ne5YHqrzpBBk+7HhNzNsZ9lofbn8Dj28Ya4K6iH/Cz3/9NrDmVdDUsRCPMen/tKcBV4gd/je2prUXMSDWSbjKIaxT5EplHj1KuPyl+NAlRComDs8tLvvYjHrG9zvHtv1Yu+NAWMe5kbzUxUke/wnWwMPAuJdcCWpUJjWj4lArX3UAEHm93kqtas6nkCc2En/8HOCzIvunqjExBCtFDlx29RmJFXiYtdhe5n58DN9wW08yzfvz+vdVv9ozEVdZamQYUVDRzPHkpS8d/AHUFHKtrIQl4aOHtnNOtYcz+1WiAW+t+w3/c8XUWz5pMuJQBJdugrZbpmtO86Ev9+EXif/L95v+ixh3Bz1kCwOhRioaSEqsPoAryL7Wy2lw43B62FZ2hoNLC3QYbEwCdT/tpdXQF1Iq+lJ/DV/1MwTkZY3hsbiqrt50kJzGKotpWqprhUce/MCP1Wb+5vRkiwPv3Z9GgbND/1/krGrwutnEb1dE3Y7eHEKHpQoOiPSbGKAJo9xeNwuTcuK+CWzNNuG54mJcP1vFk2DY0wO3mzfxiYiL/CM9TDoMsEynG0QH5X6aqbSRrFHM6o+1TPu/4ChBOVHgIj85OZUF2HGt2FLO/rJlbfTlt6nxlJ0R2EwzIMD0pmsM1LcxINVLfovhSNSB+r7U6RDoOKFqVx5d0HRkWQpuzC4nzE6ll4O4b4tj9RSMHDF/i5bZGngzbxsvOxbQQwb96/pVfSuvQaECnkflu3f/j1b1ZhOm0ON3duWrQO3tyb1CrTtTGRoDwT1c125nqIwl9+3AtHZ0eysw2Oj2yyM3c+fkd4Aa98cvMBawxk4mQdGhkNxrAvv3/kb/olYC9MBQYThP1ysGXX6QrMok0TSPLtH8VEby7bohjRV4mWfERFFZbuwugPcr/Bjr4WrITh9uDHK5oOVqvg++OrSIhOpy0MUr0TkbyUS0Z++Tv6hmJK6hQNlmS0UDOhDRqW5V72mqPs9nXgenZ2lm4vcqJqQGyzvrSBfVGMCjaYwgechKjeWxuGrvbxjPT/hLf0f6U0+44NBLcN22c0LjW7Cg+T7tUzZF9p81CO2n1FeG3uRXOthmpRiYlRIneD6/sLcdoCGVaUjTL5qbxy4du5IuzSsT2+rFR/OXxW5iToWhJUxOjRbUFADOXB5jTqk/uJ8lHONPiFCfwKNnFfVGnmJ6szLtqAoaFaBgTESr6PGyPfRSHVyeutaj6p8RYT9Lq6OLdo2fZfrw+oLD99iwlsmvTRJCmaWR5+IckxoRzb844bpto4tFNh0S1i/oci2qs3PY/e8QzA0XzP9feybK5aei0GmqtDqL1IdS3OpmaGM3CyWOZkzGGN5beJOYCYFZ6LNOSooR215PmXvX3Hayw0OmBxrZOtsc+Sprzj/ySB5CAkpj5/ELzsJjDdMnMuJMbhGaYnRApNNBXvzn9vJy+3rQo1X14s09ze/QWJYC0ZvEk0k0G5mTEcryuRRwynX4Ox7cK64Q57n+fxx2Pd0dUv3hnSKOnKvoUcJIk/U6SpDcv9G/IRjaUiE0nJEZJDF5krBf5YU0dysmqmqjP+bpnMUbRbDSyh/z6tWzYV8G7mWt9F5PRvr2UtTtPcVpWopfNesXflNNzM/cBtXgfoMZiY82OYnZYFJ/bOMlCpF2x3lcvymaD6d/xaMM5dd3dLD+Zfd7CTIgK48GbEtl1skH41CLDlA3vlWHtzi+YMl5JldhTYj6vWYu64OdOMBERpoy90KuY9Emh7WisFdyedR3L56WzamEWLXYXG/dVcKSmhahwHavuvj7A9FHLe55ffAOPzU3rNX2mMO5+xfTyE3LfaHyBBRSwWrMCrxc0Ejzn+B/OtjqZP9HEjUlK9qCzy8shXy5WhdlGVbOdf3EFCsxVjheZkxHLuOgwys227ucKxMz8Jq60O6g0zlGu19aEViOx+WA13//jkfPy6ABWvqXQZR2ra2VaUrQwzWqtDv58WKGNMhp0fGmSEpw5XGVh474KJiVEkpMUwzMLJhIVrgiAz+taOF7XRrtTqTO+NychINVDrZjwT1WJiwwTFSUyUHbOxquer1ApK8Jao4Fv2t7gf25USCcV3sNmwnRaEVjwX3v+TB8q1NaH1c0Klf3qbSdZkB0neAN/sl1J9I0M12Ia3R2dT47VM3+iiVva/86/67YwzfI3cZ/pC5egihwtXtoP/995czvY6E+DKwPKff9agXtR3D91vs8tBq5ehl9fqkibIYlaq4PIcC0OV1fA6e72eKk0d7Al8TlcKJs9WdvIklnJ3J53N2gVc2mU5FVy4eQ6ADKlOtH4ORgfQ4whFK22O+3S3N7JBs891BBPsuYcD55bj9WmcMLd8+Byfj59Dz/W/isPzJ3arR1qlUUWHx3BruJGsTETY8L59cPTyM8dT1R4COOiwlm/u1SkY7x/suG8Bb9qYRZP3jGBqeMVIfJW6H24RicR52ng5bDXqTB3sPlAFfm5ieI6UeEhXBcxigc2HOTZt4/xxJajomZ37c5T/OlQLbu/UMZlNOgCNmyYTstfuI2XQr4TIJjWh/2Gb3z7CTo1igDRabzkJMawp8SMw+1BnbK4yDBWLczimQUTmJEaw+dh03ja9ZjwfXnT8/j9d2eKwIBK+AnA8a2EVnxI1LnPAJhp6J472aeUhIVo2F/WJKLO8yZ0N/W22FzUtzpJidUzLjoMi81NiEbCYnNT1WRjTkYsZ30Hzcn6VirNHXx78yGhHRc3dIja4Dt95rB/qsd6X0na8nnpTEuKIjIshIJKi9DSpyVFM3qUBqfby3fcz+Lxm7+vfvE0H37RKPzJh6utwqemPnOV9sm/45h/EnpWvOKzVTX+crMNo0HHj+/JJt1koM3hwexTDADqW5ysXpRNTdJ9/CPxB0y55/viPvm5iZSPuV2ML2TH40PeP7VPH5wsyz9Rf5Yk6X3gy7Isf+z32hyUBOCrE75UkeiOCuGjOFzTQqlZqW7QaTV+JVwOFoeFEooDg9fJ9uP1SiZ9iA48DiTZQWfJbk7rneQA7tYGjlZX4PakBN2QOG2MAWohJzGGOben8Pnf/kaJK4ckx98pk+M52IMNF0CnlYR674jJILyugLaINNFPApTE2Rd2neb5xZNIN40WJTGtji6MBh1VzXae2lokUlr8KxPSTAZOnGmhyhFGs340YwE8Dt4qrBPjfmbBROqsRcQaQsXrauH+mh3FZMYpG2TH8XrOtDiJ0SuF2f59D9Ribostjef2uXk+7E1lA+iNrN35Bf/rO4f1dJLZtIeVeXfwbtEZPLKi2T1wUyJ//7zBV5WhaHN/4Tb2uKaTr/2IevNCnjZ3iHGd8fnH/NGuNYLcjNOYxYqblCY/LfZuolHVF7XpQBUr75hAtD5U0I+rfqlpSdGcaXHS5ZVJidWTkxjjR1Cq46Gbk/jaqwew2NxIKNpXdvxoaqx2IsJCCddpAwrQq5sVn1d9i4M/HaoVzM4A7504y5vfvpnvzUvnK7/aT0engyrG8oR3Bb/SrPf5NDu5z/wq75iWMykhig2+kjh/eifov8lMtF5ZX3MyxojqhXKzjcPVLeRdH8eY0S3UWe2caXESrtPw2NxU1uwo5milhYcnani36AyLZxmJMYSy+UAVm+ruZ3OClonWj1jhWMb0AZJSDBTB+uBmAp/2eK0AmDW4wxk+qAX29a1OshMimZEaQ1R4CG0OD0dqWpiZFsuqhVkipK7xZdbrcTPO9gVrdhTD/ZsBZRJ/E/YLVti/TYMmnijnGf5zzG72lzUT3oNQU0XPEHlFkxJmH6XTMNm8nYdaXyOqQzEfk2MNQmhNiIsQfTwnJUSJ6zRVKYnBjtN72Lz7CO+fbMDp9ghz+7tvFrIgW/Exqn1P/2/57ICcKH9sLazlzYPV3QnA3vMr4WQUYVbVbOdwTQujQhSVasq4SMHQouqlqq/mnqkJ50XtVKG6fF46hrmP8++x6zGPSuIx11MUVFp5zPmvipkK3FX2IxxuD3MnmAjXafDK8B9/PcmeEjNvFdYI7SwqPIQWItgV/QA7yjpZs6NYVBE8s2Bi99xPyaci+hZOuhTz7lx7J/fmJGD0CWyr3c38iSZhbqqZ9/fmJOD2KNx/Rt/z1Wk1wnRcnDOO5fPSRWmUxebmpQ9OCw1PRhF6t064jo5OL2dbnZxqaGNORiwTfIfCC7tOU9VsZ/PBarYfU5K5Va211urg0U2H+OZrn1JrdaDz7eT3umawOeTrYr6+F7aTLVOPiVSXL02KF/OvJiyr2rh/bwr1PUtnp7AiL5NJCZG8sOu0YDz+6FQjG/dVoNNqWHvfZIwGHQ63V5iuq+ILmVv9C+r3/FasLRloIYJ/XP9THM/UMX3hkiFnHQ42inoU+C9JklbLsuzwFdn/BCgauqENLYo9CUwF2iIyfPQ2VqG5ZcVHBHQ+WjZvNO2xb6B7+360Gpn/DfsFtkXfAdNoCDeCw4LLKxFiyiBSPw4aG1gQUcmqm7o3ck+Ghp68+R6fk7bT7eXV1lnkz/oRiZ//Fdqho+YY6xtLhTBakZfJgknxAXlMN6bdQGL7UeI8DSzT/pWfN38DzyklsVctw9pV3HhecfVL+Tm9Ejvm5yrNadTom9OlJMZofJHUSfGjOVxt5ZkFE1iRl8m2ojNUNdtJidVze1Yct0008dy2z2lzuAOuG67rm+VYZVrec8bEn/iZeP0AU7ChIwI3MhrBaDwjNYbGtk6FPl6CFnsXCZFh2PQhTBkXxdHaFgyhWpbNTePBmxJFb1SV+snu8jCr4ffMbPkEjVYxOyPbSnhu2+dMTzb6yExtrF6UTbQ+FKMfFdGaHcUBvWmNBl0Ay7Iq2JfOThE0UY/NTeWNT6p49JYU4cuSQfT9yEmMZsO+CuEvUw9hUA5if1qiUK0U4B90exH9bH9SeR93hu1jPOfQANftX813vn49cl6m6A2rsv2qhff+kf6eOXQOt0dQv2t889xiVxiK95c1odNKokZVLTn70j3PYD+RQIJnHjmpRh594zNW5GUGdEwbarpyCF7ALQX+CLT66JJiUArvvzFE4xpSWG0udC3KA0vVNPC8rz/mkZoWVi3MotnmEjlJ/+5rOhJxwwJ4V0kNuS7Ergg3EBHWWI2Dd/Lj0L+vTKlOqxECqDd6Z3+zYGthLfZqGzfpwH2miFerbkVaeB/LMmrg6HFOua8Tm9SfkFH9PMCESdPhzY9EqkhUaAi3Z13H5oPVLM4ZR63FzoxU43m0NH0tNDXXa9OBKqU+1Fe34vXKzJ9oErx3IDM92ci8CSbGm21MSohk3e5SNh+sEukQ/pDpnxpn9aJsShoKqG91MvE6A+2dHro8XryuEMCNATemcwdIjLmRgkorK/IyA/pNtDq7aLF3sa9UiXCePNtOfauTB29KFBTjKhuJw+Xh2ZNJvBF/C+7QKDj3Hg2j0hgXHS6Yaa12N1sO1VLa2C7SapQu9V1MS4pm8rgoys02QRm0v6yZs61OIbz8x3Zr5hjeePRmrDYXi6YkCCGofg9QSsjCdVqsdoUEYYxBR6fHy92Tx/LQTUk89NtPcbi9uHwHol4H6jTXWh3MTo+lsc3JHxNe5pnSbwgTTXp7KdsMf/AFR1rEQfnY3DSO1bZg8QU11O+nUjvtKTGz00f/BEqgSsXoUVq+OyeNxTkJzExrDOwH7LBwvK6FexeO48nt3aSyG741vVf688vK6CvLchUwW5KkRCABOOufmHu1YWthLV5bMtm6ExgcZ5Ft5aTEpnNvzjgWZMfx6CalEkHtTSogKUvS3eXG1tRA9Jh4JcJafwQtXqLe+x7ET4a6AjBN7Le7kb9gyc9NZJv7B9grm5h7Zh+/SPyMI65puC3V6ABdex2nG9sFISMEaoTqddzhY9C11RKCh7smxROtDxUtEd88WC38JxB8g+Gls1N4amuRkiqiBWOEAbdH5rG5qei0EhPiIoQWoBZwF9VahXYzZVwks9LH4HR7KDfbkDi/KbM/Uk2jSTONpr7VSUN7J62OLh7IHc/qkv/Hy+41aDSwxv0C02yvMScjFgmFVt7t8ZJuGs3RGqswh8X3sbtZs6NYdLpSN1RRjZXoQ5+R1vIJrrE3AdDokNhV3Cg+ZzLoeOtQDa2OLpo7jmJzeYgO1/ny3WKosdh56OZEzrY6+PE92bzxSZXwo6llUmpepfrs/TtkLZ2dggyib8YK3xx+9TcKa02TT2MrrLLyw7uuZ8u/zOTRTYeEX7BnlHfPqXOc63Dxm2YJd8T3WdX5azQaaPUq9dGJMeEkGfWCSnxXcSMFlRYKKi0YfWvyuW1KO0m1Axl00z+FaCQRFNH7zN5ofbffVsWpnb9hZvl6Pt0JK/Ke5OPSJhxuL8t+dxiHu1szvVLaBiJJUixwGzBWluX/liQpAdDIslzX/yevPCgC5Sm6jh8nrq2GVyI3Eb7070Truztm+We7C5gmQv0RdLg58/a/Eb38Tfjaa/DLacrfzadBq5xE7oYvaNa5mJYUzfsnFQd4Xx2aAKxyBMc8ScwCwlE0yLh5K1ksh/A397fOo7TureFHs8VGhu/vZ1qcvFVYx6qFWcxINfLmp1X9Mlb0dW1Q+sV+3XQjtJcS3mmmtuwEb2glXsrP4ZW95cRHjqKhrZOPS80smZ1Cl19O1Kz0McggKKhA7jfwYrW5yE6IpLrZJjbXzs8baHNm8W+hRsZpLHhCDMwYp+TirfMVju8va8bt8XLc19zFnxLdP6nZfyOt313KFJsbdFBu6eR6QArVY7V3BwEsdreoKT3dqDCExEeMwmjQ4XR7KahUNBOH28vGfZX88qEbxeGg5i/OSosNaKOoam6fVjQjodSpqgGQtw/X4nR7hLmfkxjF3tNNAQ1w/vH0baLN4SNvFNDm8BAfMYqEmHBRYSBJ8Nv2W/iUOH6t38i6iCfBrPieNx+sBhDaltosSO0Hq/oxjYZQ0TVudnosZ1qcPDY3lafeKqLJ5uZch0vwBqppTiqx5oO3PURFcyFfRM6ltcQshKLD7T2vgfhlZ/SVJGkeSm+EQuAWlFrRTOAZ4J4hG90QIcYQyuJZkzEfi2YsNUSGSrztoyBXT99eC+W/9hreX+aiwcv1lj3Ka7Hp4KtqwOsCr3LiNnV0Cr8FKOav0W+D+WtJr+4tZ8O+CsK0Vmbp4Eyrk5V5mdw1OwW94XZ+3st36C3ydZOzC7QwOjRE9DeYkWrk6T8fEz6SCzVvVq9pd3lEv4eVeZnccuPzdL35KXFtNbwc9r+8FfGqINJUcbimhae2FokkUTXXS52HEI10XkVAT6h1l2rFAnQXqC93reT1qNf4YMIaCg5ZxNhUE+kfp7rJBL5643x3tTgAACAASURBVHgqzB1MSojq82BZvSibV9/5CmX2Bv6t8S6+GT+DKXn/Qvqus3z1xgR+9Y8yDKN0NNtcAZUGXV4Zi81NWEhngBaVnRAZcP2+OmEtmZ0izMSCSkvAdz3T4uT9kw3ie63ZUYzV7sZo0IkAhj/DbpvD11c2JpwjNd1ZW7KsCLkTcgb3yC/x4PVJYK6goU2pevQXMqpfzJ8gE5QUmGlJ0RypaRERcrfHS0enR9xHfab7y5oFx2B+biJRRa8Q1fIJf/osieLUpSybmyZ8p5MSIs+zPoYKwWpw64AHZFne7UdZXgBcGpn8ZcTWwlq8liS+pzvOdmsS63wmg/qAet2AseloEnKg/giaMRndr+tjoM2uCDeXkhcWnTKZFVMyaWh1cKC8mduzumnMe7K/Flb5ul75irXPttiRCSzW7435tScJY+ehMOiADleXWJDFZ1uFcHvtkdygfB3+LQsBVi3MInpMPGc9aqqIU1x/yrhImjpcmEaHEhYaIlhe1Y0fptPy2Nw0YeYlxoT32z5O1W78+82qOEEGPzBuhCYAxayamRYrTPcZqUZWvlXEvAkmVt4x4YLfNdU0mp9POAV7D/Dt69LJ+cbP2FXcKNIgnF0yzi4XGkDnixDLQJNP8Ne3OpUkWbeH4vo2HrrpfF9rX/7Nl/Jz+M7mQxypaWF6cjQer0x9q1MED+xuj2CZjgzXYrG5WbvzC95aNvu8HhUSSiDgSE2LYETu1piVlKCiWiujQzV0uLyM0ko8s0DRKNV1uLWwlhfvn8pjc9MorLIQGRZCrdVBZ5facU3p+Ss6tEkQNiqEn903mS2fKcnNxfVtoo/HJsccvjLrR9TX3iiYZXISo5mVpgjP/ijhBxPBCrgUWZZ3+35WD2jXAD5/xUE1Uy2eHPDMY6UuWtQoquHznrz1VpuLvyc+x9fCfk3ol//b72K/g9fuALxgVdT/8DOf8uTCMaz7pIlaq0NkkasnpT8zgzqhRv0ohWMFxWzx1/L8+wT01okoxhAKsUbogHGhdqLd7Uh6oxBuby+fPaCFpLbom5QQxYLsOF7+4DRfdnYxFpSkZJ9ju83ZpQQE4iN4KT9HbJg5GbHcmzNOzJ/aivG6iFHCjFnZC132ktkpFPrYbxdOHuvLwm9iyrhI2pxdZMVHCBMLAmm61ZSVh6LDB7xpqpptnCvubjq0IDuOKePrefOgEixp7ggMmIwepSEn0Sj8WPvLmrod7ARndpnbFW3qbGsn9+cmsn53qQge7DxxllqrQ0lc9pndTp/vyl+I+tcP+0d5ZcBV3CgOHv+OaJ0emRd2lQiW37AQpW3i2p2n0Gk1AZqg3Rc9V3v+JkSFUd/q5NFblWBIaWOH6Deh5gker2vhaEkFWZPa+em9N2DbXsOeErPohrYgO47tx5VOW6/sLRcBHH/K88FCsAKqWJKkL8my/L7fa3cAJwZ9RMOEGEMoS++YDkzne77XVMGmJnBCYPh8a2Eta/c6aFv43yyL9TuZx0/HnZCLrv4z3LET0LnawFIO+9chS98EEN3M7S4PDreH+MhRgpkhISqMaUnRjCFUCLgPv2gkRh8a0CwEEGZKT5ZZAL7yC/jdV4lrqeaNzE+Q7lwjOkYNdMOr7Lm3ZpoESeI8nWICqyktM1KNrFqYxdqdX2B3KYmx/kIOFM0iXKdl4Q3xnG5sJ8mo57CPj60vTE82kptsZHFOAu8W1ZObHCOaa8c1tAc0uwaENjgQ4SIwJR9XbSHxpm9xV4/0hXtzEvjg5Fla7W5RQ5kdP5rihg7STRG9CrXeotJ9dYBXtVOViNS/YXKt1cGcjDG4PV5sPiGj1qmqzB49GwCpUHMYoVvLnJoYzV+PnqGhvZP4yFE4XB721zQHaMkOVxf4SgtVv2pSTDhnWp0iH/KeqUqOoH8jm/BQLS/l5/io2ZW98/P4QmaW/xZKYnkp/3ui0Y16WKtd39SeIFB8yd3FekOwAu5pYIckSX8DwiVJ2oDie1s86CMaRvSWm9bdhi+W3GRjr87Q3jbQ24mruK72J5xL/TEPnfkZtFRDzacsfUhhdXe6PWKj+vvmAFEzerKjlbm+sr4zLU7sbg/zJ5pYkB0X4HdR+6eqEVWB2HQYHQ8t1VxnPcqbnzcwIS6CbUX1A+7T2vO72l0exhaFQY8uuMmxBvQ+03TNDmWRvpSfI/xzqnmy/Xg95WbbBRsR+zd0UQXrqoVZQiCqZikgNlNvbC1B49QOQis+5GvAHw9GsXjWZDFPa3YUU9yguBwSosJIM40m3WSguKGDmWmxzEiL5ePSJhZkx/V7/96aqqi+V6vdzcEKC+993siKvExmpsWKiKrb4xW5cIkx4fzsvskAvlI7G+t3lwqh0LPBttIgezRhOqULmV6npaG9k2h9COOiwzns09I8fnkfVrub42fafMX0Y9h8sJrihg6WzU0T1/G3cmQIyBfVh2pFZcfZ1K9jj0xAf+O3iNErTDXqflMZR8rNNm7JGIM+VDuofWH9EWyayKeSJE1FyXt7HagFbr4aI6j+UBeF2o7O36fRm0DoLznxrrlz2Kp/nfzcRNy/96JDcci22F0iCXZFXqY4hVXfVcQoLXa3F5dfUufYaD3LJqWJ0h1/YeZvQvWXT1bf6hRlQtA7ZVN/6Pldn7xzAtQZwfb/t3fmYVJVVwL/HXqhN3qDFmz2fRWIdgRBRWM0kmjQLDhq3DLGJYmDmkxGxyXRxMlMJm7jZNFolJiESGaiJkbUUSOKGBQUVATZoQGBpruhobuhm+bMH/e9x+uiqutVd73q7uL+vq++qnr1qs699d47795zzj3nyBR4yUb4xcL1jOzbi+YW9U7SkvxsThpc4mVUgSOV6+MVIo6mWBubWrhgcrln6zrgjOaAVl7hdlVn+tRlsGkR2WtfYvvHZTyhN3vTvjlnjWTZlhrjpSzKcUbgh7w+udNnV7EH7ZP7Hz34D5O58anl/HDWBLbWNnLOuL7Me6eS5pbDDCzJ9UZzkU4v8z+3LhY9u2Ig2/Y0Mu/tLWzf08iiddWcNLjUi8PzF2Ve5tjqKmsb2b73AOVFOWT0ECprG72g8KLcLM/BAEdX3/Kn1/K3wQ0Of+KtnfTtu42ZJzRRbPKlMnfxJh54ZW0rx8yGqvqjqpYlk6Be1NOBd1X1JxHbp6vqm6G0LAW4J5xbjs5VdO0JPPQrhJVaznhgUV0fHnt2pXcwBZg1uZxlm2sYX15EblaGN8wf16/AGx19blxfLvj8WGrrm47ywkXWqISIi3nwVNi6BB04lSv6DuaDbXvJyugRfUqbKL4p8D/nL+C2+tm8tHIHm6obuHXmmFY2FHd9qTtScUck8YhUrG5wbm52Br3zs73gYjcg1n8jcgt6J9TXvFI499/ZUFXPizsquND30ZKNRrmdObqMUX178e6WPd4F766kcJekQfSpaLQ+uaz6ZB819c1srW1kdsXAVlN7ODKLiLzZRisWXZKfzZtOwaQ9K7Z58Y+uPVSAe786ibufW0nVviamjejNU++Y8Yk7g3AVIBivv+tNjUzhFIm/3+6NbXaGKcn49wX5TL3sbgBvRYdZt1vExt0N7SqSnghBp6ivAatF5HxV9efXWUDrCljdCv/C8lynkn0yAg9HiQk5ya9bx7BR+WytbWDGqDKumDaE+UsrPbf6qSN6c3xRDp/sPUBNQzMDSvJhP6zaUceJtD1ijDldnn4jDZnFfNQygxLN9i5I/+L2RGl14TpT4JFNK7078fCyfE+pRAYgu+UEwSiFJxZvSugmEtlP18ly2siyoxJDuobuqNP3tnh/PsP2vMm9Y8YzfNrlR8meMtQs+j9xUDE76w54SQOWbKxtpdgTHUH6++YmmMzPFkR68IWJx3PLuWPj/kf+//v754/j2ieXsafhEA3NLXy0fa93I3ALZedlZ1JZu5dNu425wK1iBsaxVX/gEIdVOb4oh8KcTEryshjVt6CV083ta7Rlh24JQGm4kjdqyjhh5je9drrngZsA1A1Wjjcb6QhBFVw9cD/wpohc7qumFau0YrfCVSRu3U3/spX24NbeHFicS2leNpuqGxjgpBg6Y3QZp47o7Sx1qqYgx+y7o+4g/Yb1hP0wtp+5Z8QaEbgV1KP++XmlPNljFj9+cTVzzurFHGf9YUeCKVtduC3Gm5hJC+eM72fWjjr2t/tmT/Zi+mrqm7j182M9hT6kdx6fG98v7kqGSPxKvra+iYkDipk0oPio/rie6SCBzLGoGFwKUUZeVz3+trcy48RBRWRl9ODuWeNZ9cm+wDbaeH1zLWH1TQq0sGl3PTfPX86cs0ayZGNNzIs/Mii7sdmk7jpivBd+OGs8K7bu4Zxxfb0C3WOcc8wdBc9fWtnKpLFrfxMrHO/t7c986C27W7F1D5MGFHszD/+yQ3eN65XThlAifeC9JZB3xKmyaF015UU5rN5R5zktZowq81ZONDa1RPWsd4SgCk5V9Vcisgp4SkTuU9V7k9qSTiBSgbiew0XrqlsF5SZM2WjYuoTjR0x2wh5qPYO7eW1Gb/5U0j0ze1BWWgzbIXPXBzzx8jI+acrj4dc3HHXg/c6QeOnQk3FHbHXhOtdSYU4mF396IMV52dww7z3+9nEVcxdv8iLp3efZFUeKD69xwgGiBb8GIVpF+WhtTLjPU66F7Dxjj4vCneeNo7nlQ5pb1LOLPf7mpqNiuGKNuGPdqPxcOW0ItQ1NvOyEdlTWGPvYxt0miWesmLFoStVvFhhfXshLH+30RrbXzRhOaX42NfVN3jnU2NzCdTOG8+LKHby7ZQ/9CnsiIl4eu1OGlTKybyHLNtfyt4+rmDiguJWjKKrZJPM5UzYQYPocpgwtpTQ/y5sO52QKF316EKt37PP+08CV2xMgoTg2VV0kIlOBp0VkMt18BBdtAbzrZOjQ8hGn5sPhVc/xQvaF9C8+kqJ6mFOUeNG63VxUMYDC3AzqGls4eOgwN206maeHnUHWhteoXfffrBx6LdD6wLtZXt2pR7R2JjtTQ7TfqztwiIecUZtrd1FgTL9eLNlYw6GWw94o2B86YqaPbbctmkKorW+iur7JW50RGafYoT7nlcL0OTE/HlpWwG+vnsrGqv3c8qf32b7nwFE51doi1tQ1sp/9i3PZvvcA9U2HWo1wBlTVezeQyBFOZL+vnTGc5VtqeXHlDq44ZTDXzRjO5moTkjH2+F6tVs+4PLt8G7lZGZzQv4h3t+xhR93BiJUkLa28oLEUdSsbaL5zs3BuGg++spaa+mbKi3JobG6htqG5VTCy64BKNkEVnDd2VdVKJ9nl40Be0luUQiKN0tE8Q+3iC/fCo5+lR2MN5Yvv4OcFP/Q+ys3KoKHJDPfNGktjAynJy+L7s6ex573FFPMaUwfmccGsCTyzfLtXKd4fynLrzDEpSTcTi3zHw/vAy2u48bOjPLvaE876y2Vb9ngKwFVy0dIyRSOaQpi/tNILr8nKEM8Y36EQER/xLl7XxudOVSPXU7ZFrKlrtBusGyMGZqlbTlYG453iNkFHON/54wqTQmrdbu6aNYGb5y/30oy7v+13HOyoO8gDr6z1nAq5WaamhOtddVc9xLuJ+EeK1366pNVnfs+vu+bbPYZThpaG5kkNGiYyOeL9AeBi59FtaXVA2mmAj0rv4TSOmEnuB7/jYMEASvOyqKxtZGL/Ql50vI5gRkGFuRmMLOvFT786iaFlBTzz1G4uwJStG5OX7bn53Qu5XcGsySTb3NMKtI5i9rFwTRV3zZrgnfiekZmjwyJcp4PfoBxNscSadlXXN/HR9jrmnDWSiQOKOz7S9hHPQeDa+NysGicNLgl8QcZSDNH6OX1EHxqbWjisyo46U7owXuxgJPd+dRLf+eMK7v3qJGrrm7wwnu+eM8qke3fCbt5YW8W7W/YwqX8hU4ebdO6bqxuorG0kN6uHN5188JW1Ca1hbmxqoWHJE+QtdJKCT59DcV42EwcU84d3KsnNyvCm/YvWVTN1WO/Uh4mIyGWq+qTz+uux9lPVX4fRsFQQprKo2vA+g4Di/etZUVvHkN555GZn8v62Ou/OWJqfzYqte1m2ZU9UL2c0w3mQqVgQm0+7cUJF+u/ZzL/0WsDYix5o9XG8UXCkIommWGL1ce3OfSxat5vTRvZJzkjbR1vngmsWcOPCpgwtTcp0KrKfTyze5K1AcBMVuLKCHEf/cX/lO2cAcP//reERR0lOHlTCko01XtjN6SPLTPbq4X28lTZuAR2T9aM3IIGn426w748XrKbvjMlcPPIcGHMe0NpuDMbs8tDFJ3rOso449dqirRHcxcCTzuvo1lfTzm6r4BK12ySiOPY7GTBcI+Wm6gYKczIZ0juPGaPKmPvWZsp69QRMPU0vJGFkf1hunnMiLrqgrvR2BbwGxbda4uK+n8Cgkvjf8RGpSILeZJLhJW2Lts4F9+Ic0tuMXrMyeiTlYow8n9xzxV871fXIByHacXd/c9nmWmrrm7xR1vY9jazesY8rThnMO5tqvHCi7XsPtKoLDEbxtpUgwY9r9vlcj4Ww9iX+fngso790uxeI/Mx726g7YIo7zV9a6QVtK0cHEyeDtorOfN73+sykS+6GJKI4tmYPZlzjKtZrf2+bm6usdvk2rjhlMKt37AMgNzvTm67ds/s0ypt3Ul7wRa70XXQxA3ujEPo01gkV8Z5jEO2GEKlIgt5kku0ZTgRX9tjje3HXXz7ybFIdJfJ8ctMrTRlayk9f+tjLmhzUmRHtuPtTM7m/I+AlLFi7a5+XBr0oN5O9jYfIyujRKrjYH2wdrx2u2efPAz/DsMF1/NPKcVzRbxM3nT2KypoGL/XV+qp65r612at05irglMXBiUigW4eqxg9PTxMSURyn9q6HrVAuJgykX6+e7HCyR+xtPMTCNVWcPqqMnXUHvAtm/tJKnlt3kOFl/8Cjk0a3UhCJyE62FzUR3HTXd543jpc+2pm0kWRn9skfBrG+qt6U7Utw5OrHn+4Ijj6mRblZnDayrHUK8ATaGbkt0sHT4AT3uuUN3VoO3zpzOHf95aOjlGoi5567z6yKgTzV1MLsdb8mt9kkR7jzvHE0NL0PGMfFaSONR/yTvY2hrWhoa4p6iLZDU9ykp/ErG6cJiVxkeRc+yIYnb+COHV/yskLs2HeQgp49KMzJpign07O3uBeMP2bMTZsdL7dYV8NdTQCtU4SnA8kaGceaCUSmxHpjbZWXKbcjHLX8zfGgHjqsnsd05gnHc6ezrDDSQ5zIee/f9/LcReRlzaMmYzgPLzQp208Z1ocHXlnLT19a49X8WF9Vn5BXOhHaUnBDky4tjYhrj+s9nJJvPMMlzj57Gpq4+jdLWV9Vz+SBBV6Ar//Axgqn6GoKovmwkgV8UneAnIhphVs7c85ZIzt11BUGbkqmjjpwYilK/4qA5paVXnB4Y3MLtzrFj4IQ79y8YtoQahqa+MuK7V5ZxBWVezzvfkUCHuK2yJtyJWRnMH/vKfz7gtXGu+qMHhet291qNU6yZEYScxqqqpuDPJLeom6Ce7dtq2q9e4GX5GcztKyARy+v4MzRZQx3gn1PHdGnVfxP5Inp/35XYtcBc1rm7NvMC68vavXZko013jQuHQly3OMR67i6202x5SOTp5WRxY+S0MbKmgZPud03ezKDHQfKxAFFnnOhwzgB1I1Zpo6vcmT0CMbuduLgYoaX5XPG6LLkyIwgkaIzXwRmAH3wrWBQ1ctjfqkLEy0FeKy4rGgEma74fwvglj99wJKNNZw4qNjLue+X5VZbqq5vorczWuhqyg2g4Cs/p/6JcyihjvHL72ZjxcnegvMwHRyhhr8EJBVxiO66zSlDS8jKyDi6+FEc/G2MlWzTX3sE4G3nhlSYk5X0//aCyeWmhODkcorzslGO5PL7ZG/jUbntkknQdEnfB64D/gB8FXgYuAR4KuktShGxUoAH9ZQGmX5FLoR2RzXvbnHqUDY0Mfetzd5aU/eu4eYZi9eGzqJo4FiYeAG89xs+2F/EgmdX8turpwDhOgNCDX8JSCqm3R31GPvb6Hrf/anAIn//4YXr2VTdQGl+VtI8xH5aB9QPb7Xsy/VMu3Vhk03QEdzXgbNV9UMRuUpVbxKRecDtobQqBXhxZxEpwJN5h/b/1ubqesqLcqg70Mz+g6YsHGuMYm1obuHhheuZNbmcXCfxZiLes06h6mMARvbYxp99607DpNNXcaSIjirRaN53fyqwaLY/N1Hlax9XdchDHI1ox821Z17322Wsr6pnwYc7ki4Xgiu4YlX90HndJCJZqvq2U06wW+J3/fuXayXzDu0exF8sXO9VlQK8qYe7dMZfA8KVndSlY2HgxMAVZJgMG2EmLXRJN6dFsnEVm1svwT9qA7wsLpEjYX8G5jAyesQ6bvOXVnqzmkTtjEEJquDWi8h4VV0JfAhc75QPrI3zvS5P2KOCuU6dT5cpQ0v55ddO8kY7SzbWsGjd7lYR+l3B1tQWtfVNHNx3gH7AgZbDoa0uOFaJZR+Oh6u43LWrkQlcXSUTLfOxm4E5zOSTkZwzri+vrt5Jc4syvrwwtYG+EdwOuDl/bgV+BxQA30xqazqBsEcF7h1xYEkunz/heK7z2Uai2UOgta0pGWEJyWb+0kpO3NtMvwwYkdfA/ecPoriLtC0diFciMhaR51K0lPfQdpKJZ5dvb5XMMkxe+mgnSzbWcuboMh5+fUPHcjDGIGg2ked9r5cAI9rY3eLDX5vAVVCRy67aSljZFQzrkcyuGMimdadA5VoKD+6gYclD8IV7OrtZaYM/Hm7qsPavZEgki0nk6C8VI/L29jMREgkTycMotlYqX1UXJ7tR6US0kyzetNj/na5oWC/Jz6bk4rvY+18vU3RgO7VrFpP3hc5uVfrgP/6pssV25lrf4rzwZlGB1puKyOXADuBVTGiI+/hDKK1KU9xcaHDEuBuPRIJ93d+vrW/qcFvjynmnFhlqfEylg4JH2Vs6n2iBwJ0RVD538SZ+vGA1c50kqWEQNBfLT4Avq2ofVR3oewwKKkhESkXkaRGpF5HNInJJjP2KRWSuiOxyHj8IKiMZhKkkkhEF35m/HymnfutKAHJr14Uqz5JcZlcMZM5ZI70USGHS1vWkEc9hEHSK2oQpHdgRfub8Tl9gMvBXEVnheGb93I9JhT4EOA54RUQ2q+rjHZQfiDBtXmFPN5P5+215ct3f7/NRBuwjbtokS9fCn5gyWSnfY9HW9eS3T4dFUAV3B3CfiNylqrsTFSIi+cCXgQmquh9YJCJ/xiTSvCVi9/OBmaraAGwSkccwgcYpUXDJUhKdEeqRTI9wWyemK6f5I/PeXXxv6T6kyrbblpxUxDUGnaKuAb4I7BSRFudxWERaAn5/FNCiqmt821YAsRbZScTrCVF3ErlGRJaKyNKqqqpouyRMsmwR0aaLqZpCJoPZFQPjetN2N7S0erZ0HyKXc4U1Ve3shBFBR3BPAr/BOBYa2yGnANgbsW0v0CvKvi8At4jIFZjp7NeJUb1LVR8BHgGoqKgIcyqfMNHuXF3RIxqLIHfX4jGnwzvvm2dLt8S96fpXPXSVeMtkEFTB9QbuVNX2KpH9QGHEtkKMBSeSfwIeAtYC1cA8umH1rljZVbtKLFsyyD3zO1B8HLkxCiZbuj7R1qqm0zkadIr6OLELzwRhDZApIv6UAZOASAcDqlqjqpeqaj9VHe+08e0OyD6KlIZT+OSkSm7KcAsm53U866ylc3BvuldMG5KyAF+XVFwPQRXcycCjIvKxiLzufwT5sqrWA38C7haRfBGZDsziSNUuDxEZLiK9RSRDRGYC1wA/CtjOQKQ6nMKVk4q4H4ulPXSGrSwV12HQKeqvnEdH+CamxOAuzNTzelVdKSKnAQtU1Q3ZPgl4ACjGjPwujRJK0iE6y4OUirifVNLVkwJYujapuA4lnllNRDKA7wP3qOrB0FrSQSoqKnTp0qWd3Yw2STeF4K6pvXXmmLSy21jCpaPXgYgsU9WKIPvGHcGpaouIfAv4QcItsbQi3ZwM3ckrbOk6pDKBRNAp6lxMyvKfh9iWtCLdRmvRSDeFbUkNqbwxBlVwJwM3iMj3gEp8ZiRVtUFQUeiKaY4slmONVDoZjins9M1iiU6Xm6Kq6txQW5GGJKtIsMWSbqTy5h80Dg4RuUpEXnVi4V4VkavCbFg6kGicT3sCHzszeHhj1X6uevxtNlbtT7lsS/cllTF3Qeui3gZcDtwLbAYGA98TkXJVtbmqY5Donao9Q/fOtPXd8eyHLFpXTXPLh/z26qkplW2xBCGoDe5q4AxV3exuEJEXgdcBq+BikKiXsT1D91Tb+vze4fHlRSxaV8348qKUyLZYEiWogssHIvMRVQO5yW3OsU17wi5SHarhHzFeN2M4pY6t0WLpigRVcC8AvxORW4AtmCnqPcCLYTXM0jWJLE5iQ2AsXZmgToZvY1IbrcCkPloONAA3hNQuSxelsxMYWiyJEEjBqWqdql6OSTx5PJCnqpep6p5QW9fNSbv0SBZLNyORuqhFwGicuqgiJqu4qr4aSsvSALuawWLpXIKGiVyJqYq1HzM1dVFgWPKb1b2Ite7UrmawWDqXoCO4e4CvqOqCMBvTXYk1UrNGeIulcwmq4DKBl8JsSHfGjtS6P8dC9pdjkaBe1P8AbheRwEu7jiWsZ7H7051KOlqCE3QEdxPQD7M8q9r/gaoOSnqrLJYUY0fh6UlQBfe1UFthsXQy1l6angRNl7Qw7IZYLBZLsglkUxORniJyj4hsEJG9zrZzROTb4TbPYrFY2k9Qp8H9wATgUo6kK18JXB9GoywWiyUZBFVwFwKXqOpbwGEAVd0G9A+rYZauj12KZunqBFVwTUTY60SkDJMyyXKMYkMrLF2doF7UPwJzReQmABE5HlN9/g9hNayzsAGfwbGhFZauTtAR3L8Cm4APgGJgLbAduDucZnUedlQSHBvgbOnqBA0TaQJue9X5XAAAC7xJREFUBG50pqa7VVXjfK1bYkclFkv6kPDSK1WtUlUVkYki8scwGtWZ2FGJxZI+tKngRCRPRH4oIn8RkftEpFBEhonI08BiYFdqmmmxWCyJE2+K+jPgU5jaCzOBE4AxwFzgG6q6O9zmWSwWS/uJp+A+B0xW1V0i8hCm4MwMVX0j/KZZLBZLx4hngytQ1V0AqroV2G+Vm8Vi6S7EG8FlisiZgLgbIt/bmgwWi6WrEk/B7QJ+7XtfHfHe1mSwWCxdljYVnKoOSVE7LBaLJenYFOTdDLvA3WIJjlVw3Qy7lMxiCU7gws+WroFdSmaxBMcquG6GrR1gsQQnZVNUESkVkadFpF5ENovIJTH26ykivxSRnSJS4ywTs4k1LRZLwqTSBvczTOLMvpjU578QkfFR9psDnAJMBMqBPcBDqWqkxWJJH1Ki4EQkH/gycIeq7lfVRcCfgcui7D4UeFFVd6rqAUxSzWiK0GKxWNokVTa4UUCLqq7xbVsBzIiy72PAgyLijt4uBRZE+1ERuQa4xnm7X0Q+bmf7+gCpThxgZaaPzGOhj11J5uCgX06VgisA9kZs2wv0irLvGsyi/m1ACyaLcNTyhKr6CPBIRxsnIktVtaKjv2NlHpsyj4U+dleZqbLB7QcKI7YVAvui7PsLIAfoDeQDfyLGCM5isVjaIlUKbg1m4f5I37ZJmNqqkUwCnlDVGlU9iHEwnCwifVLQTovFkkakRMGpaj1mJHa3iOSLyHRgFvBklN3fAS4XkSIRyQK+CWwPOblmh6e5VuYxLfNY6GO3lCmpqh0jIqWYTCRnY7KS3KKqvxeR04AFqlrg7Ncb+C9nv2zgQ+BmVX07JQ21WCxpQ8oUnMVisaQau9jeYrGkLVbBWSyWtMUqOIvFkrYcEwpORDJ8r6WtfZMkL9f3OlXL4cT/nCKZ2b7XqepnQSplOnWAC53XKflvReTTIjI6FbJ8Ms8Qkc+kWOYMEbnN/X/DIK0VnIgMEpGngF+KyA0AGqJXRUQGiMhzwDwReVBEclX1cFjyHJn9ReQeYBqE2z+fzEEi8nvgERH5kSM37H4OcgqOPy4ivxaRzBTI/BbGi38OhP/fishAEXkZeAooDlOWT2YfEVkA/C9wghOaFbbMgSLyPPA34IdED/hPCmmr4ETkU8BrwCfAKuAGEZknInkhyesNPAdUAj8HpgO/F5FJYchzZF6MOUluBc51g6HDHGmIyHXAUsz/+ipwkYj82vkslPNJRG4D3sX8t3djQoh+5nwW5qhqMlCLCTQfGW/n9uAbef8EE/i+SlWHqeoS/+ch8l2gWlV7q+qDqtocpjAReRjTzzXAEMw1em5Y8tI54eXZwBuqeiOAiDwLrAWWiMjDqtqYZHmfAupV9XpH3t+B+cClIrJTVXckWR6Y1FP/iVkKdx3wd+CvYY00RKQYGAl8W1XnO9veB14TkRtVtS4EmQIcBs5V1aXOtkVAoYhIGH0VkQxVbcFchPuAKcAqEdnirK5JGr72fxZ4XVVvcNpwsk9+SzJlOr8vmKWQE4H/cLZ9xfl4qapuCkHmMEzKtEmqulFE+mKWZHptSvbxTJsRnIiUR8zlBcgTkSznYG4HNgBfAzqc71tEejrP7pB+HzDW3e5c7I8BY4ieNaUjMl3b12PA/6jqPGAr8EURGZIMWVFkCnAQmAe84GzrgZlKrcJXKzeJMjOdE/4+VV0qIieJyRjzRcyxvMBvB0yCvAwAR7mByUv4OGZkPguTyisp+GTmOJsuAz4jItc7N8dfAc8Dv/HbkJMkM8P5X/OBCUCdiMwDfgR8HfiTiERLZdYRmaKqG1T1Bke5ZanqTkzSjTPd3ZMh00+3V3BilnT9FXgFeEFELnX+1I2YO/8lzsEchJnODcGxV7Vn+C8iJc6U7JcAviH9Tswys+t9u/8vZnR1UkcuxCgym5wTZp+q1jq73Y9Zx3taMuwoUWSqqjaq6lJVrXPkHwZ6YpT7/hBkHnKe3VFTOfDfqpoP3Ad8H7hNRKJlpWmPvBZnu3tdVGLOm8cwCSAuFpEficjE9siLIfOAo8hXYmxvPwMeBU4FvgN8BpMEtt3T1Wj9dJTcTkzaskeAbao6RlU/D/wPcF6S+6m+zwQ45Lx9BRgsIj3DsKl2ewUH/BvQiLGXvABcBPzAmUItA37q3J1WAH/F2Me+AIkbjUXkBOBp4NPAKBH5ku/jXcCbwOkiMtT5/cPAs8CXVbVddf7akCm+fcSZvi0ELgTGtUdWPJn+kYTvv7sAWO0b9YQp8y+q+pDT32rMiONKzI0sWfJ6+C60ycDHqloDNAO3ASdgRo9J6yNHrsNvAGep6qPAflV9C7gduBba5+SIc84C/AYzisv1bfsrMByzVDJh2vpvwbtZun1pAQpU9aCEYMPttgpORHqIcRgMBp537vL3YO5+XxKRs1X1J8B5mOzBk1X1GeA4jMG6PUbxbEyCgCsxd55vuCMzVW1wth0A/sX3nS3AFhEpaldHY8hU1cO+O7r7/AAmDdU0EflnEblH2udUiSWzxZXp/P8ZwEmYkQcicrWIXB/jNzss04drO96HcQK0J8ygrf/VvbDfBn4gIh84MhYBmzBTu/YQS2aTM6I6hDG6w5E+HgY2iS88Jkky3RvSEuBF4Az3C6q6AnNOtbf4btxz1nftPY8ZFPQNxSuuqt3mwRF7VpnzvhdGWX3Ft08BZlT3RpTvT8R4AD+XoLzjnPfZQJHzerpzcG727S8Yj9Bm4GHMaOp9jA0p0T7GlQn0iPL9BzEXxW7ggrBkOn0twdinLsJ4VHcC54XZTyDDeR6LMQn8OKRj2QP4LfAe8I/OtpmYC7dvyH1014iPxiigm4PIa08/ne1DMTfi5zHT4bcw2X96hX3OAiMwN46zg/YxkUdKFVS7GwkZGKPrXudCWgVc6Hz2U+DdiP2nYuxt5zrv+wLPON+/pZ3yzo/Yp8A5GV4HBkd8Nh0zmlqMqUPR3j7GlYlRND2ALIwdrjnoBdEBma6SO5sjyvTOFPSzFyYm7VnMyO1fwzyWmAs/L0nna9A+5mK8tu75emvIMt0bxjjgJkdu2DKFI0r8OGA5MCHR/zlQG8P40aQ30oy8/obJz56JmQJuxni5yoA64CLf/gOBN4BzfNsuBQo7IG8DcHrEfhMwRXEe8G3L8r3O7GAfg8rMdJ6/FLSPSZCZgbGx3ImxoaRCpmCUzjUEH10k43/1Rq0p6uMw4IagfUzyOXvUrCDM/zZSfrIfofxoUhpmbB7uiXUNsCHiZPsDxoVfhqnZsAsY4fv+O8AZSZQ3D+NNG+b7TjYmfOBlzLT4TQJOf5Msc2aKZb4FfKYTZAaaxnTjYxm4j928nwnJ7MgjdAEJN8gEkr6Ise08g3EinIoxvk727efa0y5w3j+NmRI+gBkOL8axCYQhz7f9PEyIxDbgyjD7aGV2LXlWZrgyk/HoUl5UEflHzFz+PeB7GCP2HZjh706cNYEAqvo+puLWVc6mazBxUQD/p6rTVHVXCPIuc76bISJnY2KGfq6q/VX1iZD6aGXGkXks9PFYkpk0UqVJA94lfgR8w/d+AEbrl2Pm90/hmxoB52PWteX5tgWykyRDHtAfKE5lH63MriHPygxXZrIeXW0t6i8xy4HcJR4NwHqMZ+mPmODDG0Vkvapuxhi5X1ITgwYkHAzZIXmqui3VfbQyu4w8KzNcmcmhM7RqgDuG60L+FGa4m+28n4CZ/3+IiZ2pwucp7S7yrEx7LK3M1Dw6vQFx/tCbMIvJ/dsygArgiu4uz8q0x9LKDPfR1aaoQKt0NSdzJHPF9ZjI7nvUrLtc2l3lWZn2WFqZqaFLKjg16w8zgVLgOBF5HZMF5OuqWtXd5VmZ9lhamSmis4eQbQyDT8AsA/oE+G66ybMy00eeldl1H53egDb+yGzgZiAnHeVZmekjz8rsug9b2d5isaQtXWolg8VisSQTq+AsFkvaYhWcxWJJW6yCs1gsaYtVcBaLJW2xCs5isaQtVsFZLJa0xSo4i8WStvw/TWnQFBX3HooAAAAASUVORK5CYII=\n", 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\n", 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" ] @@ -489,14 +463,7 @@ "source": [ "# Plot the slopes for \"valid\" soiling intervals identified,\n", "# assuming perfect cleaning events\n", - "sratio = soiling_info['soiling_ratio_perfect_clean']\n", - "fig, ax = plt.subplots()\n", - "ax.plot(daily.index, daily/soiling_info['renormalizing_factor'], 'o')\n", - "ax.plot(sratio.index, sratio,'o')\n", - "ax.set_ylim(0.8,1.1)\n", - "ax.set_ylabel('Renormalized energy')\n", - "\n", - "fig.autofmt_xdate()" + "fig = rdtools.soiling_interval_plot(soiling_info, daily);" ] }, { @@ -646,10 +613,7 @@ ], "source": [ "# View a histogram of the valid soiling rates found for the data set\n", - "fig, ax = plt.subplots()\n", - "ax.hist(100.0*soiling_summary.loc[soiling_summary['valid'], 'slope'], bins=15)\n", - "ax.set_xlabel('Soiling rate (%/day)')\n", - "ax.set_ylabel('Count');" + "fig = rdtools.soiling_rate_histogram(soiling_info, bins=15)" ] }, { @@ -788,16 +752,9 @@ "execution_count": 20, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The P95 exceedance level with the clear sky analysis is -0.35%/yr\n" - ] - }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" + "name": "stdout", + "output_type": "stream", + "text": [ + "The P95 exceedance level with the clear sky analysis is -0.40%/yr\n" + ] } ], "source": [ @@ -825,64 +779,35 @@ "# confidence_level variable.\n", "\n", "# Visualize the results\n", - "cs_start = clearsky_daily.index[0]\n", - "cs_end = clearsky_daily.index[-1]\n", - "cs_years = (cs_end - cs_start).days / 365.0\n", - "cs_yoy_values = cs_yoy_info['YoY_values']\n", - "\n", - "cs_x = [cs_start, cs_end]\n", - "cs_y = [1, 1 + (cs_yoy_rd * cs_years)/100]\n", - "\n", - "fig, (ax1, ax2) = plt.subplots(1,2, figsize=(10, 3))\n", - "ax2.hist(cs_yoy_values, label='YOY', bins=len(cs_yoy_values)//40, color = 'orangered')\n", - "ax2.axvline(x=cs_yoy_rd, color='black', linestyle='dashed', linewidth=3)\n", - "ax2.set_xlim(-30,45)\n", - "ax2.annotate( u' $R_{d}$ = %.2f%%/yr \\n confidence interval: \\n %.2f to %.2f %%/yr' \n", - " %(cs_yoy_rd, cs_yoy_ci[0], cs_yoy_ci[1]), xy=(0.5, 0.7), xycoords='axes fraction',\n", - " bbox=dict(facecolor='white', edgecolor=None, alpha = 0))\n", - "ax2.set_xlabel('Annual degradation (%)');\n", - "\n", - "ax1.plot(clearsky_daily.index, clearsky_daily/cs_yoy_info['renormalizing_factor'], 'o', color = 'orangered', alpha = 0.5)\n", - "ax1.plot(cs_x, cs_y, 'k--', linewidth=3)\n", - "ax1.set_xlabel('Date')\n", - "ax1.set_ylabel('Renormalized Energy')\n", - "ax1.set_ylim(0.5, 1.1)\n", - "fig.autofmt_xdate()\n", - "\n", - "fig.suptitle('Clear-sky-based degradation results');\n", - "\n", - "\n", - "\n", - "# repeat the plots from above\n", - "fig, (ax1, ax2) = plt.subplots(1,2, figsize=(10, 3))\n", - "ax2.hist(yoy_values, label='YOY', bins=len(yoy_values)//40)\n", - "ax2.axvline(x=yoy_rd, color='black', linestyle='dashed', linewidth=3)\n", - "ax2.set_xlim(-30,45)\n", - "ax2.annotate( u' $R_{d}$ = %.2f%%/yr \\n confidence interval: \\n %.2f to %.2f %%/yr' \n", - " %(yoy_rd, yoy_ci[0], yoy_ci[1]), xy=(0.5, 0.7), xycoords='axes fraction',\n", - " bbox=dict(facecolor='white', edgecolor=None, alpha = 0))\n", - "ax2.set_xlabel('Annual degradation (%)');\n", - "\n", - "ax1.plot(daily.index, daily/yoy_info['renormalizing_factor'], 'o', alpha = 0.5)\n", - "ax1.plot(x, y, 'k--', linewidth=3)\n", - "ax1.set_xlabel('Date')\n", - "ax1.set_ylabel('Renormalized Energy')\n", - "ax1.set_ylim(0.5, 1.1)\n", - "fig.autofmt_xdate()\n", - "\n", - "fig.suptitle('Sensor-based degradation results');\n", + "clearsky_fig = rdtools.degradation_summary_plots(cs_yoy_rd, cs_yoy_ci, cs_yoy_info, clearsky_daily,\n", + " summary_title='Clear-sky-based degradation results',\n", + " scatter_ymin=0.5, scatter_ymax=1.1,\n", + " hist_xmin=-30, hist_xmax=45, plot_color='orangered');\n", "\n", "print('The P95 exceedance level with the clear sky analysis is %.2f%%/yr' % cs_yoy_info['exceedance_level'])" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Compare to previous sensor restuls\n", + "degradation_fig" + ] } ], "metadata": { diff --git a/docs/sphinx/source/api.rst b/docs/sphinx/source/api.rst index b5ac075c..3d5fad12 100644 --- a/docs/sphinx/source/api.rst +++ b/docs/sphinx/source/api.rst @@ -20,6 +20,7 @@ analysis workflow. normalization aggregation clearsky_temperature + plotting Degradation @@ -45,6 +46,7 @@ Functions for estimating soiling rates from PV system data. soiling.soiling_srr soiling.srr_analysis + soiling.srr_analysis.run Filtering @@ -103,3 +105,17 @@ Functions for modeling ambient temperature. :toctree: generated/ clearsky_temperature.get_clearsky_tamb + + +Plotting +======== + +Functions to visualize degradation and soiling analysis results. + +.. autosummary:: + :toctree: generated/ + + plotting.degradation_summary_plots + plotting.soiling_monte_carlo_plot + plotting.soiling_interval_plot + plotting.soiling_rate_histogram diff --git a/docs/sphinx/source/changelog/v2.0.0.rst b/docs/sphinx/source/changelog/v2.0.0.rst index e3fd6c38..0b17b926 100644 --- a/docs/sphinx/source/changelog/v2.0.0.rst +++ b/docs/sphinx/source/changelog/v2.0.0.rst @@ -11,6 +11,7 @@ Enhancements recovery method (:pull:`112`). * Add new functions :py:func:`~rdtools.normalization.energy_from_power` and :py:func:`~rdtools.normalization.interpolate`. +* Add new :py:mod:`~rdtools.plotting` module for generating standard plots. Bug fixes --------- diff --git a/rdtools/__init__.py b/rdtools/__init__.py index 829c46c1..431cce6e 100644 --- a/rdtools/__init__.py +++ b/rdtools/__init__.py @@ -13,6 +13,10 @@ from rdtools.filtering import tcell_filter from rdtools.filtering import clip_filter from rdtools.soiling import soiling_srr +from rdtools.plotting import degradation_summary_plots +from rdtools.plotting import soiling_monte_carlo_plot +from rdtools.plotting import soiling_interval_plot +from rdtools.plotting import soiling_rate_histogram from ._version import get_versions __version__ = get_versions()['version'] diff --git a/rdtools/plotting.py b/rdtools/plotting.py new file mode 100644 index 00000000..365401e5 --- /dev/null +++ b/rdtools/plotting.py @@ -0,0 +1,232 @@ +'''Functions for plotting degradation and soiling analysis results.''' + +import matplotlib.pyplot as plt + + +def degradation_summary_plots(yoy_rd, yoy_ci, yoy_info, normalized_yield, + hist_xmin=None, hist_xmax=None, bins=None, + scatter_ymin=None, scatter_ymax=None, + plot_color=None, summary_title=None, + scatter_alpha=0.5): + ''' + Create plots (scatter plot and histogram) that summarize degradation + analysis results. + + Parameters + ---------- + yoy_rd : float + rate of relative performance change in %/yr + yoy_ci : float + one-sigma confidence interval of degradation rate estimate + yoy_info : dict + a dictionary with keys: + + * YoY_values - pandas series of right-labeled year on year slopes + * renormalizing_factor - float value used to recenter data + * exceedance_level - the degradation rate that was outperformed with + a probability given by the ``exceedance_prob`` parameter in + the :py:func:`.degradation.degradation_year_on_year` + + normalized_yield : pd.Series + PV yield data that is normalized, filtered and aggregated + hist_xmin : float, optional + lower limit of x-axis for the histogram + hist_xmax : float, optional + upper limit of x-axis for the histogram + bins : int, optional + Number of bins in the histogram distribution. If omitted, + ``len(yoy_values) // 40`` will be used + scatter_ymin : float, optional + lower limit of y-axis for the scatter plot + scatter_ymax : float, optional + upper limit of y-axis for the scatter plot + plot_color : str, optional + color of the summary plots + summary_title : str, optional + overall title for summary plots + scatter_alpha : float, default 0.5 + Transparency of the scatter plot + + Note + ---- + It should be noted that the yoy_rd, yoy_ci and yoy_info are the outputs + from :py:func:`.degradation.degradation_year_on_year`. + + Returns + ------- + fig : matplotlib Figure + Figure with two axes + ''' + + yoy_values = yoy_info['YoY_values'] + + if bins is None: + bins = len(yoy_values) // 40 + + bins = int(min(bins, len(yoy_values))) + + # Calculate the degradation line + start = normalized_yield.index[0] + end = normalized_yield.index[-1] + years = (end - start).days / 365.25 + yoy_values = yoy_info['YoY_values'] + + x = [start, end] + y = [1, 1 + (yoy_rd * years) / 100.0] + + fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(10, 3)) + ax2.hist(yoy_values, label='YOY', bins=bins, color=plot_color) + ax2.axvline(x=yoy_rd, color='black', linestyle='dashed', linewidth=3) + + ax2.set_xlim(hist_xmin, hist_xmax) + + label = ( + ' $R_{d}$ = %.2f%%/yr \n' + 'confidence interval: \n' + '%.2f to %.2f %%/yr' % (yoy_rd, yoy_ci[0], yoy_ci[1]) + ) + ax2.annotate(label, xy=(0.5, 0.7), xycoords='axes fraction', + bbox=dict(facecolor='white', edgecolor=None, alpha=0)) + ax2.set_xlabel('Annual degradation (%)') + + renormalized_yield = normalized_yield / yoy_info['renormalizing_factor'] + ax1.plot(renormalized_yield.index, renormalized_yield, 'o', + color=plot_color, alpha=scatter_alpha) + ax1.plot(x, y, 'k--', linewidth=3) + ax1.set_xlabel('Date') + ax1.set_ylabel('Renormalized energy') + + ax1.set_ylim(scatter_ymin, scatter_ymax) + + fig.autofmt_xdate() + + if summary_title is not None: + fig.suptitle(summary_title) + + return fig + + +def soiling_monte_carlo_plot(soiling_info, normalized_yield, point_alpha=0.5, + profile_alpha=0.05, ymin=None, ymax=None, + profiles=None, point_color=None, + profile_color='C1'): + ''' + Create figure to visualize Monte Carlo of soiling profiles used in the SRR + analysis. + + Parameters + ---------- + soiling_info : dict + ``soiling_info`` returned by :py:meth:`.soiling.srr_analysis.run` or + :py:func:`.soiling.soiling_srr`. + normalized_yield : pd.Series + PV yield data that is normalized, filtered and aggregated. + point_alpha : float, default 0.5 + tranparency of the ``normalized_yield`` points + profile_alpha : float, default 0.05 + transparency of each profile + ymin : float, optional + minimum y coordinate + ymax : float, optional + maximum y coordinate + profiles : int, optional + the number of stochastic profiles to plot. If not specified, plot + all profiles. + point_color : str, optional + color of the normalized_yield points + profile_color : str, default 'C1' + color of the stochastic profiles + + Returns + ------- + fig : matplotlib Figure + ''' + + fig, ax = plt.subplots() + renormalized = normalized_yield / soiling_info['renormalizing_factor'] + ax.plot(renormalized.index, renormalized, 'o', alpha=point_alpha, + color=point_color) + ax.set_ylim(ymin, ymax) + + if profiles is not None: + to_plot = soiling_info['stochastic_soiling_profiles'][:profiles] + else: + to_plot = soiling_info['stochastic_soiling_profiles'] + for profile in to_plot: + ax.plot(profile.index, profile, color=profile_color, + alpha=profile_alpha) + ax.set_ylabel('Renormalized energy') + fig.autofmt_xdate() + + return fig + + +def soiling_interval_plot(soiling_info, normalized_yield, point_alpha=0.5, + profile_alpha=1, ymin=None, ymax=None, + point_color=None, profile_color=None): + ''' + Create figure to visualize valid soiling profiles used in the SRR analysis. + + Parameters + ---------- + soiling_info : dict + ``soiling_info`` returned by :py:meth:`.soiling.srr_analysis.run` or + :py:func:`.soiling.soiling_srr`. + normalized_yield : pd.Series + PV yield data that is normalized, filtered and aggregated. + point_alpha : float, default 0.5 + tranparency of the ``normalized_yield`` points + profile_alpha : float, default 1 + transparency of soiling profile + ymin : float, optional + minimum y coordinate + ymax : float, optional + maximum y coordinate + point_color : str, optional + color of the ``normalized_yield`` points + profile_color : str, optional + color of the soiling intervals + + Returns + ------- + fig : matplotlib Figure + ''' + + sratio = soiling_info['soiling_ratio_perfect_clean'] + fig, ax = plt.subplots() + renormalized = normalized_yield / soiling_info['renormalizing_factor'] + ax.plot(renormalized.index, renormalized, 'o') + ax.plot(sratio.index, sratio, 'o') + ax.set_ylim(ymin, ymax) + ax.set_ylabel('Renormalized energy') + + fig.autofmt_xdate() + + return fig + + +def soiling_rate_histogram(soiling_info, bins=None): + ''' + Create histogram of soiling rates found in the SRR analysis. + + Parameters + ---------- + soiling_info : dict + ``soiling_info`` returned by :py:meth:`.soiling.srr_analysis.run` or + :py:func:`.soiling.soiling_srr`. + bins : int + number of histogram bins to use + + Returns + ------- + fig : matplotlib Figure + ''' + + soiling_summary = soiling_info['soiling_interval_summary'] + fig, ax = plt.subplots() + ax.hist(100.0 * soiling_summary.loc[soiling_summary['valid'], 'slope'], + bins=bins) + ax.set_xlabel('Soiling rate (%/day)') + ax.set_ylabel('Count') + + return fig diff --git a/rdtools/test/plotting_test.py b/rdtools/test/plotting_test.py new file mode 100644 index 00000000..bafa1300 --- /dev/null +++ b/rdtools/test/plotting_test.py @@ -0,0 +1,164 @@ +import pandas as pd +import numpy as np +from rdtools.degradation import degradation_year_on_year +from rdtools.soiling import soiling_srr +from rdtools.plotting import ( + degradation_summary_plots, + soiling_monte_carlo_plot, + soiling_interval_plot, + soiling_rate_histogram +) +import matplotlib.pyplot as plt +import pytest + +# bring in soiling pytest fixtures +from soiling_test import ( + times, # can't rename this or else the others can't find it + normalized_daily as soiling_normalized_daily, + insolation as soiling_insolation, +) + + +def assert_isinstance(obj, klass): + assert isinstance(obj, klass), f'got {type(obj)}, expected {klass}' + + +# can't import degradation fixtures because it's a unittest file. +# roll our own here instead: +@pytest.fixture() +def degradation_power_signal(): + ''' Returns a clean offset sinusoidal with exponential degradation ''' + idx = pd.date_range('2017-01-01', '2020-01-01', freq='d', tz='UTC') + annual_rd = -0.005 + daily_rd = 1 - (1 - annual_rd)**(1/365) + day_count = np.arange(0, len(idx)) + degradation_derate = (1 + daily_rd) ** day_count + + power = 1 - 0.1*np.cos(day_count/365 * 2*np.pi) + power *= degradation_derate + power = pd.Series(power, index=idx) + return power + + +@pytest.fixture() +def degradation_info(degradation_power_signal): + ''' + Return results of running YoY degradation on raw power. + + Note: no normalization needed since power is ~(1.0 + seasonality + deg) + + Returns + ------- + power_signal : pd.Series + degradation_rate : float + confidence_interval : np.array of length 2 + calc_info : dict with keys: + ['YoY_values', 'renormalizing_factor', 'exceedance_level'] + ''' + rd, rd_ci, calc_info = degradation_year_on_year(degradation_power_signal) + return degradation_power_signal, rd, rd_ci, calc_info + + +def test_degradation_summary_plots(degradation_info): + power, yoy_rd, yoy_ci, yoy_info = degradation_info + + # test defaults + result = degradation_summary_plots(yoy_rd, yoy_ci, yoy_info, power) + assert_isinstance(result, plt.Figure) + + +def test_degradation_summary_plots_kwargs(degradation_info): + power, yoy_rd, yoy_ci, yoy_info = degradation_info + + # test kwargs + kwargs = dict( + hist_xmin=-1, + hist_xmax=1, + bins=100, + scatter_ymin=0, + scatter_ymax=1, + plot_color='g', + summary_title='test', + scatter_alpha=1.0, + ) + result = degradation_summary_plots(yoy_rd, yoy_ci, yoy_info, power, + **kwargs) + assert_isinstance(result, plt.Figure) + + +@pytest.fixture() +def soiling_info(soiling_normalized_daily, soiling_insolation): + ''' + Return results of running soiling_srr. + + Returns + ------- + calc_info : dict with keys: + ['renormalizing_factor', 'exceedance_level', + 'stochastic_soiling_profiles', 'soiling_interval_summary', + 'soiling_ratio_perfect_clean'] + ''' + reps = 10 + sr, sr_ci, calc_info = soiling_srr(soiling_normalized_daily, + soiling_insolation, + reps=reps, + random_seed=1977) + return calc_info + + +def test_soiling_monte_carlo_plot(soiling_normalized_daily, soiling_info): + # test defaults + result = soiling_monte_carlo_plot(soiling_info, soiling_normalized_daily) + assert_isinstance(result, plt.Figure) + + +def test_soiling_monte_carlo_plot_kwargs(soiling_normalized_daily, soiling_info): + # test kwargs + kwargs = dict( + point_alpha=0.1, + profile_alpha=0.4, + ymin=0, + ymax=1, + profiles=5, + point_color='k', + profile_color='b', + ) + result = soiling_monte_carlo_plot(soiling_info, soiling_normalized_daily, + **kwargs) + assert_isinstance(result, plt.Figure) + + +def test_soiling_interval_plot(soiling_normalized_daily, soiling_info): + # test defaults + result = soiling_interval_plot(soiling_info, soiling_normalized_daily) + assert_isinstance(result, plt.Figure) + + +def test_soiling_interval_plot_kwargs(soiling_normalized_daily, soiling_info): + # test kwargs + kwargs = dict( + point_alpha=0.1, + profile_alpha=0.5, + ymin=0, + ymax=1, + point_color='k', + profile_color='g', + ) + result = soiling_interval_plot(soiling_info, soiling_normalized_daily, + **kwargs) + assert_isinstance(result, plt.Figure) + + +def test_soiling_rate_histogram(soiling_info): + # test defaults + result = soiling_rate_histogram(soiling_info) + assert_isinstance(result, plt.Figure) + + +def test_soiling_rate_histogram_kwargs(soiling_info): + # test kwargs + kwargs = dict( + bins=10, + ) + result = soiling_rate_histogram(soiling_info, **kwargs) + assert_isinstance(result, plt.Figure) diff --git a/requirements.txt b/requirements.txt index 06a3aee4..0f9eb581 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,5 +1,6 @@ h5py==2.10.0 numpy==1.17.3 +matplotlib==3.1.2 patsy==0.5.0 pandas==0.25.2 pvlib==0.6.1 diff --git a/setup.py b/setup.py index 9901718e..e52c873c 100755 --- a/setup.py +++ b/setup.py @@ -34,6 +34,7 @@ ] INSTALL_REQUIRES = [ + 'matplotlib >= 2.2.2', 'numpy >= 1.12', 'pandas >= 0.23.0, <1.0.0', 'statsmodels >= 0.8.0', From 5308d9e7d6a43e3b3fceae8933fb4829e3515e26 Mon Sep 17 00:00:00 2001 From: Kevin Anderson Date: Fri, 13 Mar 2020 10:39:28 -0600 Subject: [PATCH 097/146] fix typo --- docs/sphinx/source/index.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/sphinx/source/index.rst b/docs/sphinx/source/index.rst index c2a3e4e6..e98df4a9 100644 --- a/docs/sphinx/source/index.rst +++ b/docs/sphinx/source/index.rst @@ -152,7 +152,7 @@ The most frequently used functions are: .. code:: python - degradation.degradataion_year_on_year(aggregated) + degradation.degradation_year_on_year(aggregated) ''' Inputs: Aggregated, normalized, filtered time series data Outputs: Tuple: `yoy_rd`: Degradation rate From 43bbe44345b452ebac53c2e56f1de0bf895673f8 Mon Sep 17 00:00:00 2001 From: Kevin Anderson Date: Fri, 13 Mar 2020 11:57:29 -0600 Subject: [PATCH 098/146] make introductions more approachable to non-specialists --- README.md | 5 +++-- docs/sphinx/source/index.rst | 5 +++-- 2 files changed, 6 insertions(+), 4 deletions(-) diff --git a/README.md b/README.md index e9d9d6b1..d7d7cf45 100644 --- a/README.md +++ b/README.md @@ -7,8 +7,9 @@ Development branch: [![Build Status](https://travis-ci.org/NREL/rdtools.svg?branch=development)](https://travis-ci.org/NREL/rdtools) RdTools is an open-source library to support reproducible technical analysis of -PV time series data. The library aims to provide best practice analysis routines -along with the building blocks for users to tailor their own analyses. +time series data from photovoltaic energy systems. The library aims to provide +best practice analysis routines along with the building blocks for users to +tailor their own analyses. In particular, PV production data is evaluated over several years to obtain rates of performance degradation and soiling loss. RdTools can handle both high frequency (hourly or better) or low frequency (daily, weekly, etc.) diff --git a/docs/sphinx/source/index.rst b/docs/sphinx/source/index.rst index 3c18b3be..3d3f6a88 100644 --- a/docs/sphinx/source/index.rst +++ b/docs/sphinx/source/index.rst @@ -7,8 +7,9 @@ RdTools Overview ================ RdTools is an open-source library to support reproducible technical analysis of -PV time series data. The library aims to provide best practice analysis routines -along with the building blocks for users to tailor their own analyses. +time series data from photovoltaic energy systems. The library aims to provide +best practice analysis routines along with the building blocks for users to +tailor their own analyses. In particular, PV production data is evaluated over several years to obtain rates of performance degradation and soiling loss. RdTools can handle both high frequency (hourly or better) or low frequency (daily, weekly, From 8119f80d356d63bef8d24db758c5ab9b5eaaced5 Mon Sep 17 00:00:00 2001 From: Kevin Anderson Date: Fri, 13 Mar 2020 12:24:48 -0600 Subject: [PATCH 099/146] docs cleanup --- docs/sphinx/source/index.rst | 16 ++++++++++------ 1 file changed, 10 insertions(+), 6 deletions(-) diff --git a/docs/sphinx/source/index.rst b/docs/sphinx/source/index.rst index 3d3f6a88..141363a6 100644 --- a/docs/sphinx/source/index.rst +++ b/docs/sphinx/source/index.rst @@ -16,7 +16,10 @@ both high frequency (hourly or better) or low frequency (daily, weekly, etc.) datasets. Best results are obtained with higher frequency data. Full examples are worked out in the example notebooks in the -`documentation`_. +`example notebook`_. + +To report issues, contribute code, or suggest improvements to this +documentation, visit the RdTools development repository on `github`_. Workflow -------- @@ -31,8 +34,8 @@ the following: 4. Analyze aggregated data to estimate the degradation rate and/or soiling loss -Steps 1 and 2 may be accomplished with the clearsky workflow (`see -example`_) which can help eliminate problems from irradiance sensor +Steps 1 and 2 may be accomplished with the clearsky workflow (see the +`example notebook`_) which can help eliminate problems from irradiance sensor drift. .. image:: _images/RdTools_workflows.png @@ -104,12 +107,14 @@ installing requirements. If this occurs, the requirements specified in ``setup.py`` may need to be separately installed (for example by using ``conda``) before installing ``rdtools``. +For more detailed instructions, see the :ref:`developer_notes` page. + RdTools currently is tested on Python 3.6+. Usage and examples ------------------ -Full workflow examples are found in the notebooks in `documentation`_. +Full workflow examples are found in the notebooks in `example notebook`_. The examples are designed to work with python 3.6. For a consistent experience, we recommend installing the packages and versions documented in ``docs/notebook_requirements.txt``. This can be achieved in your @@ -249,7 +254,6 @@ Indices and tables .. links and references -.. _documentation: https://rdtools.readthedocs.io/en/latest/example.html -.. _see example: https://rdtools.readthedocs.io/en/latest/example.html .. _example notebook: https://rdtools.readthedocs.io/en/latest/example.html .. _release: https://github.com/NREL/rdtools/releases +.. _github: https://github.com/NREL/rdtools From a3ec4a37db226d08c944a2abcbc32c6d5a43a3ae Mon Sep 17 00:00:00 2001 From: Kevin Anderson Date: Fri, 13 Mar 2020 12:35:17 -0600 Subject: [PATCH 100/146] improve contributing notes --- docs/sphinx/source/developer_notes.rst | 7 +++++-- 1 file changed, 5 insertions(+), 2 deletions(-) diff --git a/docs/sphinx/source/developer_notes.rst b/docs/sphinx/source/developer_notes.rst index 7ed9d94d..360941bf 100644 --- a/docs/sphinx/source/developer_notes.rst +++ b/docs/sphinx/source/developer_notes.rst @@ -185,8 +185,11 @@ If you get an error like ``Pandoc wasn't found``, you can install it with conda: The built documentation should be in ``rdtools/docs/sphinx/build`` and opening ``index.html`` with a web browser will display it. -Code requirements ------------------ +Contributing +------------ + +Community participation is welcome! New contributions should be based on the +``development`` branch as the ``master`` branch is used only for releases. RdTools follows the `PEP 8 `_ style guide. We recommend setting up your text editor to automatically highlight style From fed26c9f8ac88b04e46da7e2dcfb09a216cf7840 Mon Sep 17 00:00:00 2001 From: Kevin Anderson Date: Tue, 17 Mar 2020 14:40:43 -0600 Subject: [PATCH 101/146] drop m2r requirement since index.rst isn't generated from readme.md anymore --- setup.py | 1 - 1 file changed, 1 deletion(-) diff --git a/setup.py b/setup.py index 44b19da1..d681d09e 100755 --- a/setup.py +++ b/setup.py @@ -48,7 +48,6 @@ EXTRAS_REQUIRE = { 'doc': [ 'sphinx==1.8.5', - 'm2r==0.2.1', 'nbsphinx==0.4.3', 'nbsphinx-link==1.3.0', 'pandas==0.23.0', From 0f0f06718ee2c66d44545527fe9f5c7f126c062e Mon Sep 17 00:00:00 2001 From: Kevin Anderson Date: Fri, 17 Apr 2020 11:03:07 -0600 Subject: [PATCH 102/146] remove m2r from conf.py --- docs/sphinx/source/conf.py | 1 - 1 file changed, 1 deletion(-) diff --git a/docs/sphinx/source/conf.py b/docs/sphinx/source/conf.py index 08e5fcf0..e4830e39 100644 --- a/docs/sphinx/source/conf.py +++ b/docs/sphinx/source/conf.py @@ -39,7 +39,6 @@ 'sphinx.ext.extlinks', 'sphinx_rtd_theme', 'sphinx.ext.autosummary', - 'm2r', 'nbsphinx', 'nbsphinx_link', ] From 196789bce58f020ff1422a5c6b680de11fa54a67 Mon Sep 17 00:00:00 2001 From: Kevin Anderson Date: Fri, 17 Apr 2020 11:16:36 -0600 Subject: [PATCH 103/146] requested changes --- README.md | 9 ++++++++- docs/sphinx/source/index.rst | 5 +++++ 2 files changed, 13 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index d7d7cf45..dfd90bee 100644 --- a/README.md +++ b/README.md @@ -15,7 +15,14 @@ to obtain rates of performance degradation and soiling loss. RdTools can handle both high frequency (hourly or better) or low frequency (daily, weekly, etc.) datasets. Best results are obtained with higher frequency data. -Full examples are worked out in the example notebooks in the [documentation](https://rdtools.readthedocs.io/en/latest/example.html). +RdTools can be installed automatically into Python from PyPI using the +command line: + +``` +pip install rdtools +``` + +For API documentation and full examples, please see the [documentation](https://rdtools.readthedocs.io). RdTools currently is tested on Python 3.6+. diff --git a/docs/sphinx/source/index.rst b/docs/sphinx/source/index.rst index 141363a6..70d63ae4 100644 --- a/docs/sphinx/source/index.rst +++ b/docs/sphinx/source/index.rst @@ -66,6 +66,11 @@ clear-sky conditions to be analyzed. In many cases, the 'clear-sky' analysis can identify conditions of instrument errors or irradiance sensor drift, such as in the above analysis. +The clear-sky analysis tends to provide less stable results than sensor-based +analysis when details such as filtering are changed. We generally recommend +that the clear-sky analysis be used as a check on the sensor based results, +rather than as a stand-alone analysis. + Soiling Results --------------- From 4937cc03ad73f0dd38ca171d218095ef1897133a Mon Sep 17 00:00:00 2001 From: Kevin Anderson Date: Fri, 17 Apr 2020 12:06:48 -0600 Subject: [PATCH 104/146] hyphen --- docs/sphinx/source/index.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/sphinx/source/index.rst b/docs/sphinx/source/index.rst index 70d63ae4..2d9be011 100644 --- a/docs/sphinx/source/index.rst +++ b/docs/sphinx/source/index.rst @@ -68,7 +68,7 @@ sensor drift, such as in the above analysis. The clear-sky analysis tends to provide less stable results than sensor-based analysis when details such as filtering are changed. We generally recommend -that the clear-sky analysis be used as a check on the sensor based results, +that the clear-sky analysis be used as a check on the sensor-based results, rather than as a stand-alone analysis. Soiling Results From 2505132b0805f818ab4fc263f90ed521ef59249c Mon Sep 17 00:00:00 2001 From: Kevin Anderson <57452607+kanderso-nrel@users.noreply.github.com> Date: Mon, 20 Apr 2020 12:25:21 -0600 Subject: [PATCH 105/146] Remove low power cutoff in filtering.clipping_filter (#144) * remove low power cutoff in filtering.clipping_filter * Update v2.0.0.rst * shame on me for not running tests locally * Update degradation_and_soiling_example.ipynb * Update degradation_and_soiling_example.ipynb * change normalized filter to > 0.01 per internal discussion --- docs/degradation_and_soiling_example.ipynb | 151 +++++++++++---------- docs/sphinx/source/changelog/v2.0.0.rst | 1 + rdtools/filtering.py | 10 +- rdtools/test/filtering_test.py | 11 +- 4 files changed, 83 insertions(+), 90 deletions(-) diff --git a/docs/degradation_and_soiling_example.ipynb b/docs/degradation_and_soiling_example.ipynb index 479e056f..afaffa39 100644 --- a/docs/degradation_and_soiling_example.ipynb +++ b/docs/degradation_and_soiling_example.ipynb @@ -47,9 +47,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "#Update the style of plots\n", @@ -82,6 +80,14 @@ "execution_count": 3, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\users\\kanderso\\software\\anaconda3\\envs\\rdtools-dev\\lib\\site-packages\\pvlib\\irradiance.py:298: RuntimeWarning: invalid value encountered in maximum\n", + " beam = np.maximum(beam, 0)\n" + ] + }, { "data": { "image/png": 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\n", @@ -232,7 +238,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -244,7 +250,7 @@ "source": [ "# Calculate a collection of boolean masks that can be used\n", "# to filter the time series\n", - "nz_mask = (df['normalized'] > 0)\n", + "nz_mask = (df['normalized'] > 0.01)\n", "poa_mask = rdtools.poa_filter(df['poa'])\n", "tcell_mask = rdtools.tcell_filter(df['Tcell'])\n", "clip_mask = rdtools.clip_filter(df['power'])\n", @@ -277,7 +283,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] @@ -375,9 +381,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "# Calculate the daily insolation, required for the SRR calculation\n", @@ -414,7 +418,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "The 68.2 confidence interval for the insolation-weighted soiling ratio is 0.970–0.981\n" + "The 68.2 confidence interval for the insolation-weighted soiling ratio is 0.965–0.979\n" ] } ], @@ -430,7 +434,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -451,7 +455,7 @@ "outputs": [ { "data": { - "image/png": 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7Fasi3Oj52SDcnNvOTOeOc/1cCudwBVyGlHJz4GfVmvH04O/7FcLVTlb+q4AGZxsNzmaGJJiobHADcO+s4Xx46ISm1W05UsOWIzXsKlYahnl9/tNOvO5esjqBBbB+f1XIQlAX79zsFE1gALy5q5TXFk1h4jBbyHk7K+io+giHJ1spqnGQaDXw4JyR2rXPtDl08Ng6w/L52UCoBpdoNZ7V4jzTgpPq8xk7OJbl6w8xa1Qy9/USWbjj8wrWZNSNpaNG15NzqsJZhdmo7zNNqKt76Qqdmc4d5/q5pCmFK6DyhRDXSik/DPruauBgH4ypX8Du8FAUlOmQZDVS2eDG5fVxsLKB443Krj8oNpr39h3TtIBEq4HcknpyS+qBUMd9MLp7ycETWF0IUzMTuev13QxLtLB6ZxlrdpdTWudkxogk9lc0UO/w8v0/72PHsjkh5++soGOwdvjY+kNsL6xl4xcnyC2p1zQL1dcCaIsSutc2gv00nR2fmRyj+SnTEi1kJFmYmpnY5fnCRcdFGK6G4PT4eHlbCaV1Tm5NMPeaFtQxEKUieGO5cWIqmcnhB6CCNb6FOWk4PT7cXh9mw5kX6wwHPTUnw7WOzhXCFXA/AjYIIf4BmIUQq1B8bwv6bGTnAN1pJmvzKmh0tRGth4wBMZqw+6Kykb8fqKK1TVFkTzQrldQzkiwMtVnYXliLUQceP9Q7z4xusDAnjaKaFj7Kr2ZyegIzRw3krtd3s+VIDRlJFgBK65xMzUxkXGo8ByqUjDkhTj1XZ5Mr+LvJ6Ta2F9ayp7SefeUN3DEt/ZT6ZqopezphFCw4L8uq7nLhrc2r4M2dZQAsfWs/73//8jMWLsFaEaBRbU63oF7cWsTL24oB5d3VOzyU1LSwKb/6rJ3fXZWhmpudwprd5RTVOFi3v4qHutj8gtGZD89mNYb1t72BnpqT/Y1EHhYPTkq5C5iA0oz5NZSS4pdKKff04dj6DKof5KVANdY3AgUfg7lfC3OUQoatPjhS3YLD4wcUH9y0rKSQ80VH6Xj9zik8sWAciVYDgUM5cqK5y2t3x7WyWY3sLbNjd3pZvv4Qz350lGGJFmaMGMDKWyZqguZQVSOrthXT3Ooj0Wrghe9NOuX83V2vpKaFvWX1LJqWTk1AUG85fJJRKbFaFHhhTlpAAHj5zaYj3T5XdXJnJsd0yelTo8wThsQBiqB+YM1nZ8zDe2lrEVuO1DA1M7HTtLZVW4soqWk5he+XX9UEgNmgo7TOyaptxdz2am6vFAC9c3oGy+aN4c7pGSFjeGz9Ic2tsbfMHhbfTs2BvXN6RrfPtK84iz3hZ/ZH7mS4UdSZwD4p5VMdvr9cSvlpn4ysD6HuijNGDADa66EFawILc9K4ZGgCjS4v+8rbawqMGBjDh/knQs43ItnKpvxqXB4f9Q4vcWY9TS4fE9ISurw2dK/yL56Zxf+8/wXZg+M0c3X26GTizQa8PkWCtrQqlJU0m5m/3T8Dm9WoldBWgwvdObNXbMhne2EdxwI8uugoQYXdxaptxaTZzCwImFFTsxIprXPS7G4767pxqvmdGm/SvtteWMu9f9rLtKwkzW8ZznOyOzx8cPC49rmjzzDY3FbfqwQsRj23XppGXmkdLq+feHMUja42zcfqDFCBukN32n+wFqO+j08KatheqPhoM5IUTV+NRoZ7rq7Q21HJM43wBo9D9REvn58dlineVwjXRP0YOCyEuEFKWRT0/UYgrtdH1ccINqXW7a8CFL+JmuA+NztFE3ZptvbWr7HRekrrnDQ42xC0myANLi9PbjzMpGHxpMabSI4xctnwAdx7mqhad3h5WzFtfsmO4loWTUvn34dPsuVIDV7fIU3gRusFrT7J9eMHA6FcLrfXx3ObCzqlJ6gBjLsuz6Ck1oHVqESJVbMboMLuYsWGfJ5ZOJHcYsWfeOBYY9i5u93x+IIFjgrVb5lXVk9OeiILJqae9jmtzavQfJ9en5+VHx1l0fSMTvN1R6ZUkF/VRIPTw3Oby8hIsuAO3O+NE4dQVNOCy+Njb3kDFoO+y2sGX/vJjYdZs7u820iw6i9TA1BTMxOZmJYQ4jsLV0CdjhvZVcDqbPKiTyeAO96r+n+7spDfZXT+XPDhwhVwDuBZ4FMhxB1Syk2B7zvx+vR/NDg97CquY2pmIp8fa2DLkRoWz8xi9uhkls/P1iJBiVaDtoAAmlsVrayqwRXyfWWDG7NBx77yRgCqGt0kxkSfcVUKgMdvyGbJH/fS4Gzj34dPatdzetpYNC2dohoHt16axq8/PEKD08MDaz5je2GtFhm9ZGhCiM9GRXAAQ+XzqTDowBswr2NNUTw4ZyRr8yoorXNqlI6zIS+r9798fjaFJ3eHPEOA6CjB9sI6thfWhRUZDBYeuSWKDzE4oDI3O4VN+dUkWIyYDXq2F9bi9ChdKqdmJjLUZmZcajzfnZLGpvxqxg6O5Rd/z2dwgok5T3/M0zdP0KLSHTE3O4UXtxZq5m1iN+/182MN5JbUM2NEEl6fZNW2YmaMGMCigAkbDjG8M19j8DPtjFysRlx7qt11FJjhnkMdR0lNC40uD2k2sxad7wzngg8XroCTUso/CCG+BN4SQjwjpXy6T0Z0DtCRjzV7dDIWg54tR2q4ZKii0amkzzSbmQq7i9R4EzdMSOXeWcPJr2qiwu7STBsAl9ePXoBPglEvGJZo6ZE513E3+/J4My6v/xQhu6+8gfFD4rli5ADW7FaEjyqkEq0G7X7UcuTBvCWVOzVhSBwHKpsorXMqGmdsNAeONWrCDaDZ3cb7n1UiUUzgqZmJmLvRbOwODy9uLSK/qoknFozrlp9W7/BQYXcxKC6aE02K7y/OFEWTW3mW0XrRbUBDJQwvn5/NQ9eM4tmPjpJbUk9GkoW52SnaQlPNw7V5FeRkKIKqqkF5lgkWI4/OG8vavAr+uqdCM8sr7C5+/rdDuLx+7l69h80PX9npO9yUX02Ds11YLsxJC9GOF03P4GBlA0v+uBeX109GkgWnx6dp36qJWufw8PK2YhbPzOp2rrwRsDB6yrE8k5SujgKzJ4EGu8PDXW/s0ebkc5sLNKWhJ5pnb6FHPDYp5XYhxGXA+0KIifRAgxNC3I+StD8eWCOlvLObYx8CfoJSteRd4D7Zi42fl8/Pxun5HK9PsmRmlmZKmoN8VlMzbcwYMYDhyVZW7yyjqtGNyaBnbV4Fj8wdhdfnw+uTDEs08+/DNTS52/AFLDyPT7J6ZxmpCeYzqhiraiaqkLUYITggu/VoTSCKamNqZiIZSRZyS+oprXNqWmiwD+rfh6upbmrVJl2w2V3V6GZQkD8sGP/6slrzS72Vd0x7Rp3d09q8Ci0quWKDYpao5o1KVFbpE5OGKb7Jk03tr3TEwBgKqptpbvXR6pMsen03350yLMT0UwXkJwW1gfSufI3Koj4rNR9XfY5r8yooqnFQ51CupQrUDZ8rG9mqbcWYopRpnBwbTYXdxbXjUthWUEu9w9ulSb4wJ406h4cDFQ1MDPhag7XjncV1HKhowN3mJ0onQjaiScMSmDlSyd64909Ka2E1Et4V1IWWk2477aapzh+Xx8f6/VW9mtIVvBEDIZuyqmWq9xkdpdPMVJUnGpzmdS4iruEKuGL1ByllRaDY5euApQfXqgJ+CVyLIrg6hRDiWuBR4KrA37wP/CLwXa8gwWKktsVDUY2DeocHs0Gv+XwWTEwlLyg/0uvzaX4TAVr/UYNeT25JLSW1DprcbZiihObTUbW9nuxMwTutulAenDOS440uimoc2nHx5ihW3jJRI8rOGJFEZYOb0jonw5Ot2m6pBFGStIWv3HcUt+QMUxjwAZrGkAQTPl+76mYxCLw+idcPPr/UtL1xg2KwxZi61ATUBZ9f1RQg9CoIFtyq897dpvwfpDCyr7yBAVYDzYHASaOr7RTT741AcYBJwxKYMWIAy+dnawUDbpw4mESrgbGDY7Vz2qxGXrkjh3veVGr/JViiNK2rssHNoapGLZMj0Wrg6ZsnaJqGOvbu3mFBdbPmO0wM8O/UYILKgwQYnRKDXif4vFKJ3FqMUVowZUJaArkl9Z0GpIKxaHpGjxpUq66XnhKKO0Mwr89s1GvvU91A6x0eEq1GXB4fW47UYDLocHv9tLYpFojq691ypIbVO0o1buC58MGFSxOZ2OGzW0p5q5Qy7KY1Usr3pJTrgLrTHLoIeFVKeUhKaQeeQNH8eg2rd5RSVOMg3hxFaZ2TlZsLWLEhnyc3HmZTfjWT0xVzRtGM7OSW1HOoqhG708OMEQOYm53CuFQltjJ5WAKmKMGMEcmaZlTV6O4xQ1/1+6kLbNm8Mdw4MVUbi4o4kwGAS4YmMDUzMeCzUkzpohoH6/dXMTc7JRCpq2NcahyLZ2aRZjPT4GzjL7vLyCupY2CMMrbKBjd6fftrdHqlZqqeaGol1qxcL9oYxfbCWtbsCS3Po2poDU4PSVajlrYGiin5SUENi6al4/L4aA0IuMLqdgL1hCFx2nOrDRQtUBFs+q3aWqRV/dhX3oBBL0iwGLXiB/8+XEO9Q6HVBFMzNuVX88odOcwYMYAGZxtxJmVPj9YLhiSYuWas8qxW3jKxU+HWXaqXusGo/jOb1cjzt07SNNQJQ+KYMWIAh443a+Z3vFl5jioV5b5Zw1k2bwz3nUaT6Y6u0ZGeETw2Adqmeab0DTX05PT6NH/h3OwU8soUIf7BweNK5N7rY3iyFbfXT2q8CZtF2Txe2FKkaXV5AXpMOGX5ewPdNZ25XUr5x8DPd3d1nJTytV4e0zhgfdDnA0CKECJJSnk64RgW4pzlvGp4ivVyNg8Y3+L/TA9yx+VT8Pr8mo8me1AMgxty+Zvld/zc8CDvFY5he2Ed0/mcgasWcv+NfyBx3hj+tKsMd5uk4PABXk95l4+mPMSn9niuT3XA8zlQXwTXPgmX3dv1gJz13O5fT/TVs1iQk4Zw1TO55CWOHfETV9xEofFtnvDfzr9ibqTC7mLpW/s1oi9AOsf5TdsaHuFWUooPMOTTX/OwdwrLuRuTQc+d0zPIr2qkwu6i2e3j0Il2AZMab+JEoztkODHROtJtFqKNUeTE2lkx6AX+13U7EMff91eGpDSpGpqquTg9Po2E+uVrS3jTsYHmYxZucz/Kt5KPU2h8ERD8t++/qMq8iV/dNJ7Xd5Ty3r5jGu1lamYiNycUcmPJA2z8cAVFsZeycnMBi2dmaY56lYg8ofYfHDE+QYOM5x5+xKRRc04Z0+odpbQFtNQpGQqxubVN8mHelyzUf8zsoZcz9INf89iJm9hVfImWLbJ6R6nmdw0WLMGBgeB0PNUHp3IKy+0uXl/wNa4YOYChNjP/s+4gQ+LNNLqaNaGhCq7mvz2Kf9+LQEDrmPAf8K3fA9BUsAvx1n9glS28m/44nzQPZJl9OSltldRNfZQ/RX2b5zYXaM8+OE1v5eYC/v55FUU1DnYV17F8fjZr9lRovtLOKBwdNas7p2eEUI7UwgzbC+tIsERpPmKLQc8rd+SwYkM+o+O8+Pf9EVfadG6tfgKrsY5HdUvZXkgIgVxlLXSWb90bEEqBzE5+IcQHUsrrAz9v6eLvpZTyqh5dUIhfAkO78sEJIYqAH0gp/xn4bEDJe80M1KULPnYxsBhg2LBhk8vKysIag+eV6zAe24nTDxYdVPoT+Fnm26dQF/YZ7yFR56TNL/hFynNsbhrK31x3MEAXEBA3r+bxwhGs3lnGnw0ruFx/mNKYr3Nl7X/zXvyzTGoN4kFftRxm/kj7GDKJdj8NW38FWbPhO6+x692VXFb0HAA+P+h1ijl3LOt73FVzCzkZNt7ac4yBMUYa3V7eFMuZqi8g1zeSr4tijDpFUHyhG0X9d//B8gDBdNRAKwUnHUgUAZ4YY8Lr82vmVGq8ibRES4h5pd7XMQYy3/0EDcSybN6YUypF1Ds8rNpWTEaShdfvnEJmcgz+n8drJoJqjgZ/bhq+gGfifqxlNYBiMm944Arins1A3+bA5Y/ipcn/wJKQrF1jamaixpmLfzoVnd+rnfPktas4mnQVS9/az8yRyRoNSIXZoMMVUFEf1L/DQ4b3KPcnMUxXR75xPNc3LQsJHoGSLhecOaAGL4Lr/03NTORHbx8IcScN+e6iAAAgAElEQVSAEjx58+5LtU0JFD6jmo/74JyRiin56ZQuzSl/8HPzwwE5nK/ri7Tf7Uy+lf+ouIElM7M0UxkIKUelmuLBLovZo5M7pXAE31+wj2x/uZ27V++h3uFl8cwsNn9Zrd3vuEExxJiNTExL4N5Zw/li7RNcUfZb6kzpJLmV99uMlb/M/oSFOWmU1Tn40dsHePrmCeSW1Hd6va4ghNgrpcw57YF033Tm+qCfZ4dzsl5CC6HcOvXnU9ICpJQvAy8D5OTkhN2g3ehVXkp04PNgXQOj67YQP/EathypodHVxgCrAZfXBDiJ0kkeb1mBZcIGNn06he/pAvL+7XtY+t9VJFiMDMz1QxtYnRUk0MxDjd9li3EPOnVm/nsFeJ0wR+nTExIiVwdWvAW2r2TMvO/T+MrbxLurcBtisfqa0QFDi//C9W4HTSN+rNFBAIYZFcE8TNTwE89/8rTxZXQ6yG47ytt/uZ9St1J42eHxaZqDIUrP87d+nQanhzteUygbVY1u9DrBomnpAHx46AQ6l+LeHspJHjG9z8HxP+00z9Du8PCvwIR/bP0XZKfG8zXj9cz3fIAOZYH6aV+sOiCuaD0/Zz0+7uDPXAdAktWAzWrE6/OgB8y6Ni47tJwxD27QMk5yS+o5fKIJu9PD5LSfML/kl+h0yjkHfriEVw0/oN5xOfsrGliYM5R1+47h8YNOKNFuNZUuKvByEnWK4Blpi2JqUmKIgAdwe30hGkZw9E99j2oxhgFWAw6PTxOiTe42vvvyLtxtyueBMUYaXV4eWPMZFXaXFsk3Mo/7TBuBU/1GwZ91OpjgLwp5jtNq1vDvmFz+5n2RJze2GznPBbRe1Y87e3Qyo1Ji2V5Yi81i6JLC0VV08zebjlLv8JKRZMFi0FNU49Dea2mdA4e3hdySetxeHw9f/T3K3t9H4lUP4n/nZnSAFQff40P+knctnxTUUlTj4LnNBVqgqC+iqV360IQQunD+9fqIlHSwCUGfJwDVvWWeAuBQdjCnPkabKPc3/Yp/flFNo6uNNJuZ9CQr93qW4g+oHjpXLQvSXPwh+nbNR+XHi7MkF5fXhxtFtU721/Lf1o1cljOFD0c8FuJI55PfwN8fBjq0oZu6BBIylGMqlaiaK0rx41iz5+HUKWaEDnjIuJ6Uz3/P4zdkMyg2mjhTFLHR6j7l532upNg8VjleBzfzIQ/wFjHRuhAfzIFjjTy8dj8JFiM3TRqqfV9hd3H4RBNbj9ZwoqmVR7334Azsg1f6c8krtdMQFNJV/T9ldYpPM81mZnhyDC9vK+aHTbfxrHsBfqloHpqg84d+fsL4Juv0j5JAM2X1Lv7xeRUPen+gPftL3bk8tmYbN05M1czyRlcbq3eW8Vj5JbzomReiIS7zvMD9pr9z35VK1Rc1dc6vRrn9ihn8zcWPUxCTQwyKiVXnaMXladfcJg1LYGlACDy58XBISplaAHXs4Fgykiw0BKK0tQ6vJtxUqMIN4GSLh33lDVTYXdgsBh6+ZhRTM21sHvYA/3fpLir+8yBVljEh80b9WZuLutDvdUBWWzE/2D+fp6d7tRS7ZfPG0Or1UVTjICZaR31LK26vEp23O73kltR3ml7Vmb/P7vBoGTTXjhvEgompxJujtDG4g0ji//i8ijWvPk16/XZia/aiy5ypjdO6ZRkbNm4gOzVOi/ifabn+cNCdgGoDvN38U38fFoQQUUIIE0pvVb0QwiSE6EyDfBP4TyFEthDCBvwMeCPc64QFiyI8XOZB+AKPIAqpTUSvX7K3vIGDjKBWpxyrA0zv30mJ04RdZ9O+i37nNl7eVsz9LXfR4Fec5WM9n1PZ4OLw4G+yYeSvQoXc3lfh/e93GE8iBCbBodYkDv79BQa15ANQWV5I3a0baUPhoOl0cK/3z5T841lONLfS5G7Dr1MCAfG4uMRUy8n5q3HqrNoYHzKtJ6m1EmfQwos1RWl+rDunZzBjhJJfqyTzC82cKmMwLSiRySgdFNU4uPH3n2o9ZVUN5o7Xc9lX3hgQkM3cOFHJrnieW8hq/Qtve6bhB3x+wTKxRPus3tNEQzn7jEu42fUO9//lMz5ouxRv4J71Orim5Fes2JCvFRswBGZuo6uNt5OW8O/B97ULAAEP+9fQsvEXIaZmlFCoCwAGvY70tGHsbW3XGqoa3RxraCc+q9FOlf+nctfUKPfKzQX812qF8+XwhhoQ5gD1RBdEpNJ1IFXZnV5e3lpEbomdfeUNrNpWzI8/qGR6/XL+MHsf/LwRft7I30f+ihZ/NOs9Oe33CDgwUEWs9hwN0su39i1i79pfAQp5VtXyW1r9HKhsYvXOMian20LM684c/R37dazNqyC3pJ40m5n9FQ28saM05Nn6gm6/udWnBX+ON7rh5tX4A7qQDlhteor7Zg3nmYVKYKcvc1e7E3CZQFY3/9Tfh4ufAS4UusdtgZ9/JoQYJoRoEUIMAwj43p4CtgBlgX+P9+A6p4dHmcQxLWU0BRavnfYw/YlGN/HmKBZNS8f7nT9pEyjdX0YCzbw38intu0QaWPp1Hd74TFoDQmWovomyOifPbS7ghweH8f6k1SCCSLIH/sy+9c+HNLKpLP4CgMbKI3yRcgNVVoVq8XFtHO+Wmoi656MQgXB74++5LtPAkplZ8J038ItoLDov/+N7np/+s4p5zhW0+tsn1XLDHwEw6JVV1uxu00ijavRv2bwxvP/9y/nVTeMxG9qnxkmfNfCMlGfV6GrjsfVfsGprkdZgp8nVnr+ZW1LP/orGkEf+XPx/c4XpPYZ7/sxbrbP4+4hfUHLlC7gg5L5+alzLdsP3Sec4D3ju1xb0PP0ethypYWuBon3bLO27/dTMRA5m3c1y3X0hWs5d/nf4Ga9qxxmiBK1tftJsZp5YMA6AK0cP1H6fKapJcCoLXa8TbC+s5Vu//5TjjS6mZiayZGaWph0tnplFvDmKQFxEE146YPSgGC0yrUcxS6OjdPglxJn1WiQXoLg21GcHnJJa97ZrEl/zvM5DPMz/ehZq92jxtzHdvYq/ts0MEXxXlTzN3jce4dmPjjI82colQ+KIidZpzyo4cb+rBkkq/Wbl5gIeXrufqZmJWnHQ3JJ6/n34JHAqETbNZmbOmGTW+S5ns28ijxwZCZZENo19UhtjAi1Efb6mS+Ham+hSwEkpy8L5F+6FpJQ/l1KKDv9+LqUsl1LGBDexkVI+I6VMkVLGSSnv6k2SLwDfeU0TCFW+WAr8qSz2PITVqGNQrOKZa3S1sfVoDZbMqeh0ymLSA7/Qv4LdNh6dod1svKX0Maoa3WCJB8Cpj6XC7iLNZmbGiAFMmnY13L8HDO0Rq9mFT4bsoh/XKq7GWsNQEpMHURmY95m6E7i8Puy28TxneyxkIg8rf49Eq5G4kZehsyha5TBRw6xRycQPGcV3PD+nxD+Q3b6RrPDeDkBWslUbw6GqRsrqlAsFky435Vez6vbJGgE2XihR1gz/cdI5Trw5iuHJMTy58TCv7yjlyIlmBsYYGRynPLsZIwYwa5QSabtkSBwZSRaqGt1UNrgxBQRnTrqN4VfehvnnjWw2zQ0RTEP0DWwx/YhhHA/SsOFbfKzZmbogdeizYw08t7mA5jELuV8uDXlGd5s2c0NMgLcV0LIGxkZr0cNBcQrJ2YMBm87BE1F/ABQOYJxJoRG9lXeM3JJ6zAY9NquRg5UNvLmjJESD8UuFeuIHml1ttLT6iNIJvBKiDXpNsP7u1klkJJkJ7DPahgMQpRMsmzdG+6xSKbYX1mpC8RVuZIVcRJtfsNyjvNOftt3Ls54FIc/wqprVDNj8I1bvLMPh8dHS6mfGiKRTKuGo9KQVG/JDNClVIRuSYGLLkRoeWPOZkgI4JBabxaDRlzo6vhOtRj74oppr9XnM0e9nke0QAFO/cTd2yzDtvVg+/CHXZRnOmqN3OoTtQxNCfFMI8bQQYrUQ4k31X5+NrC8xdDI6q/KiE4WT+f6nOcgIdDrBkCCWf2mdkzd2lPLPMU9oWsY8/R4+OHic49e9rB2X7CokgWakU2GjDzG5mD06mevHD9bY9SQNh4cOwtgFoItCN3+ltosuzEljUozi2B7gPcbKv+0Cn2L9R+EjgWbFLDo+lqfM99Pq1/E371SKhn4raHIoI4wx6jAZ9NidbRxkBLM9K7ldrqAMxWSstCvpWdFROuxOL3ev3hMysdVddW9ZA9mpisD+yDcJALPOy28ML9HoauPDQydYMjOLLYdPUtXo5mSLh8EJJjKSLAxJMGEy6Fk6ZyTThg+gtM7JJUPisFkMuL1+hidbNWI1wJ5LVnCb51Ga/YQIp5+a3uYpo6KV6XTwa9PLzBuhbDYq1wygLKAFnWhs5QPvpdzmeRS3X2jneSbqd8wYkaRx/zqLRtUF3AsJ+jYmB87t78AwWLe/kpKaFpa+tV/zOcWa2jXz1oCdVhWg3cy/ZBAZSRY8AXPNZjGw9K39fF7ZjE8qAq3e2S4kf3r9GJ7bXKBpNcEFMq8ao2wYep3gDe+1fF33Vy0wA4or4BHP4pDn9x+mbXxqup+2mkKmZto4ZndpGpn6ztWyYMH1/9TfLZ0zkqSAX0zpWZGE3dmG3enleKNbcxcEo7rRTZrNzIe+HPZFT6EyZY6Wsvi3sc9q49MDxWt+3KckX/U5nBZCiMeBVYHjb0Yh614LdJ9f0o/hNQW0LV0srW0SnYBmt1JNIs1mZtG0dJbOGYkA7t2Xhj9Ikxhr/5iffp4M+ujAd5InTa9T7lMc4Po2F3MHtfDdKWmhO5QlEW55E5bXwaTbtLHYrEaGZCkmU0tMBq9NOMIUvZLyc6m+gO/6N+L0+FgyMws54Tautr7LD30P0mpQFuKqrUV4A8aCwe/mrW0HlFzP2GhiTXpa2ySDYqOJN0fR0uqnqtFNa5sfs0FHvcN7yoRfNm8MArS8yd/6vo0jkLQyVCgR2xNNrfzry2qmD1c2CqtRR+FJh6bxrNpWjKRdmJTUOrA7vRoheVN+tXb/980azpQ53+Z3l+1io+UbShAC+C238oeWy0O0uOlf/i+LpqWzs7g90jk4wUyazYw7ECDYwSVc5nmJP3tnUeeP4dnYH/PEgq8xNFG5h5EDYzQi8L4KO8Fo9fkZNySe2aOTNV4eKMKptM7Jig35rLxloqbdNrt9mnalmoEqalu8lNY5qW4J1OZzeql3eDXtrc0vNaEL8ObOMq2o6dzsFMYOjsVk0FFU42BPqTJOn18iAtcdFBtNoqXd3H2PK7nT9yhu2oX7EOr5t+kRJngOUFrnxGxQ0qceXrufkpoW3thRGlL/D9pTzsxGPWajcv60QGEClfNmd3qIM0WRGm8iJS5aG8OJ5lYq7C6+P+gwk1r3cHz3O7yxo5RVW4s4YRjCY547NGXhkpZP+tQ8VZ9BOLgbuEZK+RDgCfx/A5DRVwPra7iblKCsxd+MzWLALxUnOii71fbCWhZMTGVRoHhh3exfKxFXHaw0/VYJsd/UrsXN8e/id3EP0WaIRdfaSNaOH7NiQ35Inl5XhSgVH5yiyk/w7GeXYRr2nIc5HqP44fYcLuK5zQUcrW5m1bZi5o0fzOzRyTyxYJymcZV4ldp2Jr+TB6PeASAlLppmt7JITzS3cuf0TBbPzNL8SR/88IpTdm/VVF00PUOrl9dALM0YAneqTM/YaIUmYDLoyUiy4PD4aXIrFZBTYpVF+9qnxWw7ovhq1BQsm8Vwis9HrVC77PqxHJ38c7I8fyHL/RdWuucD8GPPPdrOP8u/k3X7K7E7vdr7Kq11UmF3caCyiRijThvz//iWMMX7Mr+vGMaKDfmawK5scPPkxsM8+t5B9hcr9eREUCjoX/nVNLq8Ws26GSMG8PqdU7So38xRA/nr4mkkBISLmqXQ0urXvstIsrB4ZiZTM21cMiSOqZmJ/L9vfY3Zo5P57a1fx2ZRnqdqKqfZzCQGNJnSOidr9lSw+I97cQcCQ2pOMLRvGieaW0M0QIBtvku4zP0Sed70IG1J8kDdExoHcHiyVTNLn9tcwKptxeSVtQv6YL/csnljSI030er18XZeeyvko9UtfF7ZRFWQJqfe55KZWUz/xh0UJ1zO4Eu/Q4PTw5MbD/OX3WW05dzDe2N/R5spiR0T/69PzVMIX8AlSCm/CPzsEUIYpJS7gVl9NK4+hd3hwW4YBECyvoWJOiXVts0PUzNtxJujND6XuuBTZt2DLrAzmvySirx/wLgbteBBlA5euMpEVLTiiM+Ksmu+CzUKFexQDf68Nq+Cj1sU/0SK7wQNu//MwzXzGJCgaGgxjUe03Es1rUeNQKmT0HzzS3gCVJU5un0AlNYrwZTUeBNTMxNpcHqwGPS8dNtkll0/lszkGJ5ZOPEUP4g63icWjNOEnD9g8kl0JFoNWg26ohpHSMmlVh9UNytCvNnt43BQWhaA2RilpaR1hhsD9AP1mQJ8bLk6RIu7yvUv7X1lJFnIHtTu2/T4Qs1Kf8AUvOvyDB6cM5Klc0byxIJxmq9rjE55HzEBcrReb6Cq0c2+8gaqGt1kDrBQWN3MD/6yj+u+Noh73szjH59XcffqPTQ4lRzk0YHrD0kw0eBsI9GqaHsvbysmt8TO55VN5JbU8+XxZl6/61KOVrdo2uyYQbFKMKvNz77yBgbFRWutDN1BUe/UeBOLpqVj1Ie69TtbwA3E8h3fk/xRXK0JuSZ/NC6vn5hoHfFmJTi1fH62Fj1XI8QAf92jmMYvbS3iR28f0FwQHYUpwISh8SybN5Zl88Zw1ZgULS+3ctc7ZDV8iqXknxwOVLZudvt4d18lj3yWyKvTPmLGtQvPKoUsHIQr4IqEEOMCP38B3CeEuB2wd/M3/RZr8yq4vW4RLX4DRulhuedpMpIsLJmZhUGv15zH4wI+KA0DFY1Kp4N5XwZy/2/4rfIdEPv3xRoFxW9W/nZ7YS3f/N12qhpcIWZA8C45dnAsa6NvojpBof+Nim9jy5EajrYpfpcS/yCyU+M0gbY2r4LVO0q13Nkls4YTkzqGKv0QAJqkmcHxJhpdbWQkWRgQYyS3pJ7VO8tYubkgxCzojIOkCt/H1n/BuNQ4xTSOVwSwDQdDHF/ySUEtUzMTGZJgIntQDDHROsYNVharWo7cqBdcPTZZM6XiTFHcMS29W8fyuv1VNLoUwaHSxxqdbZoWp9PBr4yvEG+OYvKwBErrnCTGKJpWrEl/ioADxRR8/dNSHrpmFEuvGaWVVP/VTeNpiR8NQJFPiaaWWC8J+duSWicnmlupbHDz6LsHKapx8PBapdl3lE4psFBWqwj4lDgTs0cnU+/wMnt0sjZ/pmYmhrx7VURV2F2s3lnGpvxqrbfHiaZWth6t0UzBgQFtWAilFPraJdM07S/NZg6hIEV14KE83no3CzwrKPKn8hAK/7KlVRGk//pSqZP3/K2TNMGvpkzllSrm/7v7KimqcWCNFhgCp7YadSGR0wPHGnlyozIfrhydrL3bsVfeyn7Tpfz+xBig3RRv80sykiy4AjzC85aL2gE/A9TwyzLgz0AM8P0u/6IfQ6n6MJ78sgwupYCWqERmjUrWiiLOGJFETnoiiwI11TTc8ke8v5uKQXpx6SwKaWLSbfC3+1EMhzZoVjSTATql49X2wjptIqvNoO0Oj1aT7rKsav60q4wKp4mStlZSdJDsLGTRtHRG1Sj+risHNPG2QR/SsapjlYi1eRV802sHHaToncwcOYDKBjfjUuNYFShjlGYz8+1JQ09rFgRXxdheWMeyeWOIWfgyzldnYNF5+Z3xt8xq/C1Vje4Q1v+h480MjDMRFaBIeHwSt1dqixfgp+8f5K7pmV1eW108wcRRP/A+VzLbd4Bv6nLZoruURlcbhTUtLJmZpRWs3HToBHsDZuig2GgMUTompydQ2+INqXCiIjM5hsxLMmAHHI+bQF3iDZQOuAF21jFqoJWjJ0MpHOqI1MrHiRYDlugoTYMdPyQ+UIdPqVWXYDFqqVPBG8ii6Rk4vT5W7yihtU3S7A7VYNSgjNkYhdfn52Szh8oGN4+8fYB3v3857903nRUb8rWcWUBLL7MYwOkFi0GH0+vnICOY4/nNKfdeVOPggTX7GJ4cw8HKRgx6HS6vj1XbiokzK1ZJm18SHSVwtLa/i9GD4jhU2agFVExROnJLFD3neKOLV+7I4Y0dpVxW9irT3LtZOnA0D5UMVszYFg8ZSRZmjUoOlCRLPG2hz7NFuNVEPpBSbgv8nCulHCGlHCSlfK/PRtaHsAWqXhRNf4rihMu53/lfrN5ZhkThID2x4GtIFC5QsPpsN6Wx9mt/oM6UjvxOUAB5YPvi8buUBa/3Onjh2viQyhIuj08z/1RnclWDC29AVSnyKWZzgXcg6/ZX4rQp2kVi1tc1X+CDc0Yye3QyN05MDdG8FuakEWNSnL0x/iZ25e1he2EtHx46wS05Q5kxYoCSE3nNqNNGrWxWIznpSsBE5cr9tdhIo1/xtRhpfyaqOakXirmy5UiNQu4MwOvzs2haOoPi2uk3KzcXdNnYZcHEVM2nM2lYAkMSFO0s0RLF/+M/edV8F4+679LOdbS6WdPIcjKUMafZzKxZfBmf/OQqVn53En+6Z2rXfQEMSvTU0lRMefpNLLpa4QOuuj2HO6al08EiDMHJFg9zxw3SzLwEizGkKkzH3gzqXLJZjSRZjZqgnDTMdkpEsuBki1alWEVloBDEukCNt2iDPlCAYAA3TlS099unKZWpg0ndg+KiuSVnKEHURmwWg1KIYGcZ+8qVisM7i2qwWQw0uXxYDArtxWIM1YH2lTfQ6pMYBMRE67lufAqLpqWTkWShqMbBXW/s4bnNBewqUXzc131tELNHJ2stLm+cOARTgDidW1KP3enRAh59gbALXgohLMAIFM1Ng5RyR28P6lzAZjVy3cwZvBE1lOtG+bSacOv2V2m9QiG0wOPavAqe3GOkZd77LBkZlBR8yx9xv3AFJr8DpyGRGG8dtDYR/68fccXIlewrb6DRrSxsp9fHgQo7A2ONShHEwA48wGogy6M0s8nUnaDR1ca/Sr18G9hfq2NaUJVatfJwcMd6m9UIExfA7pcx69p4yvASi6P+H6V1TvQ6wTv3Tu9ROD64/phKZYn6xKDkrwQwJMHEkzeN15L5L8tKItFq1IoW2CxKj1iDXnDtuEEcPtGM16eYSF0lDm/Kr9YKd04YmsDKQPf5ATHR5Ja08YT9GqZm2nB5fNS2eEIqJ393ShpHq5t71uhk6hI8pTuYWbYNQ+kamDZee98V9U6Noa/mXOqE4tcz6gUen2TToROsvGUiV4ysD9FEgn/urDT3wpw0fv9xIY2uNg4ca6TR1cbUTBten6SopoVGV5uiSUmhBTFSExRhrJaNEsCy65W0vJKaFg6faGJ/RQM/mD2cklrFN2qzGDjR1MrJ5lYtxTAmWs/AGCN2pxerQWhZGKV1Lu1aTi+ApNUZmqykaopThytJ++s+O64RxINLqq/zXc6smAqGj/02z1w+PKQAq1q+q8LuCirH33XvhrNBuF217gB+h1LVI7iQvgSG9fqozhGCC0uajXrW76/SKrKqZmpnk/YUlTppOK13bab6/UewzXuMtvV3EtVynOO1diZfnkCCJSqwgw0gv6pJU+mD0dzqo1gOYpr+MCX+QUzNTKRi0O38724fiYMXMq3DGDrrWM+Vy+DAW9DaSKqwk55oocKuJFqH2yxGRcdqqzarEawWaKzDpnORznHKGgbzwpYiUuJMlNY5MRn0PLNwIm/sKNX6JKh16dSOUg/OGdltb4eOz/hAoHDjnLEpgMTrk0B78cjgysmddVU/LSyJGId8Hcq2sb+kil07SrXKIQ/OGcne8nqaXD6+NjSez481kplkobLBxVVjUsg/rpR9f25zgdbQOtymMDarkQUTh/DmzjKuHTeI4ckxTM1M5MmNXzIk3gS4Q4jEaTYzT9+s+GjV1LHgEvKb8qu1eXW0uhm706sVZJgxIolRKbE4PT5yS+ppafVxJGB+B6eYNbnbtNLxA6wG3G1+Wlp9pMabuCLg8nhk7ihyS+q1hk3B9eaWz8/G6/uC7YV1XKvPY1LrHnZ9vIbLbl/BklnD2V9uZ93+SvaW1ms+RpvFQHqStVMXQm8gXA3uKeDbUsqP+mQU5wkdhYVab2xcanynXZK6K7EcnzaW+B/+A4BqGUsKxznZ5GD5+kNaFdmcdBtXjk6mrM5BtF5p0af6MnTST6ZO0eAmxdRz/W2TaXB6WFF/N8untL98VZt6cWuRVnxTgyURJtwCu19mT/SlmhBQeVVnCnXh3jr/FeLWfBOTv5WnDC9xi/cXmg9uxogBWh8Ii1HPxECl2pmjkvEFduk0m5nZo5NPqdYRjI7P+JmFEzttoKK+J7U7ld3hoc7hOfWZhIOAmeomOsSBnluiCLepmTYq6pUFWRQIKHzwxQmmZtoYarNoi7O7RjudzZuHrh7FkAQzC3PSaHB6uOnFHdiDNKYZI5IYnhxDUY0jpHZbsHatvpu52Sl8eOgE+8obsDu9TBoWT02zh0XT0jEZ9KwK9H04Ut1Eg7ONmGgdep1OKy5RYXcRa9JrGlytw8vAGCMtrT6mZNoYFG9mcLxShEJtxKNuBGp5JYDnb53EGztKMTfdRHFFOWOvvBVQ5pBaMqq0zklMtI6WVj+fVzbx4JyRgWKjPSsSGw7CFXAelNaBFxWCS/2YjXrqHZ6ApnF2zcIGCCUsnmlyMWtUMqU7y4g16bE7PWz84kRIExm1UY3LB/b4UeA8TIbNyFs7D3LcY2HLkRomDK3SyjxDaP+D4B4EAFy5jF11ZlYcyta6ZpXWOU89rgfQFu68MSwx28BxgmGihknDEjDodeSW1HPM7qTBqRR8XL2zjFtyhrJs3hhcHp92vxV2F7/ZdFQz/8PRKIOFw9zsFD4pqOl0A1oV1Km+x/c6dQlOorH5ZrFgWob2tboBflJQq2UnxBh1tJyLZwwAABxGSURBVHj8DI43kVtiZ9m8MZrg6UrDD6c094oN+SHCzWoUlNU5GZ4cc0qvic76rgJcMTKZfeUNzBgxgGN2p8bnvHqsIvAF8Madl/Kjtw8wfmgc6z47TpROcP9VI/jnFydOqYd4MkBQ3nK4hia3whc8cKzhlCYywcwAtXiDbf9GOPgplG+CtLG8tLUohE7U0qrYy6nxJt7bd4wKuwuXxxcyz3sD4Qq4x4BnhBC/kFLW9uoIziOCJ96SWcNZ+dFRoJ0TdKYNMfQxydByXMltNTg1QbN6Z5lW7ifeHMVQm5lDVe1l7sxxA8AJ5hN5uCqe5lDmD4H2Ms9qBFbNagjuranBksjom37GfcMqQsyIs4lUhSzc3VrxHuodHlbeMlEr9LhiQz6FJxVn8Y6iOv7vOxOwOzwhPS6yU+O4YmT3naE6Ewh2hyfgG61jXGp8SPcqdZE5Pb4zu1dLIq2X3k9rB7qCKkjmZqfw2PovtL6poAiLjhHArjS1rjS74O+Xz8+mpFapTKIX4PBIHB7FR7V4ZhafFNQyNzvlFN9iR6FqMeoZOziWR989yJAEE0/fPIGNXyiWgdurmKjv3DudB9Z8BiiR0uXrvuDOyzP5sqqJE82tWI062vzQGgh+pSWYuHrcYPaW2UOayKj3o973yo+Oar0blk6aD6XbYYxC1j5UpRRfMEXptKo9sSY9La1tmtYYdkHHHiBcAXcUWAF8XwhNuxEoFX1P3yW3n0JtYqKWel40PQPFw3OWxfeiFR6Y3nECPl3JhPGPUF7nxA+kJ1k4fKKJRlcbrtbQGp5rxTwus27C4jjGNfGVTJs7muONB0IEruo37K76afBCe6gXdsSQhRsoe2PVeWmoU5rbqGWql8/P1jS4gbHRmlB+/tavawJpwcTUEJJvZ8KsM4GwNq9CE5L7Kxo0M1cNAqnZEGeK7np0ZibH8Pytk3hgzT7tu6pGN2ajPiyTqivNLvh7m9XI63dO4dsv7aA+qDdFcmw0+VVNbC+s1bqVBaOjUF0yazhznv6YqkY3w5OtxJsNfHhIEXBFNQ5W7yxjV3Edj8wdxWfldhwepYuZ2jYRwBEooKcGVnIyk3jomlEh5vBlWdWn3I8qoPLK7DijPsVSsAkyZsDlD/LI3NEcs+8ne3AsByubGBgbrW0W8eYovjtlmObi6E2EK+D+iFKn7S1CgwwXNESH/0+3SMLuAvTN3+J8/gosOJhu+JKVB09ohMyP8qs157EniKWZZjPzk5suZd0L4/kex9jtHExzSb1WiVUlYar+pZ5qQGeDkPPZ0qHlBHG4WKL/Gx/zAJnJMdrCW3r1KMrrnVr6V0fhE2xSqQK7swhjx3ucm53Cmt3llNY5mZiWwGVZSWe/EQWhux6d7VU96jBFCa4bP4iMxJiwrx1ue7x1+6uod3ixGgVSgl6vZ195A4tnZmHQi9M64tX39PgN2fzi7/k8ffMEVmzIV8jQVgOPzB2FQS/YcqQGp6eNeLNSfVjpZtZGhd2lRYmhvYxVUY1D26zU++jMBXDn9AytRPpbyZfwH1lX827TeK5zeLS2lqqZOm/8YKL0gtwSO2MGxXXq8+4NhCvgkoDlsqsGDhcoetqKLexO3EnDadVbsfgcDPA3aIEEo15gd3qJ1ispTQNjjJxs8TB5WAKvLJqi/K05AVyQnDyIeZ2Uxj7ttXsyzjARcr4bX4RVM8HTwjWWAq67aXzIsTarUQsMdNZMpKMg6SrC2HHcwfSRvlgM3Qkhlbeo5nLuL29k5S2TzvhaqiBSaROgvCd1o3V4AsvMq6R93TolLSzai/qels0bw+YfXQkopm95vdI2MbeknmcWTuSBNZ+106AMupBuZn6p+IVvmDiYlFgzhwLa48Nr94f0NO0MNquRyelKU5/h9Vsxlv2LgQW1/FX+mu/OmqhtUACtXh+XZQ0ABLkl9Tyw5jOev/Xr5y3I8DpwO4oWd9Ggp41nu9vlO+KkLwYbJ6mV7X061TSiVp9CYlW7L5mNUdisRlZtLeJF+5U0xxu57psPn/G1e3JsOAg5n9Wo1LXztDDC2AQdFl5w13m1Pyu0C9rO6CfhvIOO5ty5hHrt4poW3so7ptW6O1OogqhjNorSk7eeATFGdhXV4/T6qHd4ww6adPbeM5NjeOfe6SEafXZqnCbgXF4/g2Kj0ekE2YNj+bSoDpfXz9hB8VoATuW3heOXVjtwXTJuMsV/2suchk8Rx9ezNi+JlbdM1HpRqPw31Sd9tn7vrhCugLsUuF8I8T9ASJa0lHJmr46oHyN4MZ7ODExNSYbqYpyBMkPBjaEBjcxpsyimAygTc1dxHU8eiYViLxSHamLhvvze7hje8Xw+6UcPNLd6aAuYLioeW6/woLy+L3j+1knaffX2GM4lgqPtg+LNCNBMtjNBV8J6U3412wvrmD06WUtvs1kMmhDoyTiDNeeOz64jR+BEcyuLZ2bxzt4KrdqIOsZgjfz/t3fuUVJUdx7/fGeGkcfwUpAEBUWCoijiOmoWY3wtRA1Goh7cRI2PKJFENiZrXA0x6zGyOXFN1GN8xseadYNioiEJIiZqVBIlTmIgEhQVRMQIw0vAQXn99o9b1RRtz0x1T1VNd3M/5/Tp7ttV/b23Hr+69/7u/d0453EnrXPu5YVZtzG/1yncNOsVLjtxGCcM35P7n18axJfrx9D+PZi7ZE1uDdykiWvgfhK8PAHtNQN7TridzTOvYGHvSVzWfTD/tE8fJk97yY1Q77pjWbpw8Y9wbNHIvfuw/4CebNq8LRcUMu2QMsXSslX0BOo2r+e6B2Zy5Tmfzd2oIwb2znk6O9MopUHfHvV0D1Z2j85wKeV/Cu0bnuejhuyem4mwtmULNzyxiAcuOir2/0evzbB7I2pMowOEjxqyO6MG9eFXf13Omve30KtrHXd/qXEnw1vqeezT72N88txreeqxhcBqWrZs4428KVnhrIzhH+vZOX1wkmqBocDUxEOHdyJRj1B0TE/cDvp2m4F7DOX9M6axpWkZ5wXbDO3fwF/eWkfXuhrW4+Jn9epWn3MchF7dcO3KjtxEadJlxKnw0t10q9nK6W9P5fZnhvPtYMrQJccO3WltziRJ2nlSCkk3/6OEhuTOYMxYOAD3oIG92t85wtiDBvDC4tW5cWnfn/UKLZu35ab2RUcLnDd6X6Y3LeMf692t3bBbXfxpbjHpHhjU7l1q+d5pB3P1jJfZss2Y8/qqnOc2DKmUNO0aODPbJulrwDWp5KCT2LH6+SrmvL4qN8gwbgd9nKda9L/eWbcpN3E6HEDZpbaGOa+v4sEXl7F7j/rc02xEjLFinUnXMVNgwUOweQN7azVPLHg3t9p9mrW2pJ0npZBFrTQ6cDZ8+MYh6rwI5ysDOy19GP5/97x5xjPnv8P85es5Zli/xMuTP6/5gYs+ydr33aDw3y5wA4gLhT9Pgrjx4O4HLkklB51EGJp7RPB0tLz0JIzLhEa3+tLsBe/y4ItuEGm0/yMMKzR7wbt8f9YrdO1Sy1UnD+dfjyhPwxay1hpYWedqnRtqGnhzdUvqoach2XNTCfTpXtx6oeEDIIyKI8iFHg+j0UxoHJSLwxZGdOnbo57jh7vz2bt7/UfWSe0ohWIOhp///q5rsoZrtCZNMU6GyZKuAJYRGXRcqU6GaIdstEmV5BO6b496XluxIVdzq6sRW7cbRw3pS5faWi4fuz83P/kaT7/azPEH9HdTXAJvalt9KJ3N9KZljNu4Bmrg49ubOWlIOk3SfKqtT681CjUrix1QHHa3RGtO4bELb97omK/xowYy/+11CDKrJefGnwbrXXSmF7XDTgZJuwP3AGOBVcBVZvazAtv1AW4GTg6SbjOzazqi3RZp3zTfHXcQLZvnA25JuLlL1uTGPx0zrN9OHqpCY8XKoVmWz4TGQXzw50Gwfg29azYxcft0+vYY09nZqhrajBjTBnGH4ITGbHxkZbMwEsvIvftkVks+bdRA5r29jq+fOIy5S9akohnLwJnZ/Qlo3YqbtD8AGAXMlDTPzBbkbXcj0B23oM2ewJOSlprZfQnkIXOG9G/goa+MBlwfydwlazht1MCCT9aQaFoxndpZdsL//sBrmDD3LGrZzKEbn0tVa1cjPwhE0jd+aMzg77nBu2mNM2zrmpwRBO48dO8+iU+yDylmXdQLJD0l6dXg/YIi9u0BnAFcbWYbzWwO8Cvc4OF8TgWuN7MWM3sTV+u7MK5WR8lf/SpJwtpYuI5CnAupUP9Fe/+fRH9YW8dhetMyrnpmEy1d3JoDtaqqCS5lQzHnvhgmNH50LdS0tNq6Jgs1lZMmbsDLKcCXgB8CS4F9gCskDTSzqTH+Yn9gm5ktiqTNo/VVuZT3+eA4+UyCpJqEhZ5cUfd9GiQ5hKGt4xD+f928PWBNM1u69s0tKugpf9qbTpckbV2T4ayHNJvDcfvgLgKOM7OlYYKk2cCzQBwD1wC8l5f2HtCzwLaPA1dKOg/XnL0QKOhDljQRmAgweHAygYWTMhKFDERJEWeLIMn+xLaOQ6iz/o/r6AZs2rDWG7gKIzrmrhSHRrE6xf6WFHENXA+gOS9tNdAt5v4bgfzRir2AQqP7/g24BXgt0JgGfKHQn5rZXcBdAI2NjYnUdJM66GF8snChmfx+jnInznGoP2gcvHS3e/dUJKU6NJIgiz7juH1wjwP/J+kASd0kDceNjZsdc/9FQJ2kYZG0Q4F8BwNmtsbMzg5W7RoR5PFPMXVikWY/W0g4rSe6Dum6ls28sHg161rS082SrmOmwJhr3bunIgkfZNFxclmRZJ9xa8StwV2KW3RmHtAF2AI8DEyOs7OZvS/pEeBaSRfhvKinAaPzt5U0FFgXvMbimqCt9dWVRFZDL/JrbOFaqGmtIJQ1a62B6VvHMcEa6NvZmfF0iM4YY5hFiybuMJH1wJcknQ/0A1aZ2fa29/oIXwXuBVbimp6TzGyBpGOAWWYWdkodDtwE9MHV/M4uMJSkQ2TVVMy/aFzAwr+ntoJQ1pTjGD1P+ZO/VECaKG4MS0m9gQP46LqoT6WQr6JpbGy0pqamzs5GjnKYGJ42u0IZPclz428X5ZbrLCXMvKQ/m1ljnG3jDhM5HzdQdyPQEvnJgP2KzeCuwK5Qu9lVpk55kiV/qYA0ietkmAqcaWYDzGxI5OWNWytMaBzE108clvOixqEU50cWDpPWWNK8kQvu+xNL8mJ8eTxtETo0zkthkZl84hq4OuCJNDNSbRTyorZHKV6lLDxRrXH1jJd5+tVmrp7xcubansolrVkThYjrRf0B8B1J3yvBubDLUqwzoxTnR9Zj66L9btHovR5PORLLySBpGfAx3GT51dHfzCyZKQQdpNycDNVKOPI9HDPlnQyerEncyQCc04H87LJUo5cxP+qEdzJ4ypm44+CeSTsjlUxrhqwaPaneqHkqiVhOBkm7SZoqabGk94K0sZIuTTd7lUFrHf27WojtSqYzvdGe9IjbRL0R2As4G5gVpC0I0n+cQr4qitY6+n1tp3Koxtq2J76B+zzwiWBO6XYAM1suaa/0slY5eENW+VRSpBdPfOIauM3520rqT55H1eOpVPxDqjqJO9D3YeB+SUMAJH0c1zR9MK2MeTweT0eJa+C+DbwJ/A0X5eM14B3g2nSy5fF4PB0nloEzs81mdlkQ0mgA0NPMvmFmH6abPU854z2PnnIn9qpaIWbWbGYmaaSkh9PIlKcy6Mx5sB5PHNp0MkjqDlyFi8D7GnANLuDlD4ExuLDlVUU1zj5IC+959JQ77XlRbwUOw629cDJwCBCux3Cxma1KN3vZ48dDxcd7Hj3lTnsG7jPAKDNbKekW4C3gWDOr2qXMfa3E46ke2jNwDWa2EsDM3pa0sZqNG/haicdTTbRn4OokHU8kunD+93JZk8Hj8Xjyac/ArcSthBWyOu+7X5PB4/GULW0aODPbN6N8eDweT+IUPQ7O07n4wbUeT3wyM3CSdpf0qKT3JS2V9MVWtttN0h2SVkhaI+nXPmrJDvzgWo8nPnGjiSTBrbioJANwA4dnSppXYNX6rwP/DIwE3gN+AtwCnJ5hXssWP4zF44lPJjU4ST2AM4CrzWyjmc0BfgWcW2DzIcBsM1thZh/gIpaMyCKflUCWS655PJVOVk3U/YFtZrYokjaPwobrHuBoSQODqWLRKMI7IWmipCZJTc3NzYln2uPxVDZZGbgGXHMzyntAzwLbLsLNmFgOrAcOpJWwTGZ2l5k1mllj//79E8yux+OpBrIycBuBXnlpvYANBba9HegK7AH0AB6hlRqcx+PxtEWshZ87LOL64NYCI8zstSDtp8A7ZnZl3rYvA1PMbEbwvU+wb/+2JvdLagaWlpjFfkDWgQO8ZvVo7gplLCfNfcwsVpMtEwMHIOlB3MyHi3Be1MeA0fleVEn34Wp3FwItwLeAr5lZakNFJDXFXSnba3rNztbzmvHJcqDvV4FuuOlf04BJZrZA0jGSNka2uxz4ABd/rhk4Bbeql8fj8RRFZuPgzGwNML5A+nM4J0T4fTXOc+rxeDwdwk/VctzlNb1mBel5zZhk1gfn8Xg8WeNrcB6Pp2rxBs7j8VQt3sB5PJ6qZZcwcJJqI5/V1rYJ6XWLfM4qoIGi7xlp1kc+Z1XOhsjn1DUl7SepV/A5k2Mr6QhJB2ShFdE8TtIJGWseK2lKeHzToKoNnKTBkh4C7pA0GcBS9KpI2lvSb4Bpkm6W1M3MtqelF2juJWkqMBrSLV9Ec7CknwF3Sbou0E27nIMlPQrcJ+leSXUZaH4NeBkYC+kfW0mDJP0OeAjok6ZWRLOfpFnAL4BDJHXJQHOQpMeAp4HvUXjKZiJUrYGTdBjwe+AfwEJgsqRpQYSSNPT2AH4DLANuA44Gfibp0DT0As0v4C6Sq4CTJPUL0lOraUi6BGjCHdengLMk3Rv8lsr1JGkK8Bfcsb0Wt+j4rcFvadaqRuGmCR4paVgaApGa9/XAAmChme1nZnOjv6fI5cBqM9vDzG42sy1pikm6E1fORcC+uHv0pLT0sgx4mTVjgOfM7DIASTNwsyPmSrrTzDYlrHcY8L6ZTQr0XgCmA2dLWmFm7yasBy546H/jghlcArwAzEyrphHMCx4GXGpm04O0+cDvJV1mZutT0BSwHTjJzJqCtDlAL0lKo6ySas1sG+4m3AAcBSyU9JaZfZikViT//wI8a2aTgzwcGdHflqRm8P/CBbMYCfwgSDsz+LnJzN5MQXM/XNDbQ81siaQBuKAauTwlfT6rpgYXxI+LtuUFdJfUJTiZ7wCLgXOADofDlbRb8B5W6TcAB4bpwc1+DzAcOLajenmaYd/XPcDPzWwa8DbwOUn7JqFVQFPAh7hpdo8HaTW4ptRCIktJJqhZF1zwPzKzJkmHS3oV+BzuXI6P9gMmoFcLEBg3cJGl78PVzE/DBWNNhIhm1yDpXOAESZOCh+NPcPO1fxrtQ05IszY4rj2Ag4H1kqYB1+HmgD8iqVAw2o5oyswWm9nkwLh1MbMVuLBpx4ebJ6EZpeINnKTekmYCTwKPSzo7OKhLcE/+LwYnczCuObcvQX9VKdV/SX2DJtkdAJEq/QrgRWBSZPNf4GpXh3fkRiyguTm4YDaY2dpgsxuBQ4FjkuhHKaBpZrbJzJrMbH2gvx3YDWfcN7b1fyVqbg3ew1rTQODHZtYD+BHwn8AUSYXiCpaity1ID++LZbjr5h5cCK8vSLpO0shS9FrR/CAw5AtwfW+3AncDnwL+HTgBF8a/5OZqoXIGRm4FLvDsXcByMxtuZqcAPwfGJVxOi/wmYGvw9UlgH0m7pdGnWvEGDvgvYBOuv+Rx4CzgmqAJ9WfghuDpNA+Yiesf+ywU32ks6RDgUeAIYH9J0XUiVgJ/AD4taUjw/9uBGcAZZlbSMlhtaEYX41bQfHsGF5jgoFK02tOM1iQix2488Eqk1pOm5q/N7JagvKtxNY7zcQ+ypPRqIjfaKODVYB71FmAKcAiu9phYGdlxH14MnGhmdwMbzex54DvAV6A0J0c71yzAT3G1uG6RtJnAUKCkh3JbxxZyD8uwLNuABjP7UCn04VasgZNUI+cw2Ad4LHjKT8U9/U6XNMbMrgfG4dZ/GGVmvwT2xHVYl9IpXg/8L+6mehK4OKyZmVlLkPYB8B+Rfd4C3pLUu6SCtqJpZtsjT/Tw/SZcqKnRkr4laapKc6q0prkt1AyOfy1wOK7mgaSLJE1q5T87rBkh7DvegHMClDLMoK3jGt7YfwKukfS3QGMO8CauaVcKrWluDmpUW3Gd7rCjjNuBNxUZHpOQZvhAmgvMBo4LdzCzebhrqtS1Kdu9ZiP33mO4SsGAVLziZlYxL3b0Z/UPvvfEGaszI9s04Gp1zxXYfyTOA/iZIvX2DL7XA72Dz0cHJ+ebke2F8wgtBe7E1abm4/qQii1ju5pATYH9b8bdFKuA8WlpBmXti+ufOgvnUV0BjEuznEBt8H4grkvg+ymdyxrgAeAl4MtB2sm4G3dAymUM54gfgDNA34yjV0o5g/QhuAfxY7jm8PO4SNo9075mgU/gHhxj4paxmFemBqrkTEItrtP1veBGWgh8PvjtBuAvedt/EtffdlLwfQDwy2D/K0vUOzVvm4bgYngWF2E0+tvRuNrUH3EriZVaxnY1cYamBuiC64fbEveG6IBmaOTGsMOYfjeDcvbEjUmbgau5fTvNc4m78bsndL3GLWM3nNc2vF6vSlkzfGAcBHwj0E1bU+ww4nsCfwUOLvY4x8pjGn+aeCZdzetpXPjiOlwTcCnOy9UftzjNWZHtBwHPAWMjaWcDvTqgtxj4dN52B+OWNbwpktYl8rmug2WMq1kXvJ8et4wJaNbi+li+i+tDyUJTOKMzkfi1iySOa67WmlEZ9wMmxy1jwtfsR1oFaR7bfP2kX6n8aSIZc30e4YU1EVicd7E9iHPh9wcuxXXyfyKy/4vAcQnqTcN50/aL7FOPGz7wO1yz+A/EbP4mrHlyxprPAyd0gmasZkwFn8vYZazwchal2ZFX6gJFZ8gNJJ2N69v5Jc6J8Clc5+uoyHZhf9r44PujuCbhTbjq8B8J+gTS0Iukj8MNkVgOnJ9mGb1meel5zXQ1k3iVlRdV0pdxbfmXgCtwndhX46q/KwjmBAKY2Xzgb8AFQdJE3LgogN+a2WgzW5mC3rnBvrWSxuDGDN1mZnuZ2f+kVEav2Y7mrlDGXUkzMbKypDGfEtcBF0e+742z+gNx7fuHiDSNgFNx89q6R9Ji9ZMkoQfsBfTJsoxeszz0vGa6mkm9ym0u6h246UDhFI8W4A2cZ+lh3ODDyyS9YWZLcZ3cT5gbgwYUPRiyQ3pmtjzrMnrNstHzmulqJkNnWNUYT4zQhXwYrrpbH3w/GNf+fxk3dqaZiKe0UvS8pj+XXjObV6dnoJ0D+g3cZPJoWi3QCJxX6Xpe059Lr5nuq9yaqMBO4WqOZEfkikm4kd1Tzc27bKpUPa/pz6XXzIayNHDm5h/WAbsDe0p6FhcF5EIza650Pa/pz6XXzIjOrkK2UQ0+BDcN6B/A5dWm5zWrR89rlu+r0zPQxoGsB74JdK1GPa9ZPXpes3xffmV7j8dTtZTVTAaPx+NJEm/gPB5P1eINnMfjqVq8gfN4PFWLN3Aej6dq8QbO4/FULd7AeTyeqsUbOI/HU7V4A+fxeKqW/wezJyfPeOm+/AAAAABJRU5ErkJggg==\n", 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\n", "text/plain": [ "
" ] @@ -508,80 +512,80 @@ " 0\n", " 2008-11-13 00:00:00+09:30\n", " 2008-12-11 00:00:00+09:30\n", - " -0.001289\n", - " -0.003674\n", + " -0.001403\n", + " -0.004020\n", " 0.000000\n", - " 1.020397\n", - " 0.984317\n", + " 1.021948\n", + " 0.982670\n", " 28\n", " True\n", " \n", " \n", " 1\n", " 2008-12-12 00:00:00+09:30\n", + " 2009-01-01 00:00:00+09:30\n", + " -0.000641\n", + " -0.002886\n", + " 0.000000\n", + " 0.990297\n", + " 0.977467\n", + " 20\n", + " True\n", + " \n", + " \n", + " 2\n", + " 2009-01-02 00:00:00+09:30\n", " 2009-03-20 00:00:00+09:30\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", - " 0.980044\n", - " 0.994708\n", - " 98\n", + " 0.981110\n", + " 0.995768\n", + " 77\n", " False\n", " \n", " \n", - " 2\n", + " 3\n", " 2009-03-21 00:00:00+09:30\n", " 2009-03-24 00:00:00+09:30\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", - " 0.987630\n", - " 1.023365\n", + " 0.987695\n", + " 1.023433\n", " 3\n", " False\n", " \n", " \n", - " 3\n", + " 4\n", " 2009-03-25 00:00:00+09:30\n", " 2009-05-28 00:00:00+09:30\n", - " -0.000558\n", - " -0.000874\n", + " -0.000559\n", + " -0.000880\n", " -0.000244\n", - " 1.039202\n", - " 1.003482\n", + " 1.039308\n", + " 1.003510\n", " 64\n", " True\n", " \n", - " \n", - " 4\n", - " 2009-05-29 00:00:00+09:30\n", - " 2009-08-11 00:00:00+09:30\n", - " -0.000534\n", - " -0.000724\n", - " -0.000310\n", - " 1.036823\n", - " 0.997294\n", - " 74\n", - " True\n", - " \n", " \n", "\n", "" ], "text/plain": [ " start end slope slope_low \\\n", - "0 2008-11-13 00:00:00+09:30 2008-12-11 00:00:00+09:30 -0.001289 -0.003674 \n", - "1 2008-12-12 00:00:00+09:30 2009-03-20 00:00:00+09:30 0.000000 0.000000 \n", - "2 2009-03-21 00:00:00+09:30 2009-03-24 00:00:00+09:30 0.000000 0.000000 \n", - "3 2009-03-25 00:00:00+09:30 2009-05-28 00:00:00+09:30 -0.000558 -0.000874 \n", - "4 2009-05-29 00:00:00+09:30 2009-08-11 00:00:00+09:30 -0.000534 -0.000724 \n", + "0 2008-11-13 00:00:00+09:30 2008-12-11 00:00:00+09:30 -0.001403 -0.004020 \n", + "1 2008-12-12 00:00:00+09:30 2009-01-01 00:00:00+09:30 -0.000641 -0.002886 \n", + "2 2009-01-02 00:00:00+09:30 2009-03-20 00:00:00+09:30 0.000000 0.000000 \n", + "3 2009-03-21 00:00:00+09:30 2009-03-24 00:00:00+09:30 0.000000 0.000000 \n", + "4 2009-03-25 00:00:00+09:30 2009-05-28 00:00:00+09:30 -0.000559 -0.000880 \n", "\n", " slope_high inferred_start_loss inferred_end_loss length valid \n", - "0 0.000000 1.020397 0.984317 28 True \n", - "1 0.000000 0.980044 0.994708 98 False \n", - "2 0.000000 0.987630 1.023365 3 False \n", - "3 -0.000244 1.039202 1.003482 64 True \n", - "4 -0.000310 1.036823 0.997294 74 True " + "0 0.000000 1.021948 0.982670 28 True \n", + "1 0.000000 0.990297 0.977467 20 True \n", + "2 0.000000 0.981110 0.995768 77 False \n", + "3 0.000000 0.987695 1.023433 3 False \n", + "4 -0.000244 1.039308 1.003510 64 True " ] }, "execution_count": 14, @@ -602,7 +606,7 @@ "outputs": [ { "data": { - "image/png": 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\n", "text/plain": [ "
" ] @@ -640,9 +644,7 @@ { "cell_type": "code", "execution_count": 16, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "# Calculate the clear sky POA irradiance\n", @@ -674,9 +676,7 @@ { "cell_type": "code", "execution_count": 17, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "clearsky_pvwatts_kws = {\"poa_global\" : df.clearsky_poa,\n", @@ -703,9 +703,7 @@ { "cell_type": "code", "execution_count": 18, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "# Perform clearsky filter\n", @@ -731,9 +729,7 @@ { "cell_type": "code", "execution_count": 19, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "clearsky_daily = rdtools.aggregation_insol(clearsky_filtered.clearsky_normalized, clearsky_filtered.clearsky_insolation)" @@ -752,22 +748,22 @@ "execution_count": 20, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The P95 exceedance level with the clear sky analysis is -0.35%/yr\n" + ] + }, { "data": { - "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The P95 exceedance level with the clear sky analysis is -0.40%/yr\n" - ] } ], "source": [ @@ -794,7 +790,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -808,6 +804,13 @@ "# Compare to previous sensor restuls\n", "degradation_fig" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -827,9 +830,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.7.7" } }, "nbformat": 4, - "nbformat_minor": 1 + "nbformat_minor": 4 } diff --git a/docs/sphinx/source/changelog/v2.0.0.rst b/docs/sphinx/source/changelog/v2.0.0.rst index 0b17b926..b1a6ed17 100644 --- a/docs/sphinx/source/changelog/v2.0.0.rst +++ b/docs/sphinx/source/changelog/v2.0.0.rst @@ -4,6 +4,7 @@ v2.0.0 (MONTH DAY, YEAR) API Changes ----------- +* Remove `low_power_cutoff` parameter in `filtering.clipping_filter` (:issue:`84`). Enhancements ------------ diff --git a/rdtools/filtering.py b/rdtools/filtering.py index c2a8defb..900b6c95 100644 --- a/rdtools/filtering.py +++ b/rdtools/filtering.py @@ -45,11 +45,11 @@ def tcell_filter(tcell, low_tcell_cutoff=-50, high_tcell_cutoff=110): return (tcell > low_tcell_cutoff) & (tcell < high_tcell_cutoff) -def clip_filter(power, quant=0.98, low_power_cutoff=0.01): +def clip_filter(power, quant=0.98): ''' Filter data points likely to be affected by clipping with power greater than or equal to 99% of the `quant` - quantile and less than `low_power_cutoff` + quantile. Parameters ---------- @@ -57,17 +57,15 @@ def clip_filter(power, quant=0.98, low_power_cutoff=0.01): AC power in Watts quant : float, default 0.98 Value for upper threshold quantile - low_power_cutoff : float, default 0.01 - Value for low-power cutoff (in Watts) Returns ------- pd.Series Boolean Series of whether the given measurement is below 99% of the - quantile filter and above the low-power cutoff. + quantile filter. ''' v = power.quantile(quant) - return (power < v * 0.99) & (power > low_power_cutoff) + return (power < v * 0.99) def csi_filter(measured_poa, clearsky_poa, threshold=0.15): diff --git a/rdtools/test/filtering_test.py b/rdtools/test/filtering_test.py index 025c37dc..dc6a88a8 100644 --- a/rdtools/test/filtering_test.py +++ b/rdtools/test/filtering_test.py @@ -66,21 +66,12 @@ def setUp(self): # use of the Series.quantile() method. def test_clip_filter_upper(self): - filtered = clip_filter(self.power, quant=0.98, - low_power_cutoff=0) + filtered = clip_filter(self.power, quant=0.98) # Expect 99% of the 98th quantile to be filtered expected_result = self.power < (98 * 0.99) self.assertTrue((expected_result == filtered).all()) - def test_clip_filter_low_cutoff(self): - filtered = clip_filter(self.power, quant=0.98, - low_power_cutoff=2) - - # Expect power <=2 to be filtered - expected_result = (self.power > 2) - self.assertTrue((expected_result.iloc[0:5] == filtered.iloc[0:5]).all()) - if __name__ == '__main__': unittest.main() From 53682bf9a430d0f0a109b16c1f7b7f8833494ff0 Mon Sep 17 00:00:00 2001 From: Kevin Anderson <57452607+kanderso-nrel@users.noreply.github.com> Date: Mon, 20 Apr 2020 12:29:04 -0600 Subject: [PATCH 106/146] Workaround for reindexing bug in Pandas 1.0.0 (#142) * tentative workaround for pandas 1.0.0 reindexing bug * Bump requirements to Pandas <= 1.0.0 for Travis upgrade-strategy=eager pytests * update pandas req to exclude 1.0.0, 1.0.1 * Revert "tentative workaround for pandas 1.0.0 reindexing bug" This reverts commit 9b69a9d7a7aed76a1a8f0012f5720109466b5c28. * setup.py version lists are combined with AND, so <1.0.0, >=1.0.2 wasn't valid Co-authored-by: cdeline --- setup.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/setup.py b/setup.py index e52c873c..37fe43d9 100755 --- a/setup.py +++ b/setup.py @@ -36,7 +36,7 @@ INSTALL_REQUIRES = [ 'matplotlib >= 2.2.2', 'numpy >= 1.12', - 'pandas >= 0.23.0, <1.0.0', + 'pandas >= 0.23.0,!=1.0.0,!=1.0.1', # exclude 1.0.0 & 1.0.1 for GH142 'statsmodels >= 0.8.0', 'scipy >= 0.19.1', 'h5py >= 2.7.1', From e524656e1a42aaed0a73180d6c89d68910aac4fa Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Wed, 22 Apr 2020 08:43:42 -0600 Subject: [PATCH 107/146] Remove conflicting reqs (#164) * Remove conflicting reqs Some packages were specified in both notebook_requirements.txt and requirements.txt. In some cases versions conflicted. * Update requirements.txt with indirect requirements * Run notebook * Add a note to first install requirements.txt * Notebook updates -Add directions to install both requirement files -Incorporate bugfix from #166 * Changelog update * Apply suggestions to changelog Co-Authored-By: Kevin Anderson <57452607+kanderso-nrel@users.noreply.github.com> Co-authored-by: Kevin Anderson <57452607+kanderso-nrel@users.noreply.github.com> --- docs/degradation_and_soiling_example.ipynb | 93 ++++++++++------------ docs/notebook_requirements.txt | 12 +-- docs/sphinx/source/changelog/v2.0.0.rst | 8 +- requirements.txt | 13 +-- 4 files changed, 62 insertions(+), 64 deletions(-) diff --git a/docs/degradation_and_soiling_example.ipynb b/docs/degradation_and_soiling_example.ipynb index afaffa39..c820271f 100644 --- a/docs/degradation_and_soiling_example.ipynb +++ b/docs/degradation_and_soiling_example.ipynb @@ -7,7 +7,7 @@ "# Degradation and soiling example with clearsky workflow\n", "\n", "\n", - "This juypter notebook is intended to the RdTools analysis workflow. In addition, the notebook demonstrates the effects of changes in the workflow. For a consistent experience, we recommend installing the packages and versions documented in `docs/notebook_requirements.txt`. This can be achieved in your environment by running `pip install -r docs/notebook_requirements.txt` from the base directory. (RdTools must also be separately installed.)\n", + "This juypter notebook is intended to the RdTools analysis workflow. In addition, the notebook demonstrates the effects of changes in the workflow. For a consistent experience, we recommend installing the specific versions of packages used to develop this notebook. This can be achieved in your environment by running `pip install -r requirements.txt` followed by `pip install -r docs/notebook_requirements.txt` from the base directory. (RdTools must also be separately installed.)\n", "\n", "The calculations consist of several steps illustrated here:\n", "
    \n", @@ -59,6 +59,16 @@ " })" ] }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# Set the random seed for numpy to ensure consistent results\n", + "np.random.seed(0)" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -77,20 +87,12 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "c:\\users\\kanderso\\software\\anaconda3\\envs\\rdtools-dev\\lib\\site-packages\\pvlib\\irradiance.py:298: RuntimeWarning: invalid value encountered in maximum\n", - " beam = np.maximum(beam, 0)\n" - ] - }, { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -182,12 +184,12 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -233,12 +235,12 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -278,12 +280,12 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -313,12 +315,12 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -352,7 +354,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -380,7 +382,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -394,7 +396,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -411,7 +413,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -429,12 +431,12 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -450,12 +452,12 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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JP393MolmIz95bQebS5soyk3u020jHPcPUBbIik1lvRIml8dHjEEfsrDVRdSdW4eakx4gxqDD6fHz87/vYsPPL+tzTnqDSkh64nDUA6Kq2UFZgx2AqXmpJ7Swu3uW4SYJWL7hIFPzUgBF7DYZ9APCRXUlqMGcinrgqdxOb33s6Z7Bzw8YsLC1/oylJ6iicPCh0HWtD6bbULgE7efAWiHEv4AYIcQKlNCnOYPSq9MEv123D5+E0gY7wxNN1NhcAHzngkxWba3A7vZjd7vYuL+B3YcPsrm0CYD6VhfLNhzsdaH19lCDOag1O2tZFli8C6ePCuFylm84qG0KgCOtTn73rUlA5+Jxun3ditcOt4/tlVY2lzYSY9Bxz1VjuuUc+lNhSCUkPW1WRawtYf4lOfx5YykgeHjO+BPiLrrrX7hJAhxuHzaHG49PUpCZyO0DxOms3FLBsg0Hcbp9LA5Klb16W7XmX7h0dj4Xjazvk3h29TsM7rt6kA2m2Nlf8TBc6WewEG7l9E+FEJNQjAJ/BaqBC6WUhwezc6cSVrubYfHRWB2KKObx+gFweny8tKUCp8ePxagjJ9nMmzsOU211UpSbRHWzk4omBwkxURTlJh9X28En8Lwp2SyZNY6i3GTmv/gZDreP4vJmPj3UhNPjJzMphhqrEz+wbs8RjaB1p2tToeakD+YYVm2toLjcygf7jmr3V0UMtS8Ses1lH8xVdrdZc9NieXH+hazYVEZxuaKKfe3zan517TnHNU9d50o9QMLZQDaHm7W7azVO8YpxQwB65Ib7g57SMqmESACJ5vA2eXc6uJNZU6C/4uGpdtoOt9DwNGCHlPKxLp9fIqX8ZFB6NohQT72i3GSWbzjI0tn55KbFHsPWl9R1ujIcbVd0LntqWmhoU7KBu71+9gauGZVmoSAzSduoLU4vf1i/n1fuvKjbtnvbNHMLM3nl00qqrU721bXx4JwJzH/xMzbub6AoN4lki4Fmu4cks4Fqq1P73awJw465f18LbOKIRMakx/Hul0cA8Pj8jEqzaMrfuYWZGpFzeXy9zmtwWz3poFSjSWZSDNVWJ+u+PIK5i7gc7jyBogPLSTEzfUzPURUz89N5e2dtCBd3/5q9lDXYyUgwkRpr5JVPK6m1OVm5tTLQ/+PflLdfnKOJ+V2xvbKZzaVNfR4OKnrSR54s9IdAnQ71QsMVOT8E9gkhrpNSlgV9vg6IH/BeDTLUU29UmiVwQpfw4vwLQ9jrmfnpfHywgTanh101rdpvfT6/Rkg8CtNGdJSOF24rZM3OWgDiovW0dfgYlXbspg6HhU+yGLli3BBWbq0kJ8XMn947QFaymal5qdw7cwx/+6yKdXuOoKr2Jg6P54px6cy7OOcY3VlvyueVWyoCeqRUqq1OclLM+Hx+yhrsZCbFMDM/nSSLkbFD4ygub+bziuYTzpumclSTsxKwOd1UW53diufhzJPV7mbxGzupaHIwosEekpk2WEwLFoHVdsZnxLO5tBG720ttjaJKeGvnYabmpYZl5eyN4HaXn64oN1nrK8D2SmtYcxkOQRno1EZd7xfu/bty8/0NyRsIhEvQ7MCfgE+EELfJzmpPopffnLZQT72i3GT+sH4/Y9LjKG9oD3G3WL2tWlPwByNKr2N7lS3ks8QYA2t21jKnIAMJfHqoieLyZhLNxz7I/rLwpUfbeWObItlfPjaND/c3sHqbKukrHFN8jFEjZkW5yVw+Ng2Xx8fyLptZFUHVU9TqULjOVqebotxkXB4fuw63AFBtdfL2zlp+dtUY9te1AbCjyhZ27GtPmyDY/K8iNlrHf/bW0Wx3850LMllfUh/iJNwTVm+r1giEw+1l2XsHQoi6KqbNzE9ndHo1JbWtFOUms2JTGZfkpbBqawUtTi8ZCSacHh9Wh4fNpY3auHuD2sZrn1Vx9fih3NWD31/w4an2NSfFzObSRm0uwyUYPV030G4QXe8X7v2DRWpnYP111SMONsIlaFJK+bwQ4ivgDSHE41LKPw5mxwYTNoebTw8pxMqg17Hio0PsrW1lc2kji2eMBsDh9rFw2kh2VivEK1oP44YlMGF4wjEErb6tg2UbDvLBvnoqmx20OL1MzUvVMsIGI1wWXtXtHG3r4PqCYfx7j2I9GpMeR1GuItoOiTUSbdCzYFqupgtTuc6JIxK1zRyszwo+RVVivTuIAwXllJJ0ZrJVtUFFuclhE+Le/JEWzRit6QAB2jv87KiysaPKxoH6trCtf+oGUg+QHVW2EH1h8MaPMejZXNqIx+fX3DScHj/JFgOv3lkUsFJ/webSxrBO6Zn56TyzqZSKJgcrPjpEcg/PVeX0hyfGkBBjwOvzE6XXcfX4oSHPJBxuVH3GXa/rekgGEz71/v3hlLreL9xDOFi396f3DgC9Z4gdjKSZ/fIjk1JuFkJcBLwlhCjgDOXQuroPXD42jTHpcWwubcTh8R1DHBLNUYxKjWV7lY3Lxg5hclYiO4KImsUosLtlCGEozE7q10Pq+nDvnTmGvbUtVFudNLZ34AoYJXZW21gy6xyWbzhIVrKZlVsrWbpmLxVNDpItBm08KjENXth/eu8ALo+PScPj2VXTyp4aG5OGx+Px+Smpa0cnwC+VRZhkNjCnIIOVWxRjQVFuMlNGpvTa/2c2lVFS28rDc8Z3uwnUjTs1LxWnx0+cSY/L7dNE92RzFFtKG7m+IKPXzaNaepfOzudnV43hT+8d0IiUKiarnM9v3v2KktpWhieZtN8CFGQmkJtqYdGM0Zp+bcG0XI60OBmWaOKy329k+pg0Fl85ptvnuL6kHptDqcCoEvquOiRQ1ppq/Z6al6r53rU4PdwV6GM4jtgvbalg4/6Gbt1cuh6SXTO39Jd763q/ng7h7giS1e7mT+8f4P2Ses7PSuT6goyTxllC+ATtkPpGSlkthJgKvAiYB6QXJxlLZ+fjcO/G45MsnDaSuwKTmWwx4nT72Li/gSSzQhySzAasDg/bq2wa17W9UlH8J8RE0eL0YneHnkNpsUZFhDnO9EELp4+iuLxZs7A6PX6i9YIOn6S4vJlH1+3TNjCgEbNmu0dzCQjWIX2wr5761g5N5MlMigHA7vazq6ZV+98fNAyrw8NLWyrYV6cQ6Vpb97qu4P4/95GyTB5aq+gkVaKiWg5Vp8shcdHKjyQaMYszRdEcIBD/t6uW2wOiY9fNsnpbNR8fbAwQhhIen1sAdBKL9SWd/k/BfVLnSjXufLCvgVV3XBji+qIaKh74v704PX4qtlaSkRjT7XjnFmbSZHezq9pGQWai1p7K/To9Pj6vULjG2Gg97R0+HG4vk7MSaWjr0FJX1dicrNpayW1TsntdKyrnEM5BqXKuTrePy8amnXDMZ08cX9c125WLrG1x8cs3v2TKyBRNlxmcQWYwHGzDddso6PK/C7gl8AoLQogfo6QhOhd4TUp5ey/X/gz4BQrB/AdwtxzAQsOJZiON7W7KGuw0293EGPTMKcgAYE5BBtsC/lkAuakWYts6qLY6GZ8Rz+pt1dw7cwwenw+PT5KVHMNn5VbiovWUNzlw+yQN7e5exZDuEOxhrZ7aC6eN5N0vj1BtdeLzBRNNqZVOK8pN0ojV5WPTNFcLhRNKCeEKTFGCmy/IwuXxaXq5YQkmzs9ODLGWqnjrixpaXQqRqbY6u83PpkLd4F3DqIIXvSNwWEzOUghAW0en1bTN5cViENg9Er+EW57/VBNJ1Tl8KWDEmJyVyNS8VJbOztcMG9cXDCPZYuCcYXHH9GlXtU0xePilNs5Wl5ef/30XZQ12TFECl1eSFhdNtdXJ1ePT2Vnd0q3lNBgH69soLm+muLyZ5ID/28cHG9hc2qQEuQcOpPYOxaqrcvVFucl8a/II5hZmcsPTipPARwcaemwHFI6vq/tNb9h92MbG/Q3sCvw9keiHYL+6mEANCuhcs6peUmUGjHpwBx5tcXkzkzITyUkxs3F/Ayu3VLA44DKkcrMDiR6D04UQ3w96f0dPr360VQs8guLH1iOEEFcDvwRmANnASJRkkgOGlVsqKGuwkxATRUWTg2UbDvLQ2hIeXbeP9SX1nJ+dBCin+o4qGxmJJqbmpeLyKE6qG/c3YNDr2VGlLJbaFhdH2924g4hOfz3gg4ON1ZM+2WLkyVvOQ68Dtbx8lE7w2xsn8vjcAhbNGA0IKpocTM5KxOOT2BxuZuanBxTPTYzPiGfBtJEkmQ24vJLXP6sM2TxHWlxUNR9LzEDZ9Cr3NjkrkUkjEo+5RuXAbA43KYH+5gasu+UN7Xx8sIF5U7JxBpxYAQ43O0LuMTRe4diGJ5kxKuGVOD1+clLMmii3YlOZ5jayo8qGQS9INCucMCgcV7Pdw9I1e4/p05SRKbyxTfEVVNuKjdZTmJ1ETooZl1cyKs3CH2+axJJZ41g0Ywy3XJjVo7gJnU6yU/NSNHExyWLkyVsmk5kUg9XhwRDYXednJZKmcqUomzzGqCfJYmTZzQWMSrOw7OaCbttR0VvCge5yuwU78C6aMVqLXDkeqKva4fGFiMfqml38hpJd2eHxMSrNgtsHGQkmMhJMnJ+VSIfHFxI6qPZx+YaD/c4b2Bd649BuAV4OvP9+D9dI+iBQ2oVSvgkghCgEeks7NA/4i5Ryb+D6h4FXUYjcgCDaY2OB/h12yQksMPyd583/xfxLLsDj81NrUzZ3/tBY4mxfssr8DD8qX8CX5AFwLqXctn0Jibm/ZjMm0ixGWpxecs0ufm75kLLh13OwPbp/HvCOZr7vX0P0ldOZU5hJa3MdQ4as4yLrZ7y9Q8+uqKe4x30X6ylifEY81VYlO0ZWspni8mayOcK9jX9gieN7vLHyQ37a/kfGuO6igiJMBr2mT3t5q+IQfKS1gziTnjaXTxOBghEbrSPeZOSq/HSGeWsZvfMx/un9Ecs22HB4fCGOsCoHpnImDrdPUwxvXPW/vNTyDE/U3cGy9hn8b+p7lBlf5NH2ubzA9YDCrXh8fupaOzhw1K7d91xKedH3F5KsL7KiLJFH1+1jwbSRTM1LweOTmp/cpMZ/sd/4G5bKO3mD6Uwfk3ZMxEJmUgxDYo0cbXeTbDFS19pBe4eP/2z7ip+lFLM7+1LuyfqS93bFMXfKuSG/7y7JZrDeK9jfSuU6fAHZ3eNXDrYnbzmPZe8fYEeVjfFDY0mKNWkiYEFWUp8hZ60HP0X+Yz7GpAxeSvsFX9W1ck/bY6R01NI+ewWvNytRI+rcBzs4v72zVosI2XXYxtLZ+cf45HVFV52X6lenqjAuH5uGzeGmye4mJ8WsESuzQc8LtxXy0NoSxsZ78O94ma0t5/Ctpr9zjcHLS8mLNUNTsEW0t/C+/qJHgialvDbo/eUn1Er/MB5YE/T/LiBdCJEipWwKvlAIsQBYAJCVlRV2A/M8r2M2vEa930K63k6K4zGWfzKGzaVNmgIX4GPjH8mkmZeNj/LL4S9z3YWZnHv4VlJcR5n31Z2kXvgkjx1UOJjZ1lXcaniPz5pbeLHqRl77vJqUgBjS56L5bAXmTb/l9pGXg/gr+z98gRtaX4ad8AM/GHXwrGk5a43X8tPDt2oZPhLNyuNbblpBgf8AjxnamNBaiVnn5lnTcnanzIaxT3HD059Q0eTg2gnprNtTjwRyU2PZfbgFg15HtdVJdJSgwyvJSDAxNMHEjiob++ramN/2G3L0O0m1LeddfsU7O2u4O4hTUDdPs93N5tIm1uys4fqCDBLNRua1PY1eB4u9f+EHce8Q196ATge/Mq7mV7rVrB22mL2Z32HFR5qKljiTnhvPG8G9u35EnMuK6y/f4Jo7PoNZ47Q2inKTNS4hYdNv0el8POpfwfdN/yZu8loqnSaSLQaumTCUXYdtIeK0zdEZhD9P/x/m2d/kgPtThteX4PTs5p7qxcy/JIf4GD0b9zfwzac2s+qOCzWuEzq5iyWzxgFKdEFRbrImwkKnpbjN5cHmcGu6yNYOH3vrGnnt82oO1rdpmVy6i8dV4XtzIUkdtVBXy7zaW9glR5Oj3w+A5Z3vMm7k/cA5mvimcnMrNpVpOj3VWRpKNB1XT869XXVj6v12VllZ9alinPD49mh7xRQluOKcIWw91ITT4+PxuQXsWf0wlxpeoyYmk+HeatDDsEue1nYAACAASURBVJb7uWzDMmIC/pG7AwR2fUn9gBkHeqvLGW42W/8J9eBYxKKk+Fahvo8DQgialPI54DmAwsLCsAuAm8sUN7o0lMU3UV9JlrWYaydM4YN9Dbi8fkalmolrVRwuE3VOfh/zItPX3M6zvgSy9EfR4ee6kv8m87YSbn/pM6707gDgnKPrSOQq1u+t006u3tLKACxUPzy0EYpXMG7WD2l54e8kuGrpIBojHeiA2e53cZt9xMxZxu//s5+KJgdROkGavxF0MEI0sc53Id/WbUYHTGxay9pX/FS03grArsMtGsvv8/lZPGM0To8SStXhVb7R64Sm6ykub+aIwUWOHsb4D3AupXzZmhfiixZsUXz/q3rKGuzcv2YPAM/6o4nVKX1P8BzFD/gBXWBlzT6yjMnNa3mD/6ZNxOGTcO2EYTw4ZwL+nYrvm0k6cby5mIWL3tRcAYrLmyk50sLHBxu4JeO/ubHqN+h0MIFKXH85j1/xMM2ubH7373002z3oAu0OiTXil8cukyEd5aCDGZZyfre/ga1lTZpVudrq1IwcKoKV2epzVGN9Uy0G7G6fpv/bdbiF2/76mUZUq61ORqVZ2FVto7i8OSRQH7oPNNffuAL/q1ejA8w6L5P8+5V5DLyuPvQwv027g3FjL9Y4HVB0lvOmZLOvro1xQ+O4bmIGl41No/RoO9VWZ4+RHz0p69VkojkpZi1BgwBcXsmGkqOa0SrGoGf+ld+l8q0dJF+xCP8/bkIHZHGUp/O/4oB7NPev2XuMYWcgjAO9ES0v4OnlpX4/0GgnNPpAfd82YC2YFR2Zy6AokHXAz2yP8O+99bi8fhLNUbh9kh+6f4o/QK7Nh/6F397MffJuNArudVBgaeatuy/BHq2IEHHYWWT6l6ak7+khhWQcLVoII4qULxzNyJhkDideAMCRIVNxY9D6eaP3PwzdeC9Xjx+qdMEvadUp3INVmnnE930Ok6RdP9v9Lv/Ny8RG60J0KHuPtLHrsI3vXJCpWQBB2XCTsxKZODyeaL3gl547cWIgBjdPRz/BsARTiLOx1e7mT+8d4NlNZZpOalRaLJtLm1jg/hltfqFZT3UAfrQ51QEjOkrZYVzIfPk2AOv21LGzysr/6hZq142xbuDZdz/j+oIMre02l4/tVTbuq5zI391TtGdiwsvL/iVcG/UZP748D1OUTvuuye6mrlURr/OHxrIx4Xo2+SaQqFOITaxB0eepxCw2WqfE0F6Sw60vfMqj736lzWGT3c1PXvuCEUkx5KSYsdmV+zbaPTg9fvRBz7ra6kQfYJ+idIqPodPtJSfFzD1XjWFqXgo3F45gal6qpmAPfla+jMlsTbq+cy3q/NrhoM7j3Ja/cviNn2tJJFUusqyhneLyZlZurWRbpZUP9zdoxNVk0HebbLE7fZ3V7sbjU1q8evxQvnNBJgkxUdoBqQvKSFPR1M67/3iB7ObN6Bv2oEvK1fp5zaGH2bBhHfkZ8ZqObyBrMfSmQ8s94bsfH/YCk4DVgf8nAfVdxc0TglCG3WYaRrS9DT0QjQu/VESF4Ylm9ta2Us1E3ERhwose+FPi68y3/RdHdQkM1SmMo+Pl73J/7BNUt/2ANcb7SNQ5meTbQ06KmTHpcT3mqwpNszIK9ArRqjmwjXfETq6p3QI6yDU5+WX6Cv7fkR+RrHOi08F51n/hLYtmBd8GID3KDV4YJepJ0dnZNO1NvvHRN0jEgQ6427SO1a4rqWSY1r4lWq+1/+LtFzD/pc81jtKg12lcWiXDsGMhBhtR0s2RFhc/ee0L/u/HU7VkfcGpbADS69q4uXAE/9gO57pf5T7+wh3GDeh0CnfmQKD3Swy6AJcREEPny/V813U/Nz/no8N7Cb80PoMOhTgM++RXrLes0MKwLEYdQgjaO3w8k/IL8ozPc17Tv7Q2nmIZj27y4PJeovUr2FCcHGviyVtmsenpd8CucJR1rS7adYr5RQd8a3Imi68cwz2rd2rqiOTAc1TdQbaUNtKdiCJUtjCobQEEaKXms7hqayXF5c2aywigWaVDrLtH5nIfbdo8RgEtGIjze7QxX2v/J88ntpGX/6IWpVJrc2qi4ebSRhxuLwunjdTE2558wbqmpgK0fu6stuHy+GhxerXrVY4UYMNXR/mi4xyGGAqobJ3IHbf+E56crM3rKtPvYPrdgOoCYhwwx9oeOTQpZWU4r3AbEkJECSFMgB7QCyFMQojuCOoq4AdCiHwhRCJwH/BSP8cVFjxtjThQHC49KLowCeytbSUhJoqbC0ewNu9hbV1e5PoQgPtMv9I+i7btY09peWDjK/fIjGolPd7Eio8O9WjFmVvYmbLZanezt0NxWv2wMZ78+nfI0Sl6js3WBP5ZaWJp1iu0RysZIXTABU1vck2ugYXTRmI+dzYAMToPv9E/w/PbW5jjehi7v5OzW2pQ7DvqQWrv8GmW2Ny0WN764SUsmjGaxTNGa35VXU3q6v/VVifPbCrT0g0tmjGahJjOR6m6MqgE5BF+wMP6H+EGXP4oFrt+yg+y1nN09Pc6uQwdDNfb2Bj9cxZ4Xwfgf9x3at/PNnyOtDext0Y5SEalxZIQo4yvKDeZj/If4AXdtzu5Px0s8fyZO3n7mLnPTIrRjDb6oEEO07cxRK+If35g5dZKXtpSQWaymcykGOZNyWZuoZJheMG0kSTERHX2P+g+Q+KiMUUpW8sQtMO604k43Z1uMcq4LCE52ax2t+b3+Ag/4Bn3LG2MsX4Pd7kX4QvieGc41uP68yUcrjmMw+1jX12oYLOjykayxcjiqxQLbk+1CVR3GHUNqxbMaquT4vJmPth39JhxB4/zav02Zuh3MqJ+A6SMou3qJ7S5SsBO1Nblg5J+vT9FUr4phPijEGKlEGKV+upHW/cBThRr5a2B9/cJIbKEEO1CiCwAKeW/gceAjUAVUAn8uh/t9A2jImKN0DXzgedcGvzx3OVexJBYIxkJCoFrcXqpsbn49m0/RBeYpmgkF7ObtpRJoFM2kx54eejrFOUmow+Isr6YBIrLm0OU110RzGav3lZNS42i5D3H2EDTmJuoQVlg0a3lTM1L5eFbpvHLtGew+hWiqQOyqt4k2WLEdNX/A4MidmaJBqaPSSMlaxzXun/LJ75xbPWdw0MexVCdajFqIube2hYqm+xaf3521RjmXZyDyaAnyWzQNqDLr4w/AQfZKFk5SmpbeXTdPl7cUsGbOw4zNC6aeJNC1KbmpTJ9TBqgBM7npJh50XkJY1x/Y4J3FespojA7iaHfexrdTStxEySGCviZcQ27jXdQygh8gbZVLk0lAEfb3Vp+ui8O21i+4SD/HnIHv3HPDRFpf2VazXWxnV7zoKQKUpX8l45O1T4fRgM3dfwTUNw6rhyXxopNZazaqmQ+STIrnMSXNTZe/7wSo75z+/glmsuJTkC7248pSuDxK+KtKUrZ+ZOzEomN7hRIj9hCXWaiDZ3fqY6qm0sbtbn9Pd/n9/JmfH541D2X9RRxvfshmvzR+P0KIT+HCvL+dgEfbFincVUTh8czOSuRhdNGhqzHnmoTqM9+4vB4MpNi2F7RTFmDnaFx0STERGmuTf4uVDreFEV7h4/3/YVs8BXwH18hAH9zT+VjT772XCybH2F2Su2AF7wOt0jKr4EVgetvQlHOXw3YevtdMKSUD0gpRZfXA1LKKillrJSyKujax6WU6VLKeCnl/IF0qgXgm09AtKKayzG0coH7WbYwEYfHF+Iv5PH5KW9o52DqFYAy+BXGP1Fc3szaUQ9r1+XbNrK/vBKzTzkNYzzK33FD44gxBmtTusfcwkyccYqE/5U7jcf+vY9an9K/KHwUpimrJiNjOL9Of4p95sm8or8e3eTvK4vBnKwR6VijDpNBT0Obm0qG8T3PUu4US2kyDgeUKIZkixFTlA6rw8MdKz8/pljM8g0HuW5ShrYJ1wcWZYzOy+PRz5IeF83wRBOLZ4xm476jVFud7D9qJzY6isykGFJjDeyra2PhtJFMGZVKRZOD/KGxROkEXj8kWwyaIzPjr+eOEetDOA+dDuJ1Ll4wPc4fTXdrn8/Wf068UznN44OIQmWjQpTPHZ7A2ribud99WwhRezzqKabmpZAeeLZ7ajptTokxiqjjCAS9TItWksm0d/j48ECjpk8DeHtnDeUN7Sx+YyetTh8N7W5tjqDTmVTV040dqjzDQ40OXF5JojmKc4cnoBOdv2mwd6qhTVFCOyhUPZgagnfFOOWA0Al4xjOHSeINzfXlS/I43/2ioksMdDcGL2tMS7netI1qq5PdNa2YA2tx5ZYK7ZnPLcw8xk9N/bt4xmiiAlbw7VU2RqVZqGvroMXp5UiLi9umZBNnCl3fOSlmclLMXKf7hBn6nczRf6K5aZRcshxfgOToAP2bdw54No5wObQ7gKuklD8D3IG/1wE5A9aTk4mUUXgSFX1BqkXHxOHKwmvv6Mw2kZOi+Hg9tLaEmw7fpLHLFjo4l1L2Jl0GOuVB6IEH9S9Qg3Lam70tnEspmw409MhSBytjkyxGxukUz/0JhiP8ddJ+LtAreqkL9Qc5r34196zeyXMfHWKvK5Vrmu/lPvtc3qtQNsOKTWV4AgKhwe/ijY92UW11YjEqj9fulowfrnjX761rZ0eVDZfXT4xBR7PdE1LJRxWF51+cw5jAhnzC9y3sgQ2fIRuob+vozAASSIxo0CmhLkqWjiMUlzfz/lf1mjNtaYMdr19qbQZzBA/PGc/WvMU8mPgIbf5O1VOScPDX9ktwB1S9eh080vEY86ZkUx/kOzcsMYaMBBPvf1VPXVsHr3INt7p/idUfQ4s/hj/F/Q8Pz5mAMSAGSuQxivAWv9KGUedn3pRsinKTuWxMKoGfkGQ2aNWxlt1cgCVaYNQrEQaqeBnd5exSi7Coc33ZGCUllBp9AZBmMWjvc1IsbC5t1GJSzxkWR3SUoKzBzqeHmoFOjqi9w0dGgolRqWZNFfALfsKr7mkhxoLH/Y/z09gNFOUms7m0KUQNourJtldaQ1Qj6qEWY9RjCHChcSbFEXlIbMDnzuFmzc4a2lw+ogNyu1EvMOh1mi4WlDRJq7dVk2Qx0mFI5G7XT/AFelzliRtQcVMdczhIlFLuCbx3CyEMUsrPgOkD2puTBKvdTVWjopRtbHVQGfBcjw4SC9LjTSycNpKls/O5e9YFOKIUHZdOB88aH1cW67ee1+45S/85d7X9ADdGDLKD581Ph1g6u/PmVomd1e5GBh5ycqyRTear2Triv9jhGwlAnL8tJFh+clYCOSlm/njTJO0+5R6FmJr8DhZF/QMgJH1RcXkz52cnsWDaSIpyk5Wwqp9eqoVQqQtLFYXXl9SzO0DcbcTRisLdBEsYb++s4cpzhpCTYiZIJ8yQWCOx0TrKGuxa4kg1iuKbkzKOETNy02J55c6LWLxwIdcnrOEu1yLa/dH82Hk3bj/81P0jjfPI9Vey/YtttDi9GrGpaHRQ2+KixuYi2RyFALbpJ3Ke+y9M9vyFp6uzeGhtCdVWJ8kWA+cOVxx1X9pSwY5qRT8lAmTA0dGB0+OjvtXF+/sa8AacY1+8/QLNKpeZZCY6Kkobk0qwOnxovoE5KWaWzBrHgmkjyUyKURyaWxQRWSWAAJkpFu29PcDiVTQ5eO3zaha+vF1zp1G5vmDUtrgoa3SEPJMnYn/KM65Qbnex9y9c3vIWoFhx1cgNVU+2ubQxJLJF1asV5SYzdmic5oT9xrbDWizsgfp2zSgwdmic9oyVmOcUEi/8Ho6sGQyd+n2KcpO59YVP+ehgA+spYuV5/8A98krKLn5swNOHhxucXiaEGB/w3t8D3B0oZ2ft43enJVZvq2a2xwo6GKJv0x5Mh1cyNS+FyiYH1VYnBr0gN+0cFk6PpTXjb5ovULrOxo3jTJB5PfxDD9JHlA7GUoXVnEm6o4yU5CQWTRmtnZ69Vb5Zva0avzWLuw278bfW89pHu9mc921+l/AptIOl6UsWTrtHyxUWHCSsKnNjMp7F/eoVGPFwlW4bj4j5pMcrvlGTsxIx6HXYHG6SzEaevfV8jc3vrpKP6gk/b0o2X1RZqWx20OS1MExvpVnGoheQGhdNRZODB98p0U7kjAQTmYHoBRXB8ZoQqiPqiiSLkRduK+T6pzuY4CwiKuCdup6iTmuzDh7xPc71PIrXrxAOs0GnZRe2u/1IOsU/n1TCxeZfkgMoVZ0SzUaWzBpHrc1J8aEmJhsUEQ0gWdh5c0cN3iDlUGl9Gz957Qt+OWscD60tweH20Wz3EGvSER9tJMlsYO+RNs1SmWxRuLl399Sx4at6TeE/KTORK8YN4VCDkuNuclYiF+Qks6PKRkJMVCCNezIFmYm8++WREMvh0Phopo9JY83O2hAxWHXgVeGTfn7P96l1p/GwaZXmq3Zn+3P8lunUtXZoZfsWBiIvgp3JAV7/XBF1W5yekKwyXSFQDv/7Z+ezcX8DNocSH/3wnPGk73kO8xcbmJM7lQXrLVobQ+OjqTcMx/6t17iG/qc26gvhcmj3AWrumCXAT4HfA/cMSC9OMuYWZiITlOirVIOXixKsTBoez7wp2YDQFqBaiBYgfvRF6PQKlxIFdKxZrHxx3ROAMpFPmZ4iVadsbp3LprHy33xqM7U2Z48GgnOGxfG68QbqojLI1h3lifhX2FzapOlaWl1eDtS3kZsWG2JIUGNPF04fRWzGONpRFN16fEwYnsCOwGkJaL5IXa2u3fkAqSJHRmIM35iYQYvTS5oxcBrrj5AvS9ELQVFusqLcD8RHDksw8dsbz2V4okm718Th8UwcHo8loL/Z8FV9n5ateJMihgWYEwy6UC5tjKhVFNNZiUqmkVilvYwEEx1Bm12F1y958ZMKHp9bwJJZ47j94hwWTh8V4tBap1dcWjZyfggxA6gLJCf46etfsHF/A1Z7B4nmKOKijQqXFLhPWlw0U/NSaLZ7mJqXSkltK2UNdnJSzCyeMZq7A+UKhyUohh1VnJuclagdqlUBaaFrsoC61g6GJcTw+oKLSDIr85OZFBNCzOJMeqx25T6vcg0/dy2gww8+v+APuvmAYuxQDyCTQc+Tt0zm8rFpbC5t5KUtFazYVMa2CuVA2lvbEviNDotBaM9ChQS2V9n4w/r9CCDJbNQynqxxFbDBV8D9+7JxuDtF7LrWDlZ8dIh7Vu8c8OLLEH62jXeD3hdDILDxDEWSxUjS7S/B81dgcNn4ie9JvteylOTY6AD7nUJhdrKW00rDjc/h//s8dEBe8ybls8m3wv/9GJAY8YFeIQxNfovmT1RtVXLVq/UnrXa3VvLO4fYpRVacMWzQj+F7hlrKPSnMm5LN0ZpchrXtpj0+j0UzRodUZeqa0XX1tmq+6feBDgw6HVJKJg6P17hNUDaAmuWhN6hxds1ByuGYnJX4X52FAR9PGZ9gessTWpSBiu1VNu5fswfVGT8hJoopo1JDQptqbC5GpVl6LXVXbXUSpev02fL4FS7tLvcilptWcJ/uh7Q4vZQ2tLNw2kiNc12/t47agFg3cXg8VoeH87MTaWz3hDhwqnh4znhKVlmgDT5x57EjdQZ5Vy5g1PojDE808dHBUM5FdY9QY05teLW0TaAYJZRN3URhdhJzCjK0vG3BoVPzLs7RsmAUlzczLL7TEHWkxcVLn5RzfcEwtleGhm0daXFSkJXEm3dfrMXyqjUQMhJM2thVvMVlvOW+TPsel4v2AMc8aXg8Lo+PZzeVMSQuWnEOdrhZvqFSU/R3eCXRekF7R+ch4fGHcoVROqH56KlW/Zn56VSvfYlp+p0UH36Pf/quY2hcNFanmw6v1DJveALRKifdygkghDALISYKIS4Ofg1YT042UkZB6lgAshOMLJ4xmkUzRjM1L4VRabE4A0VcgxXH1pxr2ThmKX6dAd3s5Z33GtKZLsffohhrU92HWTolmkkBg8Ok4fE43T7KG9o1R02Ajw82aBWl8vSKonyI9zBv76yh5Yhicbs83aXlQQvOCrKwS0ylJUbRx8T7W5E1O9hd00q11UlmUgxT81JZdceFmv9Rb1C/X/HRIVZ8dAgJ/KUimUYUXUk0AWuYw6NZ+UxRgvOzEtlc2kRtiwuTQUeL08vnFc1MzkpkSJxyz2Hx0ZQ12LX6C12xaMZoYgw6vH5CfNuMeoWoXWn6G2+6FKtri9PL+1/VaxWUCnOUKIKi3GRW3lHEx7+4gmXfmcwrdxaFEBQVuWmxfONchTPrwEjdhIV82RxFWYOd87KSWTBtJMZgR7UuyEyK4a/zLtC44ESzkgp9yaxxzLs4R6tylWg2huhPkyxGls7OR5W+PT6/5i4E0OGTrN1dF4jaSNB85dQD8rWASCgD87V4xmium5Sh9enmwhFMHB5PgJFjaDfErtnh0Z7vG9sOU9Hk4IsqK0lmA22uTjVB11CxeFNndIBRL5iZn65FbxSXNyNRDqX792dzKPEShl74babmpVLX1kGHV0l7tezmAi0bjNWhuKaoiTdPFOFWfboNeAqlWnowLyyB8KPCTzM4h11AzOFiUs6ZxuJAXcquAerBsXWrt1Xz6O5xLJlVzMLJQfF2N7+M68+XYvLbaTbnkOqqRed1cUfD72gZ92d21bTS4vKybMNBLdeamvRP1VEMiTVS3pFOEV9R7h9Ki9PLv3Lv5aKYVzB+4zHmmjrrIKh/gzMUJFmM8P1X8b9wFUadj2dMT/GD+Odp6/BxxbghvabC6Q7qNp6al4oAlm04yHeMEnSdp3O8KYpHbzxXiystzElm6ug0LbsDoI1P8X1zk5Vi4UhrR4+pmYvLm3F6lMpTU/NSWbm1kiSzgelj0nh7Zy01NhdFuUk43T4qA3GQamzpdy7I5EB9m8aNhQWDIv5dm9rAOo+NmQXK4TS3MJOXtlSEpIQCReTy+JWElNVWJz//+y7+eNMkLh3drD2LcAofry+pRw2l1AnBTYWZ2BxuvqiycqC+XQvBq2/t0ByU0+MVoldSqxi0DjXYeeXOCYCSqmlvbYumJgnOnpydbCY7SLcZpet0e1EL+oBijFAtsOrnHr9ixFD1djecN5yqZgdj0uNY8dEh3t1Tx6IZo7loZAouT2c69F/E7Wak7RNGpl7NDVferUUdgJJBVxV7Pwi4/aiFik4U4RoFHgO+JaV874RbPE1gtbu5/8jlZHiaSBJz0AUyJqgcmsmgP6aIa48ZNlNG0TF/A/Vv3UviDX/A98YN6NuP0FpfwfnTEkk0K3nXpualMipNEUXbuyjLbU4PWbo6AHJ1dWTGx3DXjdN5sWQic02dG2XFpjItW8Ix+eVHnI8uYxLU7uCoL5b9AdFoZS+ZV3tC14SCEjBvM0NHK6m6diVQ3ZXHqq2VpMebtMrjar3P4CryXp+f7VU2MpNiWDJrHMXlzb0migz+W9XsYOP+BhrbFSufkp9NaBs2OF62u6rdfaJoIVR/SvahD3F+8gxvG5ZoGSiCg7fjTVG0urxkJZupsTkpyklme5WVsgY7yzcc5MX5F4Zk5+1aGCb4r/r+X7tr2V3TyrDEGJZvOKgQhlGKtbqy2YHN4dXSfGcmxfDHm5Saqw/PGa+JsirWl9Rrh7HK7U3OSqTZ7qa4vJmpeSmcn5XI9iobXj9a+cVgo02ry9s5zqQYrE4vtS0ubr4gk0SzMSTlkNXuxmTQI1CSoq4vqUeARjRfb5vIRYkXMjJrpua0/ei7X4WoH0DRO2anWELGciIIl6C5UUrZnTVYva2ataUdXD72DiYZElm2bl9AOdrEpaPTut38vRU4Scg8h4Sf/guAo34LQ4Aql5Gla/Zqi7Iw4F2tQs2UCuDzScoZysX6fTQbR7Dqjgt57XMlhXST3a3lIAuuWAUcq4vKvRRqd1CTcD4354zg4NF2DHpdv1Mwdy3FZjbqEd9eCa/OwoBf0aO5n9AWsJqeXM33f+/MsVw6upmZ+enMf+lzQNElbtzfoDl49tUudFphZ+ana7Ugqq3OED2nusGa7O6wy9BpMCfD0Elw6ENMdBDsHKHGMGYkmPBLSavLS1mjwlm8Hwj9GZXWuRl7iovsbt0kWYxcPi6d3TWtFI1MoWhkCv/YXq1FPyhzqhyuquVQFZtVURZCa4+qtVxrW1whmYyVQ7SJRTNGczRg4FAJVzDiTHrts7117ViMCp9uc7q1ZJort1RoBEytNL9iU5lWZUu1ml6t38Z5rs/49MPXuOj7D2G1u/nP3jqtnWHxJqqanZrhas3O2gGp5RkuQbsfeFwI8aCUsvGEWjxNEJxgbk5BBjFGvZZssNnuPqH6kylCiRTIjnYxfUwaFVsriY3W8fHBBhZdOZqi3CRqbYoTqhrD7AMmxjSBF64e5sCQFsuuQMUp9S8oG2FuYaaWu/0YbuSSxXxaB/fvzee8lA5N5AvOtd9faBt11jgWxg6B9joMeDV3kOLyZg5bHdgcbn755pcUlzfjcPt4Y+EUVmwqo6LJQXyMntFpcVp5PQgv91UwMVg6Ox+Pbw/jMxKOKRsXXD+g32MNiJ2Fo4eTF2QIUrnUzhoGCkxRgmvOHUpOcmzIJuyJg++pSEhwQeJ7Vu8MIWYWo6CyyRHIXNLY45iCieisc4fx3EeHtMOuosmh+SsqacozcHl8rPjoEFeMS+PTsmba3V6uzB9CY5snZIyAVivjg6+O0tZxRPtcNWhAqAuSepCMz0ggyXkjh6qrOOcyJUv/s4F1YNQL2lw+2lyK9GAy6ELUPCda8i5cgnYAeAj4oegM2xAo5e36ju05DaEurGUbDmqJ7oJ1aP2pB9AV+ijl3hbZTjZ1mgVqe5VNq9AEaDm0VJRFj+Nc75fo2mp4bd0HjBs6RMvJriK4EEW36YnMyYy98T7uzlJO7YkjlOykJ2JJCtmoe5OhvY5mGYvZGMXDc8Zz56ptlDXYeWhtiZZi5rDVoYW8qJljt1fZmDo6rc/4vZ6qCSk5tJoYn5FwTIXu4AOq32MtWoiDaEr70QAAGnVJREFUaPb6poeY71ViOjM/nfvX7GF4YgybSxupsbk4Yuvg17MnhBConjj4cKobLZ2dT+nRz7RDzu6W2N1ONh1oYMG0kXx8sJGZ+enHGDe6EtEUi5FzhsXxk9e+AJRUP+v21LFxfwNZyRUkmhUD2NZDTdQFoi02fHWU716YTWl9G3VtHRh0YIzSa46+MQY9d0wdqWXemFOQEVIaUR33svcOsHzDQRbPGM1dMdvhy0+g9G3IPEdzAQnWSUbrIcFkwOVR+hF2QsNeEK6V82WULBiTgDGB1+jA3zMWostfNa7thE3JN63EL6LR+VyM3/ZL2lyd8Xout08LH1HDglSUj7kTu2UE+pZKsrYsIdqgZ2peSlB9zNB88d2lh4bOBZabFsvPrhoTlmWzN4T4qjkUji9b38ye0nJe2lLBC7cVal70FwQsjTU2lxbyotY/WDxjNNerMZwBdJePq7ssDErhZ4WD2FltOyYfvaqnOa6xmpN5WTeHB96v69YnKjctlidvmUyNzakdQMXlzWH7TwVnVglG8Dhz02L5vx9PJSfFrIUu6QUUjUymJFAz9qG1JcfcO/jZqO8ffKeEFqfiUvKdCzI1UW/TgQYtpCn4kGxzKVybIRDB4PErUQuByDkyk83cfnEOS649h8VXjQnxhwyGSpC2VVq1Wg8q7p05lsykGMYOsXTWGvApNW0zk2JYPGN0t3Vs+4twObQUYKmU3aT7PIPRVfEdXCj1hDDifNqiEkjwHGWEaNIUr9F6oZ2KoHi1q5ial8rtV57H/i/MTAZMwofZoD+GY+yuiG5XDEYBVw1JmdBeSxwOfqr/B6sOpPPgnAmaTueu6aM0ZXF386rqW6DnqtzdiW4z89N57bMqKpocFGQmctHIlBPmPIPRW0m1zqwXnd7ucwqGh912T5xbcKUvUA44tR6BDiXK4Y3PD7Ng2kgMetGn4lx97r++Lp8H3ynhjzdN4u2dtZrouezmAjbub6DZ7qbF4dZKI1qMAr1OryWiVJkot1/REW6vsoVkKe4JaonHzaWNvJ52EfNHz4SJcwHlAAj2qZs9KYMovaC43EpGYsyA6M8gfIL2IkqhlP6kCzrtEW4VcxX9IRSN3hgSULLIqugIrBTVMVEt3HF+ViJP3nIeAOWmCUx2HaBtSCHzLs7RKpgHF5Loq8+DUcBVw/XPwFMXgXRzrWEHk7tUKwomXt1Z/boSju4ISXfPZX1JvRYb21V/NhDobS2oXLFahzU7xcKSoEIxx4uuVlnVqTjGoNPCnpLMBm65ILNbP7ru+vnoun0smTVOK7zyYUDXNSLJTHaKBbOxOSQhZ5ROBHRlijHAJxUd4ZyC4QxLiGFOQQZv76zVsnH0Nu9JFiPnZyexubSRUc2boHI9bzRkc+H3HmBuYSY1NidvB0ojdnh8XDQyFRAUlzfzk9e+4MlbzjtpRoELgR8LIf4fEJI4SUo57YR6cAahP4TCIjpAQpzoPAnV008C8TF6zbcnSq/TrEXP2K6mMSGOa+bc2ytn0xsGo4CrhpRRYE4E+1GGWvQMzQq13AZXNe+u+EW4Vbm7IhzOdLCgtl1rUyI+CjKPLefXHwRbJoPvv2jGaKqaHSyYNpLl7x+k1eXB6vDw9s7asCSH7p57cFSCehh/sK+e4nJrIJ2T1Ah1/tBYjrR2YHV4GBkQKwHMgVqcPRWZDoZq6Jg4/nzeWmWltqGJ3725hfPGjeJQg12zou6ra9NyBoLiNBwOF9gXwiVozwdeX2sEL5i+uDXfjS9Q+c+F/Ni9kA5kyKkbZ9KDFNrDVfUZqgL90f1xcMjDwiB61B8i1V/Os7/wSSVlUluHF2+XU/v+NUo1II9vD0/eoqRdHgjCOthjCqdtq92t+WOdiBW8p4OxuFxJovjvPXUhnv1dda19weYIXZvBCQiSLEamjEyluNyqpXNqcXqZnJVAWYOdFqf3mJqyx7v2po/P5oatj7BeDGXBOg/zpmRT3thOjc1FZZOdhdMUQ4NK2AZinfRJ0IQQemAU8L8DnmjxFKIngtQboQp+WH1xTMMnXEp5+mckrNnDwowEJo5IYMlbu8lNUZx2i8ubSTRHcXNhFncF/X7iCKWgb3dE81Rt6K6w+/TEA3p3Gz96+u88ePscTSRSqwGNz0g4rfo8EEiyGPvFrfSEnghEsI9heaNds4YHB9H3hq71SNV7qtygupbmFGTwzx1K4WWnx8/UvBR2H27RDtjC7KSwrLd9IfnSH0CskbKWKXBIyXKSm2qhxuairrWD97+q13wzxw2NOzk6NCmlTwjxQ+CBE27tNIL68B1un+YLFJzFAnoX7f5/e+ceJUV15/HPl+EhDC/RAQOKguIbgSNqFtdodCEYNRI161HWRA2iRFmfyWKMblYlbrIx4nH1KIka3SQoGA2JKBpfARM1ohF8RTkiIBBhQJCnDo/f/nGrhrLtnqnuqarp7rmfc+p09+3q/t5bj1v3/u7v/m6cp1bovX3MoDqWrd3C+i0ugOTutR3o0bk9V594ELPf+NCF9ant6BbDCDzGow6LzeUlc874JQ2/Ppku7bZy8fpbuHbmfvxqnFu16qJj96VX4EaRNKkOdsQkie58oQoiOhtk8ZrNHDVgVzrU1HDDqYcUlbeo03W+Sg74jHMy0Djg8YXunT4flKFUuvSCoy9ldP1G/rryLcYM7cuYoX2Z9PACVqxzUUoaArNL7toHpRK3y3k/cBFwRyKqZUB48j/a1MCtTy9kS8N2LousOt3cBRvnqRW9wK6b+XqjDW11EJ0hXDfy/dUvM2Zov8apNp9s3d4YWSNOXrKm+6AvQu1usOlD+queLQ3bGrtgabbKUh3siEkWrc5S7YW50+MO29MFALjshEGf8R1bt7mBFxetaYwCsnZTA3MW1vPq0nWMOmSPxB8WuSucPXjhiMZouX980znsRpdSbAlx/dCOBG6VtFjSXElzwi2RXLQC4ckPwyRbTnoSJzVcVef8+15mwfINjcPhe3TrxFEDejHlzKHsW1fL4jWbmfL0QnbpUNO4GvdNj/+dma+tSCwvSbJ2UwMbPg1963Y0DuunTSF/rmpl3ebP++jFITxOgka/s6jv2MzXVvDsO/WNEU92re3IMYPcmgWdOtSUpBknP7kj2UBjYM6X3v8oEc02PygQnX6SBtc/+tZnopuOPLgP547YhyffWsngfj156KIRn/N6D1cIL1env+nzPuCkBqNbO+jVbguTjuiQSSVTbTa5QuTrJhZT7uggRuc817blvAKMGdqXBcvWIUi8FVzovIUO7eF6DZmNcprZfS1SKWPSvkmcM6RzY+jZxdnoZr62gimR+Yy5Q/LRSrYc7Ea5/OvwvVj27kj2XP4gndjKqe/fwK61o1o7W1VDdG5kdIpRsRS6tsPKKzprI+wWHrZnz8xawacO7cv8Zeu49IRBTUZgKYZiAjyeJ+kZSe8Er+cVIySpl6RHJG2StETS2QX26xms/bkq2H5YjE5LyTcVpyWEkREG1HVtfPIaNHnRRLu9xSzGmnTem+KVAReyvb0LKNnbVjazt6cYolPX0jA55FuLM+wWhuHJk9Js6poMu77PvVOfmGbcAI/XAN8EbsYt/Ls38D1Jfc1sckyt23FhiPoAQ4FZkuYHC69EuQXoglsirzfwtKQlZnZvTJ0WkabhuRRjbzGjaknmvamW4fR5H3DTUx9yetdOdGMTVNeMuKonnMgf9f5Pq6fS1DWZr+vbUuLa0MYBx5nZkjBB0hPAHKDZCk1SLXA6cKiZbQSel/R73HSqSTm7nwKcaGabgcWS7satC5pJhZaUl31SXcViLrQkZwg0dSE2/v/zroG/easFwbk9lUDUn87gM25LSdPUNZmG/TpuhVYL1OekrQE6x/z9/sA2M3s3kjafwut6Kuf9oXl3ksYD4wH6908mEnhST6p8FULabgdJPmWbuhBDna3vDIQVq9mlbkAimp7sCM/rlobtef0xk6KpazKNVmHcCm028GtJk4CluC7nZOCJmL/vCqzPSfsY8j7YZwOTJH0L1z09H8jrpGJmU4GpAMOHD4/dcs3C0J6vWZ/qHMuEiXOxdTj9Tpg9iQ6j/zujXHmSInckNKzYIDsfvzTuw7gV2iW4RVIWBL/ZCswAJsb8/Uage05adyCfe/C/A7cBC3GtwGnAWTF1YpGFg2ZS02TKmt32hbEzWjsXnhbQnItHmqRxH8Z121gPfFPSucDuwGoz+/yKroV5F2gvaZCZhbFLhgC5AwKY2UfA2PCzpB8Bfy1Cq1myainl6oRTmzY3bE8m7lorU44uJZ7SyNLHr1C0kSSI20JDUg/gAFz3kTAUt5k909xvzWyTpIeB6yWNw41yngp8bl1PSfsC64JtFM5GVsjWVhJZnLx8N3tuhNxKpxymInkqjzSvm7huG+fi3C42ApsjXxkwMKbWd4B7gFW4ruQEM3tT0jHA42YWRrA7HJgC9MS17Mbmce0oe/KdtNwIuZVOJdkEPeVDbqTeJInbQpsMnGFmj5cqFHQlx+RJn0vQ6gs+Tweml6pTLmTp69NaVFt5PNlQ0vqpMYk7U6A98GSiylVOOCgQXcijOUrx9M9ydkAury1dywk3P8drS9dmru2pXNIMMhC3Qvsx8ANJsadKeYo/ccVMc2rJb1pCtAK9csZ83qvfxJUz5mei7akOkoxok0vcLuflwB646U5rol+YWTIerVVIsV2yUmxSWduxorbBm78xhCtnzOfmbwzJRNvjaQ7FWZlOUsFRRjP7U6I5KpHhw4fbvHnzWjsbVY931fC0NpJeMbPh+b6L64dWFpVWpVGNN78fCPCUM7FsYpI6SZosaZGkj4O0UZIuSTd7lUEhw3zW9i2Pp60T18h/C26C+Fh2Rvt4E5iQRqYqjUIVV1sLGV3JtOZosSc54g4KfB3YL/D43wFgZssl9Usva5VDIcO8755VDn7WQ3UQt0JryN1XUh3O47/N4yuuysfPeqgO4nY5ZwD3SRoAIOkLuOgbD6SVMY8nS9L0jfJkR9wK7fvA+8DruDmWC4EVwPUp5cvj8XiKJlaFZmYNZnZ5MIG8D9At+PxputnzlDPekO4pN4qeymRm9WZmkgZL8tH92jDeLcVTbjQ5KCCpC3A1Ln7ZQuCHuACPNwMjgapdr9PTPN6Q7ik3mhvlvB0Yhls74ERgMHAgriK7wMxWp5s9TznjR3c95UZzFdpXgKFmtkrSbbgFUo4NYphVJdU4XcnjaSs0Z0PramarAMxsGbCxmisz8HYhj6eSaa6F1l7Sl4mEwc/9HGdNgUrC24U8nsqlyfBBkhbT9ErtZmZx1xRIFR8+yONpG5QcPsjM9kklRx6Px5MCPqR2heGdWT2ewmRWoUnqJekRSZskLZF0doH9Okm6U9JKSR9J+oOP6rETP2jh8RQm9kLDCXA7LmpHH5yj7ixJ8/OsuXkp8E/AYcDHwFTgNuC0DPNatvhBC4+nMJm00CTVAqcD15rZRjN7Hvg9cE6e3QcAT5jZSjP7BHgQOCSLfFYCPiqEx1OYrLqc+wPbzOzdSNp88ldUdwNHS+obTL0aC5S8wLHH42k7ZNXl7Aqsz0n7GOiWZ9+FwAfAcmA7LmRR3rULJI0HxgP07+9X0/N42jpZtdA2At1z0roDG/LsezvQCdgNqAUepkALzcymmtlwMxteV1eXYHY9Hk8lEmtdzhaLOBvaWuAQM1sYpN0PrDCzSTn7vgFcY2Yzg889g9/WNTUZXlI9sKTELO4OZD3R3mtWj2ZbKGM5ae5tZnlbMJlUaACSHsDNOhiHG+V8DBiRO8op6V5c6+18YDPwXeBiM0vNdUPSvEKex17Ta5abntcsTJaOtd8BOgOrgGnABDN7U9IxkjZG9rsK+ARnS6sHvopbdcrj8XiaJDM/NDP7CBiTJ30ubtAg/LwGN7Lp8Xg8ReGnPjmmek2vWUF6XrMAmdnQPB6PJ218C83j8VQNvkLzeDxVg6/QPB5P1eArNI/HUzW0iQpNUk3kvZraNyG9zpH3WUU0UfQ1I82OkfdZlbNr5H3qmpIGSuoevM/k2Eo6QtIBWWhFNI+TdHzGmsdKuiY8vklQ1RWapP6SHgTulDQR3CIIKertKelRYJqkWyV1NrMdaekFmv0kTQZGQLrli2j2l/QbYKqkGwPdtMvZX9IjwL2S7pHUPgPNi4E3gFGQ/rGVtJekp3Ahs3qmqRXR3F3S48BvgcGSOmSguZekx4BngRvIP6e7JKq2QpM0DHgO+AfwNjBR0rQgJFEaersBj+IihdwBHA38RtKQNPQCzbNwF8XVwGhJuwfpqbUkJF0EzMMd12eAMyXdE3yXyvUk6RrgVdyxvR4YiQtikHaraQhuHvGRkgalIRBpWf8EeBN428wGmtlL0e9T5CpgjZntZma3mtnWNMUk3YUr57vAPrh7dHRS/59lxNqsGQnMNbPLACTNxE2neknSXWa2JWG9YcAmM5sQ6L0ITAfGSlppZh8mrAcu+u//4KKZXAS8CMxKqyURBAoYBFxiZtODtAXAc5IuM7PcEFFJaArYAYw2s3lB2vNAd0lKo6ySasxsO+56eRA4Cnhb0lIz+zRJrUj+/wWYY2YTgzwcibvpN+DCaCVKcFxrcZGhfxyknRF8Pc/MFqegORAXtXqImb0vqQ8uqk5jnlp6PqumhRYEhIz2xdsBXSR1CE7eCmAR8G9Ai+NXS+oUvIZN9A3AQWF6cHPfDRwIHNtSvRzN0HZ1N/CQmU0DlgFfk7RPElp5NAV8ipuHOztIa4frGr1NZK3WBDXbBxf4z8xsnqTDJb0DfA13LsdE7XgJ6NUABJUZuFDw9+Ja3qfioiknQkRzlyDpHOB4SROCh+HPcQEc7o/agBPSrAmOay1wKLBe0jTgRlxQiIcl5Ysm3RJNmdkiM5sYVGYdzGwlLi7il8PdW6pX8RWapB6SZgFPA7MljQ0O4nu4J/vZwcnrj+ue7UNgbyqlOS9p16CLdSdApIm+EngZmBDZ/be41tPhLbnx8mg2BBfIBjNbG+x2C66LdEwSdpA8mmZmW8xsnpmtD/R34GLXbcCVM2nNbcFr2CrqC/yvmdUCPwP+E7hGUr5AoaXobQ/Sw/viA9zD725gF+AsSTdKOqwUvQKanwQV95u41uDtwC+AfwauBI7HrbNRcvczXzmDSm0lLnL0VGC5mR1oZl8FHgJOSricFvlOwLbg49PA3pI6JWETrfgKDfgRsAUXkmg2cCbwQzObAbwC/DR4+rwGzMLZt06C4o28kgYDjwBHAPtLii7csgr4M/AlSQOC/98BzARON7OS1p1rQjO6mr2C7tifcJFJDi5FqznNaEshcuzGAH+PtGrS1PyDmd0WlHcNrkVxLu7BlZReu8iNNQx4JwissBW4BhiMax0mVkZ23ocXACeY2S+AjWb2AvAD4EIobVCimWsW4H5cK61zJG0WsC9Q0kO4qWMLjQ/HsCzbga5m9qkSsMFWbIUmqZ2cgX9v4LHgKT4Z93Q7TdJIM/sJcDJuQZZhZvY7oDfOwFyKEbsj8H+4m+hp4IKw5WVmm4O0T4D/iPxmKbBUUo+SClpA08x2RJ7Y4esUXCy5EZK+K2myShsEKaS5PdQMjn8NcDiuZYGkcZImFPjPFmtGCG2/G3BG+1KG/Zs6ruGN/BLwX5JeDzSeBxbjumqlUEizIWgxbcMZyWFnGXcAixVxV0lIM3wAvQQ8ARwX/sDM5gM1OHtXkpo7otdPsO9juEZAn0RGrc2sYjZ22qPqgs/dgL8BZ0T26Yprtc3N8/vDcCN0XylSr3fwuSPQI3h/dHAyrojsL9yIzRLgLlxraQHOBlRsGZvVBNrl+f2tuJtgNTAmLc2grLvi7Etn4kY8VwInp1lOoCZ4PQjXxb8ppXPZDvhVcH19O0g7EXej9km5jGHQiANwFc4VcfRKKWeQPgD34H0M1719ARf6vlva1yywH+5BMTJuGZvMSxJ/kvaGe1r8HGdAfAZnhP568N1PgVdz9v8izl42OvjcB/hd8PtJJeqdkrNP1+Dkz8GFBI5+dzSutfQX3NJ9pZaxWU1cxdIO6ICzo22NewO0QDOs1Eays/K8LoNydsP5hM3Etcy+n+a5xN3oXRK6XuOWsTNuVDW8Xq9OWTN8QBwMXB7opq0pdlbavXHmoEOLPc5585TEn6S94VpWz+Lii7fHdemW4Eah6nArSp0Z2X8vYC4wKpI2FujeAr1FwJdy9jsUeACYEknrEHnfvoVljKvZPng9LW4ZE9CswdlIrsPZQLLQFK6SGU/81kMSx7WxVZpRGQcCE+OWMeFr9nOt/jSPba5+S7dE/iSNDegRuZDGA4tyLq4HcEPqdbhl7lYB+0V+/zJwXIJ603CjXQMjv+mIG85/CtfN/TMxu7MJa56YseYLwPGtoBmrW1LB5zJ2GSu8nEVpFrNlWknFPGCDcEbKR3EjJXvjhrCfA4ZG9gvtYWOCz4/gunhTcM3bvxD06dPQi6SfjHNZWA6cm2YZvWZ56XnNdDVL2cpqlFPSt3F98b8B3wN6AdfimrMrCebUAZjZAtwixOcFSeNxfkkAfzSzEWa2KgW9c4Lf1kgaifPZucPM+pnZL1Mqo9dsRrMtlLEtaZZMWjVlKRvOr+iCyOc9cbV6X1z//EEiXR3gFNy8sC6RtFh2jiT0gH5AzyzL6DXLQ89rpqtZ6lZucznvxE2vCadMbMZ5/HcGZuCc/S6T9J6ZLcEZpZ805wMGFO182CI9M1uedRm9Ztnoec10NUsji1qz2I2dQ7rDcM3XjsHnQ3HDym/gfFfqiYxkVoqe1/Tn0mums2UuWOQBvBw3+TqaVgMMB75V6Xpe059Lr5lw3lpTvIkDFjr7TQPGBe8n4EYw6ypdz2v6c+k109nKzYYGNEYDaI8bTektaQ4uSsb5ZlZf6Xpe059Lr5kSrV2jNvE0GIybVvMP4Kpq0/Oa1aPnNctna/UMNHHgOgJXALtUo57XrB49r1k+Wzhq4fF4PBVPWc0U8Hg8npbgKzSPx1M1+ArN4/FUDb5C83g8VYOv0DweT9XgKzSPx1M1+ArN4/FUDb5C83g8VcP/AyDtRBqHgBMtAAAAAElFTkSuQmCC\n", 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    " ] @@ -472,7 +474,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -588,7 +590,7 @@ "4 -0.000244 1.039308 1.003510 64 True " ] }, - "execution_count": 14, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -601,12 +603,12 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -643,7 +645,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -675,7 +677,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -702,12 +704,12 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "# Perform clearsky filter\n", - "cs_nz_mask = (df['clearsky_normalized'] > 0)\n", + "cs_nz_mask = (df['clearsky_normalized'] > 0.01)\n", "cs_poa_mask = rdtools.poa_filter(df['clearsky_poa'])\n", "cs_tcell_mask = rdtools.tcell_filter(df['clearsky_Tcell'])\n", "\n", @@ -728,7 +730,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -745,7 +747,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -757,7 +759,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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    " ] @@ -785,17 +787,17 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 22, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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    " ] }, - "execution_count": 21, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -804,13 +806,6 @@ "# Compare to previous sensor restuls\n", "degradation_fig" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { @@ -830,7 +825,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.7" + "version": "3.7.4" } }, "nbformat": 4, diff --git a/docs/notebook_requirements.txt b/docs/notebook_requirements.txt index d50a0d33..eb32d9cb 100644 --- a/docs/notebook_requirements.txt +++ b/docs/notebook_requirements.txt @@ -1,7 +1,8 @@ +# This is an incomplete specification of the intended environment +# it is meant to be used tandem with ../requirements.txt appnope==0.1.0 backcall==0.1.0 bleach==3.1.1 -cycler==0.10.0 decorator==4.3.0 entrypoints==0.2.3 html5lib==1.0.1 @@ -16,26 +17,19 @@ jupyter==1.0.0 jupyter-client==5.2.3 jupyter-console==5.2.0 jupyter-core==4.4.0 -kiwisolver==1.0.1 -MarkupSafe==1.0 -matplotlib==2.2.2 +MarkupSafe==1.1.1 mistune==0.8.3 nbconvert==5.3.1 nbformat==4.4.0 notebook==5.7.5 -numpy==1.15.2 -pandas==0.23.4 pandocfilters==1.4.2 parso==0.3.1 -patsy==0.5.0 pexpect==4.6.0 pickleshare==0.7.4 prometheus-client==0.3.0 prompt-toolkit==1.0.15 ptyprocess==0.6.0 -pvlib==0.6.1 Pygments==2.2.0 -pyparsing==2.2.0 pyzmq==17.1.0 qtconsole==4.3.1 Send2Trash==1.5.0 diff --git a/docs/sphinx/source/changelog/v2.0.0.rst b/docs/sphinx/source/changelog/v2.0.0.rst index b1a6ed17..09668a89 100644 --- a/docs/sphinx/source/changelog/v2.0.0.rst +++ b/docs/sphinx/source/changelog/v2.0.0.rst @@ -4,7 +4,7 @@ v2.0.0 (MONTH DAY, YEAR) API Changes ----------- -* Remove `low_power_cutoff` parameter in `filtering.clipping_filter` (:issue:`84`). +* Remove ``low_power_cutoff`` parameter in :py:func:`~rdtools.filtering.clip_filter` (:issue:`84`). Enhancements ------------ @@ -30,6 +30,12 @@ Documentation Requirements ------------ * Drop support for Python 2.7, minimum supported version is now 3.6 (:pull:`135`). +* Update requirements.txt and notebook_requirements.txt to avoid conflicting specifications. Taken together, + they represent the complete environment for the notebook example (:pull:`164`). + +Example Updates +--------------- +* Seed ``numpy.random`` to ensure repeatable results (:pull:`164`). Contributors ------------ diff --git a/requirements.txt b/requirements.txt index 0f9eb581..6198d91d 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,11 +1,14 @@ +cycler==0.10.0 h5py==2.10.0 -numpy==1.17.3 +kiwisolver==1.2.0 matplotlib==3.1.2 -patsy==0.5.0 +numpy==1.17.3 pandas==0.25.2 +patsy==0.5.1 pvlib==0.6.1 -python-dateutil==2.7.3 -pytz==2018.5 +pyparsing==2.4.7 +python-dateutil==2.8.1 +pytz==2019.3 scipy==1.3.2 -six==1.11.0 +six==1.14.0 statsmodels==0.10.2 \ No newline at end of file From f9260d005755b5e4275e6ab766f2de8f2e7d0965 Mon Sep 17 00:00:00 2001 From: Kevin Anderson <57452607+kanderso-nrel@users.noreply.github.com> Date: Wed, 22 Apr 2020 14:58:43 -0600 Subject: [PATCH 108/146] Update normalization.irradiance_rescale and create irradiance_rescale_test.py (#152) * Create irradiance_rescale_test.py * pep8 spaces * NameError -> UnboundLocalError * expose convergence_threshold and default method to 'iterative' * bugfix * allow max_iterations=0 * bugfix * changelog Co-authored-by: Michael Deceglie --- docs/sphinx/source/changelog/v2.0.0.rst | 5 ++ rdtools/normalization.py | 41 +++++++-------- rdtools/test/irradiance_rescale_test.py | 68 +++++++++++++++++++++++++ 3 files changed, 92 insertions(+), 22 deletions(-) create mode 100644 rdtools/test/irradiance_rescale_test.py diff --git a/docs/sphinx/source/changelog/v2.0.0.rst b/docs/sphinx/source/changelog/v2.0.0.rst index 09668a89..3aa4385c 100644 --- a/docs/sphinx/source/changelog/v2.0.0.rst +++ b/docs/sphinx/source/changelog/v2.0.0.rst @@ -13,9 +13,14 @@ Enhancements * Add new functions :py:func:`~rdtools.normalization.energy_from_power` and :py:func:`~rdtools.normalization.interpolate`. * Add new :py:mod:`~rdtools.plotting` module for generating standard plots. +* Add parameter ``convergence_threshold`` to + :py:func:`~rdtools.normalization.irradiance_rescale` (:pull:`152`). Bug fixes --------- +* Allow ``max_iterations=0`` in + :py:func:`~rdtools.normalization.irradiance_rescale` (:pull:`152`). + Testing ------- diff --git a/rdtools/normalization.py b/rdtools/normalization.py index 72bda304..1a0eba14 100644 --- a/rdtools/normalization.py +++ b/rdtools/normalization.py @@ -305,7 +305,8 @@ def delta_index(series): return deltas, np.mean(deltas.dropna()) -def irradiance_rescale(irrad, modeled_irrad, max_iterations=100, method=None): +def irradiance_rescale(irrad, modeled_irrad, max_iterations=100, + method='iterative', convergence_threshold=1e-6): ''' Attempt to rescale modeled irradiance to match measured irradiance on clear days. @@ -319,12 +320,17 @@ def irradiance_rescale(irrad, modeled_irrad, max_iterations=100, method=None): max_iterations : int, default 100 The maximum number of times to attempt rescale optimization. Ignored if `method` = 'single_opt' - method: str, default None + method : str, default 'iterative' The calculation method to use. 'single_opt' implements the irradiance_rescale of rdtools v1.1.3 and earlier. 'iterative' implements a more stable calculation that may yield different results from the single_opt method. - If omitted, issues a warning and uses the iterative calculation. + convergence_threshold : float, default 1e-6 + The acceptable iteration-to-iteration scaling factor difference to + determine convergence. If the threshold is not reached after + `max_iterations`, raise + :py:exc:`rdtools.normalization.ConvergenceError`. + Must be greater than zero. Only used if `method=='iterative'`. Returns ------- @@ -332,13 +338,6 @@ def irradiance_rescale(irrad, modeled_irrad, max_iterations=100, method=None): Rescaled modeled irradiance time series ''' - if method is None: - warnings.warn("The underlying calculations for irradiance_rescale " - "have changed which may affect results. To revert to " - "the version of irradiance_rescale from rdtools v1.1.3 " - "or earlier, use method = 'single_opt'.") - method = 'iterative' - if method == 'iterative': def _rmse(fact): """ @@ -361,24 +360,22 @@ def _single_rescale(irrad, modeled_irrad, guess): return factor # Calculate an initial guess for the rescale factor - factor = np.percentile(irrad.dropna(), 90) / \ - np.percentile(modeled_irrad.dropna(), 90) + factor = (np.percentile(irrad.dropna(), 90) / + np.percentile(modeled_irrad.dropna(), 90)) + prev_factor = 1.0 # Iteratively run the optimization, # recalculating the clear sky filter each time - convergence_threshold = 10**-6 - for i in range(max_iterations): + iteration = 0 + while abs(factor - prev_factor) > convergence_threshold: + iteration += 1 + if iteration > max_iterations: + msg = 'Rescale did not converge within max_iterations' + raise ConvergenceError(msg) prev_factor = factor factor = _single_rescale(irrad, modeled_irrad, factor) - delta = abs(factor - prev_factor) - if delta < convergence_threshold: - break - if delta >= convergence_threshold: - msg = 'Rescale did not converge within max_iterations' - raise ConvergenceError(msg) - else: - return factor * modeled_irrad + return factor * modeled_irrad elif method == 'single_opt': def _rmse(fact): diff --git a/rdtools/test/irradiance_rescale_test.py b/rdtools/test/irradiance_rescale_test.py new file mode 100644 index 00000000..b065dde8 --- /dev/null +++ b/rdtools/test/irradiance_rescale_test.py @@ -0,0 +1,68 @@ +import pandas as pd +from pandas.testing import assert_series_equal +from rdtools import irradiance_rescale +from rdtools.normalization import ConvergenceError +import pytest + + +@pytest.fixture +def simple_irradiance(): + times = pd.date_range('2019-06-01 12:00', freq='15T', periods=5) + time_series = pd.Series([1, 2, 3, 4, 5], index=times, dtype=float) + return time_series + + +@pytest.mark.parametrize("method", ['iterative', 'single_opt']) +def test_rescale(method, simple_irradiance): + # test basic functionality + modeled = simple_irradiance + measured = 1.05 * simple_irradiance + rescaled = irradiance_rescale(measured, modeled, method=method) + expected = measured + assert_series_equal(rescaled, expected, check_exact=False) + + +def test_max_iterations(simple_irradiance): + # use iterative method without enough iterations to converge + measured = simple_irradiance * 100 # method expects irrad > 200 + modeled = measured.copy() + modeled.iloc[2] *= 1.1 + modeled.iloc[3] *= 1.3 + modeled.iloc[4] *= 0.8 + + with pytest.raises(ConvergenceError): + _ = irradiance_rescale(measured, modeled, method='iterative', + max_iterations=2) + + _ = irradiance_rescale(measured, modeled, method='iterative', + max_iterations=10) + + +def test_max_iterations_zero(simple_irradiance): + # zero is sort of a special case, test it separately + + # test series already close enough + true_factor = 1.0 + 1e-8 + rescaled = irradiance_rescale(simple_irradiance, + simple_irradiance * true_factor, + max_iterations=0, + method='iterative') + assert_series_equal(rescaled, simple_irradiance, check_exact=False) + + # tighten threshold so that it isn't already close enough + with pytest.raises(ConvergenceError): + _ = irradiance_rescale(simple_irradiance, + simple_irradiance * true_factor, + max_iterations=0, + convergence_threshold=1e-9, + method='iterative') + + +def test_convergence_threshold(simple_irradiance): + # can't converge if threshold is negative + with pytest.raises(ConvergenceError): + _ = irradiance_rescale(simple_irradiance, + simple_irradiance * 1.05, + max_iterations=5, # reduced count for speed + convergence_threshold=-1, + method='iterative') From 0fa570730d2253370b3536d42c4393338a8724d9 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Thu, 23 Apr 2020 18:02:14 -0600 Subject: [PATCH 109/146] Empty soiling intervals bugfix (#169) * Closes #129 bug for invalid soiling intervals * changelog entry * Add a test to catch nan soiling interval bug * clean up comment indentation --- docs/sphinx/source/changelog/v2.0.0.rst | 2 ++ rdtools/soiling.py | 13 ++++++++++--- rdtools/test/soiling_test.py | 13 +++++++++++++ 3 files changed, 25 insertions(+), 3 deletions(-) diff --git a/docs/sphinx/source/changelog/v2.0.0.rst b/docs/sphinx/source/changelog/v2.0.0.rst index 3aa4385c..4efec8fa 100644 --- a/docs/sphinx/source/changelog/v2.0.0.rst +++ b/docs/sphinx/source/changelog/v2.0.0.rst @@ -20,6 +20,8 @@ Bug fixes --------- * Allow ``max_iterations=0`` in :py:func:`~rdtools.normalization.irradiance_rescale` (:pull:`152`). +* Fix a bug in :py:mod:`~rdtools.soiling` code that caused problems for soiling intervals + consisting solely of invalid data. (:pull:`169`) Testing diff --git a/rdtools/soiling.py b/rdtools/soiling.py index c065e766..73461325 100644 --- a/rdtools/soiling.py +++ b/rdtools/soiling.py @@ -187,10 +187,17 @@ def _calc_result_df(self, trim=False, max_relative_slope_error=500.0, length = (run.day[-1] - run.day[0]) start_day = run.day[0] end_day = run.day[-1] - run = run[run.pi_norm > 0] + start = run.index[0] + end = run.index[-1] + run_filtered = run[run.pi_norm > 0] + # use the filtered version if it contains any points + # otherwise use the unfiltered version to populate a + # valid=False row + if not run_filtered.empty: + run = run_filtered result_dict = { - 'start': run.index[0], - 'end': run.index[-1], + 'start': start, + 'end': end, 'length': length, 'run': r, 'run_slope': 0, diff --git a/rdtools/test/soiling_test.py b/rdtools/test/soiling_test.py index d82c0f2a..26dae2b1 100644 --- a/rdtools/test/soiling_test.py +++ b/rdtools/test/soiling_test.py @@ -185,3 +185,16 @@ def test_soiling_srr_max_negative_slope_error(normalized_daily, insolation): assert 0.952995 == pytest.approx(sr, abs=1e-6),\ 'Soiling ratio different from expected when max_relative_slope_error=50.0' + +def test_soiling_srr_with_nan_interval(normalized_daily, insolation, times): + ''' + Previous versions had a bug which would have raised an error when an entire interval + was NaN. See https://github.com/NREL/rdtools/issues/129 + ''' + reps = 10 + normalized_corrupt = normalized_daily.copy() + normalized_corrupt[26:50] = np.nan + sr, sr_ci, soiling_info = soiling_srr(normalized_corrupt, insolation, reps=reps, + random_seed=1977) + assert 0.947416 == pytest.approx(sr, abs=1e-6),\ + 'Soiling ratio different from expected value when an entire interval was NaN' From a9668c820ce5040c690321c27478d2a35dd8b797 Mon Sep 17 00:00:00 2001 From: Kevin Anderson <57452607+kanderso-nrel@users.noreply.github.com> Date: Tue, 28 Apr 2020 12:41:19 -0600 Subject: [PATCH 110/146] SRR fixes (#154) * fix precipitation frequency bug * doc typo --- rdtools/soiling.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/rdtools/soiling.py b/rdtools/soiling.py index 73461325..b4aa1b74 100644 --- a/rdtools/soiling.py +++ b/rdtools/soiling.py @@ -45,7 +45,7 @@ def __init__(self, daily_normalized_energy, daily_insolation, precip=None): 'daily frequency') if self.precip is not None: - if self.pm.index.freq != 'D': + if self.precip.index.freq != 'D': raise ValueError('Precipitation series must have ' 'daily frequency') @@ -64,7 +64,7 @@ def _calc_daily_df(self, day_scale=14, clean_threshold='infer', clean_threshold : float or 'infer', default 'infer' If float: the fractional positive shift in rolling median for cleaning detection. - If 'infer:' automatically use outliers in the shift as the + If 'infer': automatically use outliers in the shift as the threshold recenter : bool, default True From 4ded360c43d41fbfe94cca0b45cd895c86d1c203 Mon Sep 17 00:00:00 2001 From: Kevin Anderson <57452607+kanderso-nrel@users.noreply.github.com> Date: Tue, 28 Apr 2020 12:43:05 -0600 Subject: [PATCH 111/146] Normalized filter cherrypick (#139) * Add normalized_filter() function to replace the mannual filter in example * update docstring * add entry to api.rst * update changelog * update lower bound to 0.01 * changelog for notebook changes * add normalized_filter test to exercise default lower bound Co-authored-by: Michael Deceglie --- docs/degradation_and_soiling_example.ipynb | 8 +++--- docs/sphinx/source/api.rst | 1 + docs/sphinx/source/changelog/v2.0.0.rst | 4 +++ rdtools/__init__.py | 1 + rdtools/filtering.py | 30 ++++++++++++++++++++++ rdtools/test/filtering_test.py | 15 ++++++++++- 6 files changed, 54 insertions(+), 5 deletions(-) diff --git a/docs/degradation_and_soiling_example.ipynb b/docs/degradation_and_soiling_example.ipynb index c820271f..0491e6fa 100644 --- a/docs/degradation_and_soiling_example.ipynb +++ b/docs/degradation_and_soiling_example.ipynb @@ -252,14 +252,14 @@ "source": [ "# Calculate a collection of boolean masks that can be used\n", "# to filter the time series\n", - "nz_mask = (df['normalized'] > 0.01)\n", + "normalized_mask = rdtools.normalized_filter(df['normalized'])\n", "poa_mask = rdtools.poa_filter(df['poa'])\n", "tcell_mask = rdtools.tcell_filter(df['Tcell'])\n", "clip_mask = rdtools.clip_filter(df['power'])\n", "\n", "# filter the time series and keep only the columns needed for the\n", "# remaining steps\n", - "filtered = df[nz_mask & poa_mask & tcell_mask & clip_mask]\n", + "filtered = df[normalized_mask & poa_mask & tcell_mask & clip_mask]\n", "filtered = filtered[['insolation', 'normalized']]\n", "\n", "fig, ax = plt.subplots()\n", @@ -709,14 +709,14 @@ "outputs": [], "source": [ "# Perform clearsky filter\n", - "cs_nz_mask = (df['clearsky_normalized'] > 0.01)\n", + "cs_normalized_mask = rdtools.normalized_filter(df['clearsky_normalized'])\n", "cs_poa_mask = rdtools.poa_filter(df['clearsky_poa'])\n", "cs_tcell_mask = rdtools.tcell_filter(df['clearsky_Tcell'])\n", "\n", "csi_mask = rdtools.csi_filter(df.insolation, df.clearsky_insolation)\n", "\n", "\n", - "clearsky_filtered = df[cs_nz_mask & cs_poa_mask & cs_tcell_mask & clip_mask & csi_mask]\n", + "clearsky_filtered = df[cs_normalized_mask & cs_poa_mask & cs_tcell_mask & clip_mask & csi_mask]\n", "clearsky_filtered = clearsky_filtered[['clearsky_insolation', 'clearsky_normalized']]" ] }, diff --git a/docs/sphinx/source/api.rst b/docs/sphinx/source/api.rst index 3d5fad12..126cf5df 100644 --- a/docs/sphinx/source/api.rst +++ b/docs/sphinx/source/api.rst @@ -61,6 +61,7 @@ Functions to perform filtering on PV system data. filtering.csi_filter filtering.poa_filter filtering.tcell_filter + filtering.normalized_filter Normalization diff --git a/docs/sphinx/source/changelog/v2.0.0.rst b/docs/sphinx/source/changelog/v2.0.0.rst index 4efec8fa..dd8cba1d 100644 --- a/docs/sphinx/source/changelog/v2.0.0.rst +++ b/docs/sphinx/source/changelog/v2.0.0.rst @@ -12,6 +12,7 @@ Enhancements recovery method (:pull:`112`). * Add new functions :py:func:`~rdtools.normalization.energy_from_power` and :py:func:`~rdtools.normalization.interpolate`. +* Add new function :py:func:`~rdtools.filtering.normalized_filter`. * Add new :py:mod:`~rdtools.plotting` module for generating standard plots. * Add parameter ``convergence_threshold`` to :py:func:`~rdtools.normalization.irradiance_rescale` (:pull:`152`). @@ -43,6 +44,9 @@ Requirements Example Updates --------------- * Seed ``numpy.random`` to ensure repeatable results (:pull:`164`). +* Use :py:func:`~rdtools.filtering.normalized_filter` instead of manually + filtering the normalized energy timeseries. Also updated the associated mask + variable names (:pull:`139`). Contributors ------------ diff --git a/rdtools/__init__.py b/rdtools/__init__.py index 431cce6e..50f4a7f2 100644 --- a/rdtools/__init__.py +++ b/rdtools/__init__.py @@ -12,6 +12,7 @@ from rdtools.filtering import poa_filter from rdtools.filtering import tcell_filter from rdtools.filtering import clip_filter +from rdtools.filtering import normalized_filter from rdtools.soiling import soiling_srr from rdtools.plotting import degradation_summary_plots from rdtools.plotting import soiling_monte_carlo_plot diff --git a/rdtools/filtering.py b/rdtools/filtering.py index 900b6c95..0653eba2 100644 --- a/rdtools/filtering.py +++ b/rdtools/filtering.py @@ -1,5 +1,35 @@ '''Functions for filtering and subsetting PV system data.''' +import numpy as np + + +def normalized_filter(normalized, low_cutoff=0.01, high_cutoff=None): + ''' + Select normalized yield between ``low_cutoff`` and ``high_cutoff`` + + Parameters + ---------- + normalized : pd.Series + Normalized power measurements. + low_cutoff : float, default 0.01 + The lower bound of acceptable values. + high_cutoff : float, optional + The upper bound of acceptable values. + + Returns + ------- + pd.Series + Boolean Series of whether the given measurement is within acceptable + bounds. + ''' + + if low_cutoff is None: + low_cutoff = -np.inf + if high_cutoff is None: + high_cutoff = np.inf + + return (normalized > low_cutoff) & (normalized < high_cutoff) + def poa_filter(poa, low_irradiance_cutoff=200, high_irradiance_cutoff=1200): ''' diff --git a/rdtools/test/filtering_test.py b/rdtools/test/filtering_test.py index dc6a88a8..91b4d317 100644 --- a/rdtools/test/filtering_test.py +++ b/rdtools/test/filtering_test.py @@ -5,7 +5,7 @@ import pandas as pd import numpy as np -from rdtools import csi_filter, poa_filter, tcell_filter, clip_filter +from rdtools import csi_filter, poa_filter, tcell_filter, clip_filter, normalized_filter class CSIFilterTestCase(unittest.TestCase): @@ -73,5 +73,18 @@ def test_clip_filter_upper(self): self.assertTrue((expected_result == filtered).all()) +def test_normalized_filter_default(): + pd.testing.assert_series_equal(normalized_filter(pd.Series([-5, 5])), + pd.Series([False, True])) + + pd.testing.assert_series_equal(normalized_filter(pd.Series([-1e6, 1e6]), low_cutoff=None, high_cutoff=None), + pd.Series([True, True])) + + pd.testing.assert_series_equal(normalized_filter(pd.Series([-2, 2]), low_cutoff=-1, high_cutoff=1), + pd.Series([False, False])) + + pd.testing.assert_series_equal(normalized_filter(pd.Series([0.01 - 1e-16, 0.01 + 1e-16, 1e308])), + pd.Series([False, True, True])) + if __name__ == '__main__': unittest.main() From 4fa6b9ab98c96651545d07634383fe06e33c7336 Mon Sep 17 00:00:00 2001 From: Kevin Anderson <57452607+kanderso-nrel@users.noreply.github.com> Date: Tue, 28 Apr 2020 12:47:20 -0600 Subject: [PATCH 112/146] update soiling docstrings to mention soiling stations and aggregation (#165) --- rdtools/soiling.py | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/rdtools/soiling.py b/rdtools/soiling.py index b4aa1b74..d9f4b75b 100644 --- a/rdtools/soiling.py +++ b/rdtools/soiling.py @@ -21,6 +21,9 @@ class srr_analysis(): ---------- daily_normalized_energy : pd.Series Daily performance metric (i.e. performance index, yield, etc.) + Alternatively, the soiling ratio output of a soiling sensor (e.g. the + photocurrent ratio between matched dirty and clean PV reference cells). + In either case, data should be insolation-weighted daily aggregates. daily_insolation : pd.Series Daily plane-of-array insolation corresponding to `daily_normalized_energy` @@ -589,6 +592,9 @@ def soiling_srr(daily_normalized_energy, daily_insolation, reps=1000, ---------- daily_normalized_energy : pd.Series Daily performance metric (i.e. performance index, yield, etc.) + Alternatively, the soiling ratio output of a soiling sensor (e.g. the + photocurrent ratio between matched dirty and clean PV reference cells). + In either case, data should be insolation-weighted daily aggregates. daily_insolation : pd.Series Daily plane-of-array insolation corresponding to d `daily_normalized_energy` From a40d122a3217479c29027e9e71cff9520e23d098 Mon Sep 17 00:00:00 2001 From: Kevin Anderson <57452607+kanderso-nrel@users.noreply.github.com> Date: Tue, 28 Apr 2020 12:51:00 -0600 Subject: [PATCH 113/146] capitalize the SRR class name (#168) * rename srr_analysis to SRRAnalysis * formatting fix * changelog --- docs/sphinx/source/api.rst | 4 ++-- docs/sphinx/source/changelog/v2.0.0.rst | 1 + rdtools/plotting.py | 6 +++--- rdtools/soiling.py | 14 +++++++------- 4 files changed, 13 insertions(+), 12 deletions(-) diff --git a/docs/sphinx/source/api.rst b/docs/sphinx/source/api.rst index 126cf5df..2fdfc837 100644 --- a/docs/sphinx/source/api.rst +++ b/docs/sphinx/source/api.rst @@ -45,8 +45,8 @@ Functions for estimating soiling rates from PV system data. :toctree: generated/ soiling.soiling_srr - soiling.srr_analysis - soiling.srr_analysis.run + soiling.SRRAnalysis + soiling.SRRAnalysis.run Filtering diff --git a/docs/sphinx/source/changelog/v2.0.0.rst b/docs/sphinx/source/changelog/v2.0.0.rst index dd8cba1d..8f0adc3c 100644 --- a/docs/sphinx/source/changelog/v2.0.0.rst +++ b/docs/sphinx/source/changelog/v2.0.0.rst @@ -5,6 +5,7 @@ v2.0.0 (MONTH DAY, YEAR) API Changes ----------- * Remove ``low_power_cutoff`` parameter in :py:func:`~rdtools.filtering.clip_filter` (:issue:`84`). +* Rename `soiling.srr_analysis` to :py:class:`~rdtools.soiling.SRRAnalysis` (:pull:`168`). Enhancements ------------ diff --git a/rdtools/plotting.py b/rdtools/plotting.py index 365401e5..c66a1736 100644 --- a/rdtools/plotting.py +++ b/rdtools/plotting.py @@ -117,7 +117,7 @@ def soiling_monte_carlo_plot(soiling_info, normalized_yield, point_alpha=0.5, Parameters ---------- soiling_info : dict - ``soiling_info`` returned by :py:meth:`.soiling.srr_analysis.run` or + ``soiling_info`` returned by :py:meth:`.soiling.SRRAnalysis.run` or :py:func:`.soiling.soiling_srr`. normalized_yield : pd.Series PV yield data that is normalized, filtered and aggregated. @@ -170,7 +170,7 @@ def soiling_interval_plot(soiling_info, normalized_yield, point_alpha=0.5, Parameters ---------- soiling_info : dict - ``soiling_info`` returned by :py:meth:`.soiling.srr_analysis.run` or + ``soiling_info`` returned by :py:meth:`.soiling.SRRAnalysis.run` or :py:func:`.soiling.soiling_srr`. normalized_yield : pd.Series PV yield data that is normalized, filtered and aggregated. @@ -212,7 +212,7 @@ def soiling_rate_histogram(soiling_info, bins=None): Parameters ---------- soiling_info : dict - ``soiling_info`` returned by :py:meth:`.soiling.srr_analysis.run` or + ``soiling_info`` returned by :py:meth:`.soiling.SRRAnalysis.run` or :py:func:`.soiling.soiling_srr`. bins : int number of histogram bins to use diff --git a/rdtools/soiling.py b/rdtools/soiling.py index d9f4b75b..aa69b287 100644 --- a/rdtools/soiling.py +++ b/rdtools/soiling.py @@ -12,7 +12,7 @@ class NoValidIntervalError(Exception): pass -class srr_analysis(): +class SRRAnalysis(): ''' Class for running the stochastic rate and recovery (SRR) photovoltaic soiling loss analysis presented in Deceglie et al. JPV 8(2) p547 2018 @@ -584,9 +584,9 @@ def soiling_srr(daily_normalized_energy, daily_insolation, reps=1000, max_relative_slope_error=500.0, max_negative_step=0.05, random_seed=None): ''' - Functional wrapper for srr_analysis(). Perform the stochastic rate and - recovery soiling loss calculation. Based on the methods presented in - Deceglie et al. JPV 8(2) p547 2018. + Functional wrapper for :py:class:`~rdtools.soiling.SRRAnalysis`. Perform + the stochastic rate and recovery soiling loss calculation. Based on the + methods presented in Deceglie et al. JPV 8(2) p547 2018. Parameters ---------- @@ -669,9 +669,9 @@ def soiling_srr(daily_normalized_energy, daily_insolation, reps=1000, and P50 slopes. ''' - srr = srr_analysis(daily_normalized_energy, - daily_insolation, - precip=precip) + srr = SRRAnalysis(daily_normalized_energy, + daily_insolation, + precip=precip) sr, sr_ci, soiling_info = srr.run( reps=reps, From 1dff64fdf07f4336e955523082e456defb5ec6fa Mon Sep 17 00:00:00 2001 From: Kevin Anderson <57452607+kanderso-nrel@users.noreply.github.com> Date: Tue, 28 Apr 2020 15:17:32 -0600 Subject: [PATCH 114/146] Miscellaneous cleanups (#162) * remove __future__ imports * normalize_with_sapm duplicate lines * setup.py status from beta to production/stable * Delete build.bat * copyright to 2020 in license and sphinx conf --- LICENSE | 2 +- docs/sphinx/build.bat | 18 ------------------ docs/sphinx/source/conf.py | 2 +- rdtools/degradation.py | 1 - rdtools/normalization.py | 3 --- rdtools/soiling.py | 1 - setup.py | 2 +- 7 files changed, 3 insertions(+), 26 deletions(-) delete mode 100644 docs/sphinx/build.bat diff --git a/LICENSE b/LICENSE index 7142c7f7..9b6a91fa 100644 --- a/LICENSE +++ b/LICENSE @@ -1,6 +1,6 @@ MIT License -Copyright (c) 2016–2019 kwhanalytics, Alliance for Sustainable Energy, LLC, and SunPower +Copyright (c) 2016–2020 kwhanalytics, Alliance for Sustainable Energy, LLC, and SunPower Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal diff --git a/docs/sphinx/build.bat b/docs/sphinx/build.bat deleted file mode 100644 index c5d60574..00000000 --- a/docs/sphinx/build.bat +++ /dev/null @@ -1,18 +0,0 @@ - -:: helper script for building locally, written by KSA -:: not sure if this is redundant with the makefile. -:: the makefile might only build the html, it might not run sphinx-apidoc - -:: pip install sphinx_rtd_theme -:: pip install m2r -:: pip install nbsphinx -:: pip install nbsphinx-link - -rmdir /s /q .\docs\sphinx\build -mkdir .\docs\sphinx\build - -:: sphinx-apidoc -f -o docs/sphinx/source ./rdtools /separate - -sphinx-build -b html docs/sphinx/source docs/sphinx/build - -xcopy /I .\screenshots .\docs\sphinx\build\screenshots \ No newline at end of file diff --git a/docs/sphinx/source/conf.py b/docs/sphinx/source/conf.py index e4830e39..733b682c 100644 --- a/docs/sphinx/source/conf.py +++ b/docs/sphinx/source/conf.py @@ -21,7 +21,7 @@ # -- Project information ----------------------------------------------------- project = 'RdTools' -copyright = '2016–2019 kwhanalytics, Alliance for Sustainable Energy, LLC, and SunPower' +copyright = '2016–2020 kwhanalytics, Alliance for Sustainable Energy, LLC, and SunPower' author = 'kwhanalytics, Alliance for Sustainable Energy, LLC, and SunPower' # The full version, including alpha/beta/rc tags diff --git a/rdtools/degradation.py b/rdtools/degradation.py index 8418f623..bfdd1ed3 100644 --- a/rdtools/degradation.py +++ b/rdtools/degradation.py @@ -1,6 +1,5 @@ '''Functions for calculating the degradation rate of photovoltaic systems.''' -from __future__ import division import pandas as pd import numpy as np import statsmodels.api as sm diff --git a/rdtools/normalization.py b/rdtools/normalization.py index 1a0eba14..fae08539 100644 --- a/rdtools/normalization.py +++ b/rdtools/normalization.py @@ -247,9 +247,6 @@ def normalize_with_sapm(energy, sapm_kws): irrad_tds, mean_irrad_td = delta_index(irrad) measure_tds, mean_measure_td = delta_index(energy) - model_tds, mean_model_td = delta_index(dc_power) - measure_tds, mean_measure_td = delta_index(energy) - # Case in which the model is as or more frequent than the measurments if mean_model_td <= mean_measure_td: diff --git a/rdtools/soiling.py b/rdtools/soiling.py index aa69b287..33f8199e 100644 --- a/rdtools/soiling.py +++ b/rdtools/soiling.py @@ -1,6 +1,5 @@ '''Functions for calculating soiling metrics from photovoltaic system data.''' -from __future__ import division import pandas as pd import numpy as np from scipy.stats.mstats import theilslopes diff --git a/setup.py b/setup.py index c3950ecc..5953c999 100755 --- a/setup.py +++ b/setup.py @@ -64,7 +64,7 @@ CLASSIFIERS = [ - 'Development Status :: 4 - Beta', + 'Development Status :: 5 - Production/Stable', 'License :: OSI Approved :: MIT License', 'Operating System :: OS Independent', 'Intended Audience :: Science/Research', From 973c0b7a27074bf36eec0786b6d374fa53d3fe58 Mon Sep 17 00:00:00 2001 From: Kevin Anderson <57452607+kanderso-nrel@users.noreply.github.com> Date: Tue, 28 Apr 2020 15:25:49 -0600 Subject: [PATCH 115/146] changelog for energy_from_power, normalize_with_x (#172) * changelog for energy_from_power, normalize_with_x * revise changelog --- docs/sphinx/source/changelog/v2.0.0.rst | 7 ++++++- 1 file changed, 6 insertions(+), 1 deletion(-) diff --git a/docs/sphinx/source/changelog/v2.0.0.rst b/docs/sphinx/source/changelog/v2.0.0.rst index 8f0adc3c..27603c42 100644 --- a/docs/sphinx/source/changelog/v2.0.0.rst +++ b/docs/sphinx/source/changelog/v2.0.0.rst @@ -4,6 +4,11 @@ v2.0.0 (MONTH DAY, YEAR) API Changes ----------- +* The calculations internal to :py:func:`~rdtools.normalization.normalize_with_pvwatts` + and :py:func:`~rdtools.normalization.normalize_with_sapm` have changed. + Generally, when working with raw power data it should be converted to + right-labeled energy with :py:func:`~rdtools.normalization.energy_from_power` + before being used with the normalization functions (:pull:`105`, :pull:`108`). * Remove ``low_power_cutoff`` parameter in :py:func:`~rdtools.filtering.clip_filter` (:issue:`84`). * Rename `soiling.srr_analysis` to :py:class:`~rdtools.soiling.SRRAnalysis` (:pull:`168`). @@ -12,7 +17,7 @@ Enhancements * Add new :py:mod:`~rdtools.soiling` module to implement the stochastic rate and recovery method (:pull:`112`). * Add new functions :py:func:`~rdtools.normalization.energy_from_power` and - :py:func:`~rdtools.normalization.interpolate`. + :py:func:`~rdtools.normalization.interpolate` (:pull:`105`, :pull:`108`). * Add new function :py:func:`~rdtools.filtering.normalized_filter`. * Add new :py:mod:`~rdtools.plotting` module for generating standard plots. * Add parameter ``convergence_threshold`` to From 09cea8a5d3a4c3d308eb0a9efa5ffbc9502b9b48 Mon Sep 17 00:00:00 2001 From: Kevin Anderson <57452607+kanderso-nrel@users.noreply.github.com> Date: Wed, 29 Apr 2020 15:21:43 -0600 Subject: [PATCH 116/146] migrate to pvlib>=0.7.0 (#170) * migrate to pvlib >=0.7.0 * update SAPM normalization docstrings to mention racking_model and module_type * update sapm normalization test to specify module_type * bump docs pvlib requirement to 0.7.1 * Update rdtools/normalization.py Co-Authored-By: Cliff Hansen * don't use keyword names for sapm_celltemp Co-authored-by: Cliff Hansen --- docs/degradation_and_soiling_example.ipynb | 55 +++++++++++++++------- docs/sphinx/source/changelog/v2.0.0.rst | 1 + rdtools/normalization.py | 19 ++++---- rdtools/test/normalization_sapm_test.py | 3 +- requirements.txt | 2 +- setup.py | 4 +- 6 files changed, 55 insertions(+), 29 deletions(-) diff --git a/docs/degradation_and_soiling_example.ipynb b/docs/degradation_and_soiling_example.ipynb index 0491e6fa..c2b5e8f1 100644 --- a/docs/degradation_and_soiling_example.ipynb +++ b/docs/degradation_and_soiling_example.ipynb @@ -90,9 +90,21 @@ "execution_count": 4, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\users\\kanderso\\software\\anaconda3\\envs\\rdtools-dev\\lib\\site-packages\\pandas\\plotting\\_matplotlib\\converter.py:103: FutureWarning: Using an implicitly registered datetime converter for a matplotlib plotting method. The converter was registered by pandas on import. Future versions of pandas will require you to explicitly register matplotlib converters.\n", + "\n", + "To register the converters:\n", + "\t>>> from pandas.plotting import register_matplotlib_converters\n", + "\t>>> register_matplotlib_converters()\n", + " warnings.warn(msg, FutureWarning)\n" + ] + }, { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -125,7 +137,7 @@ " \"azimuth\": 0,\n", " \"tilt\": 20,\n", " \"pdc\": 5100.0,\n", - " \"temp_model\": 'open_rack_cell_polymerback'}\n", + " \"temp_model_params\": pvlib.temperature.TEMPERATURE_MODEL_PARAMETERS['sapm']['open_rack_glass_polymer']}\n", "\n", "df.index = pd.to_datetime(df.Timestamp)\n", "# TZ is required for irradiance transposition\n", @@ -162,8 +174,7 @@ "df['poa'] = beam + sky\n", "\n", "# Calculate cell temperature\n", - "df_temp = pvlib.pvsystem.sapm_celltemp(df.poa, df.wind, df.Tamb, model = meta['temp_model'])\n", - "df['Tcell'] = df_temp.temp_cell\n", + "df['Tcell'] = pvlib.temperature.sapm_cell(df.poa, df.Tamb, df.wind, **meta['temp_model_params'])\n", "\n", "# plot the AC power time series\n", "fig, ax = plt.subplots(figsize=(4,3))\n", @@ -189,7 +200,7 @@ "outputs": [ { "data": { - "image/png": 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WcZYXoZ1H4olE6FI0Kg311Pxsonuz3pHH5Kld1djgckwV46CcCqtu4k/s/GSdpybQkM9rVGdByHuLAIFDoK3Fe0m3FR3wTy63IoalwhjLuDT00ifv1bj2de3jaXwWp+533nsL/CBwoXCbEOLHhRBfFkJUQohfPuG4HxVCWCHEZO7fP3ORax/GolHOZNoNqRVHRFFI2fDwCFHr/PkuWrr0JKhxmu5WK61Q0nTctZNIstKO6SYqpG6Y83dhSqIQFGhFAkFQCg9rtq0k4qXllChSdOOnw6y5ZvrYx9P4LBZV4P8L4GeFEBdp97oG/BxB2zsNv+297839+7sXuO4jOEtxehoreq1olmIQyX2BM09H3ZAQDvKarXHJINfPTGG0ECF6K6R8JBfs8HFNHWvTJf48fq2G9XZUGUaVxXmPsdOmwoeeWVZ7nAfE+SOq1/j4YFEd/t8Fngf+fSHENnOJtd77Vxc5gff+1wGEEJ8nBBWeCcz7tKwNvqa4NdXWfKgkaMehcN06G/LRZIh41sadOem00pZRaVhKFUqpx+JwnQnmBQVwrARlDbW11EbSOmNJRCOXUhW0s1xbtHUwFayNuRuSaKEVKbqJmHV3v4zn8TQ6tK9xcSwq0P71Kx3Fo/heIcQOsEdI4P157/0jRGNCiC8AXwB49dWF5OqZMe/T0taHJNCp76g2Hg/TYEEoXO+0IhKrzk3SWNaG7VGJWEpot/ad5Cdhnm//PN2mGvqgWO3Xcp60yBvTsJ4y156V6TM8R2jFwWdmPPhp56d5czeS4L0kjR1bmWYp9Sy3k0txQF+lQ9sYw15muNmNiKIn7/f7OGHRKOf/c9UDmcPfAz4HfAh8F/A/Agb4+SPG9UXgiwCf//znL92+a4q0Y7mfMtBJA230vNnqnMPUdmaOJnMVA2eF9eAJxdst54kWMPIvwtAxf49NFLPH6eVMnURi7PkYawHk9PkkkWR1KjwPa1/aehzBHLXGIdLLa2N3lQ7tvcywNSmBFs+tXAu0x4lF+dBSIcSfEkK8J4QYTn/3g1dBGeS9f897/7733nnvv06g//6RS77GQnxoTXE67Le+S9W+L6cRWmmsiKQgqzSDvJ41GjmPKbPSjljtpMSRRDu/UGPdeb79s0JbT2Usg6ymn1XUR3UrmUMT9NDWE8cS68+XWNudsvLOs9ce9bykCBHR5U4y20gWwWnv+Cod2je7Ec/1WtzsXguzx42zBAU+RyB2bGbI68AfvYpBHYLnvA0gj8FZ6uY8c3Q6iFm0c/b91BfjvWc3C1TS1p5fk3BIljsxrThEExc5zzzf/lnR+AYzbSi0O5W1dlIatsYlRaXR2qHE2RXjfZPdUdbmSOpt2I+EpnGo5TyLP/JJ1kZGUcRzK61rc/MJYNEn/i8RajkzIUTod+39QyHES4teSAgRTa+nACVCkxVz2DcmhPiDwD/03m8KIb4D+Bngry96nUWwqLnRpFAAx+aZ7ftiYCkN3y+1zr/zH26ue9UQQrDSiZAixTjPSvtkLahpXFJocMITKcFS+2yBj6ZTezCTIYnUbCzz991oudp5kgX6HcyjIZG8Dox+vLDo6645JPyEEHeA3TNc66eBAvhJQpChAH5aCPHqNNes8er/APA1IUQG/B/ArwN/+gzXORWLmhuNmSnEo6kajUYRK0HcLDYhyGvLsLhYT4GmfvFxpn3YuW7yJyFoTRGpgrw0yHOkJzaBD2ct7Sg0OPb+aI3qvHl51+wVH08sKtD+OvArQohPAgghXgD+PPA/LHoh7/2f9N6LQ//+pPf+3jTX7N70uP/Ae3/Xe9/13n+b9/5PeO/1WW9sgfGc6kdrFlPjvDYO8tqS1fsJpTNfmQBJoMK5aF/Nx70Ys8rSL2ry6mT/GQTztptGaC/xAqpzNLnKSsOgrBGEjSWvbUhE9vsaVdOMuGEuAc7U9MQ5R1Ffbm+G68YrTz8WFWg/BbwPfB24QaAKWiM47J9JLCI0DmtyDVX1vG9r3r+23IlZbadEShzrFzoN81HHx1UtEElII8ly6/T2eY1D/2YnopdELJ2j70EcSXpJTCeNqLRlZ1KSVeaAhtgk304qw6QM/85SmWAcOH+6xnkWPO6N5kkJ0GdZcC/al7P23v+E974H3AWWpp+rqx3e1WBRoeGcY1xoiuronpFwsI6zncTc6CZIKcmn2sVZMR9ZvayI3ml/W+lAce2cO/U8zfGj0uLwlOfQ0JbaMS/caJPGCuM8zoc0FWfdrFqg2TwSJdHWUWpDUVmU8Kfer/ehgqGbqHOnlRyFk8zfqxACVylATxrvfMf6Zw0Lh2GEECsEptre9DMA3vu/cyUju0LUxpHVlm5yMp9XXod+kd55kljRmS5Az35R+HyAIeSkQaIk7gIT+6x/ebj3AZyNUWQyLUMSQuDlo70T5pHXjkFRU9eWJD5fM5j9xNxAJnmnl+K8Y1hoOmk0rRZo0mFgmIcqhso68lqRRDxyv4efx7iyKCmwXnD+HlyPjvu453IVibpXmSt32nif1dqJhQSaCIy0vwBMgHzuKw8c1TzlqcciL6yTSKxVTMqasnL0YkE0JV08zFrboMmCX6Rp71FoTNwQpTud+bbZaQ8L0EUXWCQDsWM6rVNV4uTIYCeR1DqiHUvS6Oz9BJqxeTzWglKCJFJUJlCYzwdftPVU2lE7Bw7iOcLL04S+ko+3yP+iwueoDegymFSOw0njvQzWmCeFRTW0PwX8iPf+b13lYB4XFn1hTaH2Xh5iEr1WTJqIRwq45ycj7GfBnyftopnElbYzLfIkoVGbYI45f1AQLbrAtPVYBGkckWsLzoZE12OEmhCCbis6tTzqJDSpKd0kaHyBJTeeBV/ElHsuaHAhilw5Ry/ZF6Anvb9YCdIomJuPq04zjIfpPFjcXdDgIhreZdelXqUgvWosKtAi4P+8yoE8Tpz1hUUqdHLqJAp1xK4/PxkbRo5ZsOCME2y+q9LhYvHjJm5lHJV2dJJolhN2lnv0zpGZ0ADmpCbJ3nuyys6amiD8se3uFoEQgm6qqM2jpU/zArnSlp3STHMC41Pvren7qa14rISQFxFKF9HwznPdp5Gc8TKw6Ov+M4ScsY9VmqL3wdn/0o0OL612aCXRkTlikQzF1c4FB27Thfw8ztzaOAaFDsLlkNl6lJM4iSTLrZhe63yU2I0QGZeaYuqXOs5UnhXnI/Y7XZ1jRjRO50rb2bPM6oNBlPkIs/eeYhq4WPSZXlV87iRn+kW47I7KjVw00HCe6z4J3r3HgUU1tJ8g0Af9MSHEgWTaRemDniYsqqLXxlFoRzveZ7E4qI0xW5DGhd/HUz9UcoGOTSH6Gtq3zY/vuF28WQjn8dmJaT+EOFLUtWFcGXqtCHWEphZ8W+EaZi4R91yBRO+nqRrTxORjDwva1vwzPWziH36XV7lYT9JsGrOzEcxncTscNScX1aLOYyI+y2blSXha6YOuFGdRt93cwuulTZ6WnGlqpTYY42nFgtKAdg4hJK0TiBJPQlgEMZF81B9z1CSsjWNUGpQUpE6dS7gkkeRWN2UgYFJphkXEzd6jAs17T15ZhHChXjWSRPH5Ah+1kWSVxgNxEh2pGc5KpCod+NKmmI/qNtHS+XcZmIU9ee3opkdvWuf1Ox23qczX9Oa1PRAJXwRHzcmnkeL6acfTSB905Vh0okQSjHFooymNx7uE1W5CEyONlSArobIW4yRpLNDa44XFWoE/h5O2WQSNU3wRoXvRiJ62HuthuRUjlaJ9jJDKa0dlLdZ6rHdILU8MIJyGSEnktMriKK1m3xc21YDNvrndGGFHvcvgdwsElJFk1kv1MDXReXxIxwmphrUED+347FHCo+7jSWlRzzL55aJpGynwJ4B/FbjlvV8RQvwg8Bnv/Z+/ygE+SWSVpZ/XOGcpbSD9UFIRx0FLSyLJSifC5x7rHNp4hmXwfxkHSqlzT8hFhW4SSZZEfKbJd9hkq43DOkeiJHd68bGmayeReB+hhKfQ7tzJSvOR2RvdiEJ7stpQ23Av8xpKN41wLkUIgVJy2tX9ZIHRfJfXIQnY4R7JWTur9nPaIg/sIQIv/CyP7izneJpMwGc5YPAs0AddOs6SgZ3EkhudhLu9lF4rlPrMa0NNbaMUgkJbjDVY52hFV5PHcxkZ6fP337DVKiFBcGopmPeeURXMvaVWcma/3SyKO/1XmiCUIwHGHqQjavyC3TRiqZ3QTtQjpUyVDptOWZsDz+VAUOGYe5nXBk9rbnPanAm+SBkopo55JGfN/L9ow515nGXePMsBg8dGH/Q0QQmP1o72KbtPwzHWjgWF9jjvKLQnVo7a7y+IWAmsAykgVhFKBRPuIjhql/TeMy40ubahG1USnWs3fVQ7UbQjx15mSGOPtkefS9sQbcymvTlXk7P35mwipe1IEUdyVppkXTDd89rRawW680gGM7c2jkjJoB1PedQaH1qlLcO8RjiFl6FzVaOJdaY1t8adzk+XVZZhofE+Zqn9qERSwlPXFhk7vFdHOvxPC5ScVSu8CBPxYZxlnlyWtvgkTNdFBdpl0Ac9NSi0p3aOQkuO8H3P4L1HG0c7VrRjwfbIUDtLrBRpHM2iWnntSGOBEhGJCpFRT9Pk43xJkmGXPzj5G4GS15ZuEtHifLxfhydsJD3bY01RGyKVnJiwutKOiZUkmgZFzpNvVRtJHIOcmo7aBl417eRMYGW1DbRCePDQTQ+y2jbEm5U2ZLWmHXm097SjEJHW0x4FUsqFAiWxEsQnRKYL7cmNJdfQSY9e9KdtlGcVFEHYn5/mfB6XHWBYRFg9CdP1sdEHPU1oRSB8+P8kDAvD9iS0pBsVNrC6VsHX1DBuFJVme1zM6j2180ghFmabPYxmEhj3aNi/ESh3eindNEjiea1g3qw4i4mRVZZxqXGeWeTwKAghaCURq92ENFKz65wFTTKtQFCb/aL4WElu95L9SoDp/UohUQqKev9ekkjSm9JxZ7WmP66oq5pRUYMzCxMPzJtzSRRozE/yH660Ym51j2cS3t8oLycLblHevieBJsI/yPSxJvGTMF0vSh/0s1c0ritFoYPQOG3iteNAZhhJgVJwo5Xwwo12WNBTbWFUGrbHFaVxdFNFJBVKhaLo80zEptTnKGFx1ASPJLME18O+seP8NbP6zym7RiShl0astI8PCBweB4QC8bMyMhwISEy1s0KHrlna+ln9ajcNpmMrgn6myeuavHYHnkOsBHpa67md1exlNduZptSGYX78QgtjD+Zcc85FfGQn9T6Ai/V2OAqnjWmeKeW0jeWymTsiCUVlGVc12TE8ek9CIC+atlETkmt/Ympq7vhnkSxpitPMiwatJOL2tK4wEiBiRTdVB7j7l1LFajdhafr7W72YYW5mNDfnSdsQQlBqQ17ZQI8t99vLDTJNpg3eJyy15QEN7VGz4uh7bCZ3bcLfxlLSayU4707M3WrgnCOrzLQg/mzF6U16g51ym/XaCu/BOU9tLdr5Aywow8IwLmtudJKZoGiEonMO6x3OOJaXYpyWrKSKSnvGlSZWktVj8ukiCZ2pK6ER7sa6WeLwac/sKDMq9Ha4XLqik8zEhjNukZy3yzI55/Ptokig7dMVPDhzFwfv/fZVDORxIo0Vq1KeymjhvWdUGKx3KBEYWoUQByatUorlVuBAa3ZL7Rxeg1Lnq3OMZGhobL0jriXddL/cyguP8Pvm1PxEPTypj7t28zeRDIKwUcpqI6Yt9I4edxBklnpa99mKTieEPOralYbdrKKf10w6Ce0kwjuPUpKVaS1qbR3ei6mWJVhKo0eqNZwNrLSZNuRaIIRCSsFyS5JVEEt35KbScNg1/rtcWyIR8uKOE+TNMwspK4t3jL9Iz9TjhNS8n7WThOd12ly+LEd/49/sxJJeGtNLOVeFylXhY92WppnYxzkt86lQUUKy2lEMc0NZa9qxmJUGhbInR21EIDzUhrq2pIlCoqjNfoRt0YiPth4lIRJBg2gKwhP16CS6aNlLLPYLzpuI4DwN9vyYG344RWgSvNI5e5SzMUOUFJS1YddaltqhbZ+wnm4a00uCpG3M2d6hjk9NIEQJT14assqwO/YYKRivtBAypnaefm5B2iNLyPaFd1C4kihUd5ymbTQasbYe4U6nd1Glw+QAACAASURBVJqPVHam7CLnbQjdoKg0m5Oa57rxrLPUaXN5ESwalRTsv8enrWfDx1KgBcZVQzcWaCtoR+LIlxlMnGDqaOsZVZpBoREIbi2HBaatp6wt6SwJVGIiR20949IRx9C4KheJ+Mz7RdJYhXrSOiShdnrJAUF6eEdedEI2WkOTjmKdxTlBnIgDaQfzRJhpHOh4nAtTppuGnLBYnG5WHx5XEklWOyl5ZchrjRLB/PMeamMxBoa5JYmCBtwFhkWgcGol0UyoFLUjr2uKSiPbFpC0pKeXCrJK0Y48/bxCiYR2ut+xuQlMaOtnGlcSnSxkGq0wnlZlhGcYUkeU8LNO6UqpA/faRCrbsQgbojFoE3GjGy+8GTQBDAipRMNCszEoUHiW2iHPrjtl972I+bdIVHKer6/ZCOHsCeRXldLxsRRoRaVZ6xfc6cVEcUyhJUoY9nLNzU48m/zzPhFb14zzGmstlQnRsSbRVEhmNXylNgjniJSilwq8ON2nNf9ymzKfynlMHUppJpXBOn+AHuiwsIHTJ2QjBMdFzSDXtCKobPADNjv94UUxfxYpJa0koqg1G8OKXktBsp/ZPx9ZnXcIl7VhN9fcbEdEUWAFSWPFUjshiRSxkggpUSK0rNsaawptaMcRd3oRH+xqCq3Rts3dFTUtUBcU3rM7yvjGgxE6T1m9FTOsLFEZTGLrPJPaBV9ZerAFfaOlVjocG59CNXTYTIf9DPP1QcbX7o/4zhd7vHRzeaYp7fOjBc1XSo+b/j9v1h+1uOd/l1WWB3sTJrXlM88tobxlXFakIqEdy9kzv6gD/jg/mzFmJrCjKNp/bsYSn1OIXlVKx7ECTQjx/Yuc4Fmk4C6No9AWiGdRqZ1RwYc7GfGd7mzyz0+qQjuM9ziCE3mYGzppoOSOp707B3kdzAsPaQy9FgeSNBehb24ifO1Yzsy/QmuyyoSa0rqh+t53Yp+UuzaP2gSa67zSjGvDKNfs5ZbXbrVZ7QVtMImYJQ3HKrB+CG/ZGuowoaVkUlqyqgYSllr7z2pSGibTQvK4MY9bEYV25KUhEhBHwXSOJERS0u6ErvOTSlM7z0o7odNWbE+gkwi2J4baGKyFViSmpU/hGVhreWNtxFtbAygE393pEGGpraWoLbc6ChsplAhaThM4aTaiptFxbULuWKWb9/SoYJivsW1qNrvTgvqdYcbXH/SJ0Nxd7oBQs6jzpNQUxnGrE6OkotcC5w5WExy1uJvgSW2m7MXWsjepmCynbA8nvLUx5qWliJWlLqPS0JoywiTHWBuL4Cj3hXOO+3sF/aLC0+XuSjT/B2cWoovO1fPiJA3tFw99fomwKe0Ctwib9wOeQQrutvJoY5BOMykVkoiiqlgfFLy8EgNdgJk2Y5wnkZ52rJB4pBRIuR/FbMcKAURKhAz+SGL94qVPBxMy980yq8MuHklFbSo2hiVJpElixUorJpoK0pnqfwTt9/wEqo3DWcNOf8i9QcUnVxR5JXAuxlpPZjXDAjppxJKYajQCNoYVDwYFL91ocbPXpptKvI9DMb71pLJhwDDUxlKUNaPa8tpqhySStGPJ7aWUViSY1I7CavJSMyzrKZdbQr8IQrsVx3RaEcsdgTGeburwvoWUHuunybzTCPKwqCnKmlgookiyl2mGhebmsqKdhFQGM6Ufyms3i07GigPBjSY4UFSaSIoD9aSHMV+z2Szk3f6Y33v3IePRCq/e7PDy3VsHqhOCNqNoJRHeS4Q6yARylGYUSciMRykfBL/0DPKKuq54++EOf//9Ed/W87xwcxXrLHZOSJ5F+zks/BpBD0Gw57XDORMIROekxfw8O0s0fz6ocBE/4nE4VqB57z/Z/CyE+CmCEPsZ730uhOgQWtg9k5UCG6OSt7cz8izHRinf/lyXuraUdc2oNLMX5JxjbZAzKmrudFOsh1JbkIaVdhIKpiWUhZmW8wTTKY2CGXha9KeZTGVtmdSGSAnSONDh1NOKAN+O6aWhRlDiGOQGKSXLaUSvFeO9xzpDpT2p9PQnsNxWM1/b4az7UWn58v0R7+2UTO6mJK02tfEoBVnuaCXyUFNlUBi2Bjm9xNNtJSRK0k4eJVFUMuTQPcgrdsc1NzsJN3pgEfRaMRKHKwyVMTwYZGwOKl5YbbFqPImApJPQTYKJCuE+tJWzJFyLnz2zYNZBOwrHLcWCSW2pTWj2Mik0G2WFkIqlNGjhjZDRNpSxORvScZqgQaNtn+YWaPxvzbneXO/z+oZjd9Lnsy/u8NzNG7PUk24azUzUvLZTzftgNLkRItEc5ZRxEEUCMd3gdgtDvzBsjWve2czYGmS8t5vy+7xDTudhs7kcJSCP09oOC7/DqSCtCPJS058UTMoWS902cLDRDcbNBPMigk1Mryv8YzQ5D+EngBf9tOHvVKj9cUJy7c9f2mgeE/YGQ75xv0/6nKSKutxswd1uRGkcdV1TaUsriQKzalExKgxLqcAgMdYyKOB2z9GTMC4MG6OcSnueX2mRxtFUyHDqC56lH7jAdqGEnyUsFlWN8yC8ZGtcI6WnlcQ4DIW2lLXGOE8kw0IsjWNtULE5rnh+ucXLN7shkJFXDEs91egE2hjutgT9dsztlmTXOKyzeOdJ48DF3yzwxrzaHpdsDTOWU3jl5vKMzHI+bSOJgiDcG2tG44KstChvD2Tt700M66OCThQqKZZaikh6jAkCrNNSVMayk1e0I0UStShqx2RqxieRmjmkawM3uzEOxd44Z8PBC12PEgJjDOuDnAhH2hIHKgwAAgmjxPjQ79N6uNWNT/QHzfssm/IsJQTew3CcMwFGGWRlRT+r6KZR2BymxfVKeArjp9cPmnhzraNqNsOGsv/zSzfa9HPDSltRZkOK2pIQ5ogUMMoN8TEsH/Nz7bAAOSz8YiVmqSCxEoxyy9sbfd7cKnm+G3FrpTc71hhDVll6iaRy4oA/9zgBOh9UWKTG9qxYVKBlwPcB/9/c734fBztAPTN4b7fg4SDnThxx81aPXHveuN/ny+/26UrDp164jZTBN+UJLBDaeAwho94RvssqS2UsLSURwuOdpdICJRQOS16fnGjZTKYir3l3M6MX9VBK0S80w7ymHccMC816f4IXgpeWU/JKUBvPxqgk16Gu9LWbHVqxYlxXrPdzJCGAsJdrhlnBuLTcWW7RjoNwXOqkvOAj0jgQNu6OK1Z7FqmCg3lSGtJYobVmrZ+ztjNifVjSa0cU2tJJQ7u+pdY+RXalLVmlGRQVG8OMjbHnlZUhuVV84labNE6RBE2kG0cstWK2xjU4yLSj1oa9TDNoRSgpkGlMVhkEDq0tNzoRnTQEFPLa4fEYpyjLCVtDUBp6d2woh9IOoQTL7ZROErEzqeimMSvdFNiPclqr6GcVu2NLJMWsBrTxRR1G85u8dkwqzaTwIARpEgMFeNgc12wPJ9xZatFKQiPlQa5ZbSsSpbDW0i8st7oxQjRF9BLvg9+tsQ4aIdAI0Vu9Np98TuDrnNe3LJMJ3N+raccKLQWV0YFdeZpGcVh4HVfze9hv1lRENKiNZX13zAdbNTsvtskqMxN466OSQVZzqxujomjqMtm3DI5qNTh/vaag4iK5eoexqED7GeA3hBD/K3AfeAX4Q8C/c6GrPyHcbElSAZ1YcDv1RMJzbzDm/b2MT+0lOOfYm5RorQFPJ1H0WjFRFKOEp7RTFlum/qZUMaoMeVEyLEueX4pJ0xZpJzqWLtoYw9ZY89xSzIN+wTcf7iFszfd9OkY6i7GWdifCe5hUNYV23E8E1nnGeU3UicGL0K9SG4QKpmFeG5ypebg75J2tCbFwrHTbpJHAW8MwL4lMRW4UG3tDvv7A0P3kMt/96h1aSUxeGwZ5TRIpamPYHRfs5BpjHXVtp/6aCOtDusNSFO5pkNes7Y7ZGeXklWV7ovnGhxXlesU/9+kVvv2V56mqko1hxgvdHrmBcVEjvWCl2+FGO2aiHQJPpOKg6QJFHbL+tfW8libBWa6DWdlNBKVTDDCIHD5VVXjvuNFSrHZafPJmyqC0bI0rKm0oKkmhHcstRVFpPtzNsLqmJuJ5UjpJ8BsepTXMM6soYRnmHuc0g9KRKo8ACmBtd8La3oQXby6RRJJhVvL+dg632txY6jAqDNvjEomb8aZJKUnjIITkXPTTOUdeGdqRoDShpd+D9T5v7kEJZFWOdZaVdhz6PCQHXQXzwqs2obojkkFzPApHaVVKwDDXbGcZa4MO1jkaoSWcZVjUdGNIREjjsdYyKiyJ8lTGIdnXjuc1tWYTDKSdbupCiC9cabFo6dNfFkL8LvDDwIvAm8DPee+/ueiFhBA/Dvwo8N3Af++9/9ETjv0J4D8EOsD/BPxRf4ld2sMOYyl1ROEFk9qD0aQR3GyDcZ6tUcmoqDDGk0QR3TQhjqJQU1gZ/NTfEikFU81jZ1TwrZ2Ce4nkpZtL0zQLOdtltdZ8uFfy2s0We7nmna0M67p0k1Dk/mBQ8NowZ3tc8K3NCZ+92+PVmz10rfmgXyOdo9tJAUFhYLUTEUWKflayk1lMlbE2LIm9odCOr6+Nud1VfPbFiNeUZDfL+NZaH6lrTJzy3u6Ab6xp2srx/Z/TJJ0U71VwlhtLWwVzUNeaCI+QEm08qhWoyRvuMoljOCl4Y73Pxt6EwSgjijr0s4q3H9YsK8Nzt27wD9/b5v99f0zL1awsd9kelUgX0UodL6y0WXGOnVzzXFciIxU6n8eSSamx07rTWAlGlWEpUQzKGlsZJKAJvtFxXlM7QaQElQ15crU2FHXNsKjZntR84laXtUHG73zYZzmG55a75FWLdhI/EgltAirz5tGosBRVydogRwnoFwYPjIF3tmu+L6/ZGORIqcjLms1hzp2u4vZyh0ZWNiZsML/8zG84T2k+X9YWTc3293cmZNPvH4zg/a0hL95cppOGzXN7VNFNBLUTB1JRgt8x1HK2jlkX85HVxu1gPVRVwbio2Z3kOBsCHKFnrWV7WPBiT3GjHdNJJMPCsDMOY5jUjioS9DyzQMt82dpuVlNqS0sJEPJUsohFsPApvPffFEK8Cdz13q+f41prwM8BPwS0jztICPFDwE8C3z/9m/+ZUAT/k+e45tEDGRSs9Qs6QnN7dYkqjZF4KqPJK4MkcPknSvLcUti5lZJY7xgV4Zhb0wL1fl5jpgmXUkqcMWQEoTAjG5xed31Y8PrDAdp0WUkVRVWBiclqTydybIxqBpOc99b6/NY7A4qiJlGCtYlmnBXspYIbnYg4ibiRwvogJ1GwOy7oF5bYlbxzf8hoqcVSSzIYjRn0LZPSsprC+l7OV+7vUQ8r/FJEe2zYHsNb20Nev7fNZ1+JiCOBkgLnw4R82M/46v0BcZSQRoFtAzhAh70zKvjSe9t87d11PtgtGOewfEPzba2arYlipy94Z3PIu2vbvL4+5tM9zafjBDc1rbLaUmrN5lgzmFRUxvHijcB/ttxW3FluTVNKQnlZXVtIFLvjnG+tgSN0wN4d1vQnOdZadgcjPtw0dJXn/ZEnlZZRprk/rrmdOrJJSZaVdDqKcaUZ5CWVBYTgOVosteXM71TpsNClCP4lLzwP93K+8uEOkYoY5Pt7rXHwwcaI51c6vLTaDmbVVDgW00L4dqLoJGqW0J1VjlEVfGCtZN8U66b7jCZKeJyz7A1Gs2uVNby3NaSTJkjRwXnHTlZzoxXTbR3Mu2vHgrwSj9QYz5t7TWRVSkdWhetbXbHWL8hz6E80w6KmsuB9zPa44L3NMb3Ic2tlCeMilDfsTEqirmBnYlntxKx2W7PNoDaOYVaym1UoHFJFRLFiogMX3vIFhdqiFNw3gP8a+BHCZtgVQvyLwPd57396kXN47399eq7PAy+fcOi/Afyi9/716fH/KfCrXKJAy2tLpaGsDVmpEVHNWxtD1vfgW+sDskrDNBerk0R479gcFsRKoquSD3cKbrdDukZe1zjrudFJuNVLeH45BVujrSYSgYWgNU1ENHXF1jDD25Ku8rw99KwkhmEBm3sjdirFznMRuRX0y4rdScnOIGNje8CwhBeWYr61OcF7Ryw8OxON9YKiLOlXAlH0eWMbdrOCl5YTNkY1OwP4YLRDS3nGWca9rQpRgSkNm3WIVL6/DW+t93nu9iraOG52YrxQSGd4uJfxYJRzq+1wHmIxTc+oNcMi7OQP+xO+8cEuX/+wYKsEA0xszVYFY2F5uzXgc+OCt9YHbO7C/eU+t26tomxNXjmcEKwNBIKQZtGL5bSu0rE7CblxrTgEIIpKU2iLxDMpKh7OhVq3MhhkNZPa8tbGiK8/zFhNHUm7w2riWBuV3B9YXuhG7E4KXr+3w6s3O3w2TchrS6wMXsiZ5tmk06RRiG4HEyomn+S8s9nn3vaIVprQH++zelQl7GY5G8OS7UlF7B26qslLxd44ojThPMKFXMhYKVbaES0pQOxrvbDf6HqQ1+wNBvzmuwPWRvXs++0hvLsx5DPP38B6S0dBqiS3OhLtQ7pIrMJGW2jPuKwZFvDKTTHLtZwntkxjhVIwzmpGteH55RZvrPV5cw32PPSLmrIssV7QigRa1+zkhr28Cr7ZdsLmuOLDvTF5BpWVxDLcUzBlg6l5f5DzwdaYRDjiOOFTtzvUIroUZt5F5eFfAPrAa0BjZv428J8DCwm0M+C7gL859/mrwF0hxC3v/YE0ESHEF4AvALz66uLd9NqRIy+gWIKNvTF2bPlwC4YONieWwSRnJ9fsDnPej2PaSrBZOF6+0aYuSr65NqYoxqRxG6UcvVab5O4Su7lhr3Bs743ZrUtWE8FnX3sx+J+s48H2mG/c22OlJai1ZeRibsVLxHGLD3Yy1jJ4607CjW6LtiA4kY3mXr/C4xlMJP3csj7M0VaT1x6vw05tY8gHQaVtKbjbqtnuw7aHYgj3N3fZGkFWBQ+Ir/fTLkbAzu4Y4Rybo5IyG/PByPFiB4aDPpu7kNwq2RxmvLU55ka3TaYtNquJpGC3nzHMSyoTzuWApAo+pcLDwz4MJxnfWoe+hnd2HMvbGbuZYSXR9DqOVBhqp7i1lLLaTbnVTcgqw7jUdNOIThpyoiptGBQlnRiMD4GaBhkwzgu0MQxHI97dGPHSEnzq5TZCSlytMcaTCss79zb58r2at+9X7GWGG8ojbi1hRczd5ZQOMCkN25OKO9045Bp6z6jUfOm9Hf7eN9fZHGru3myRl/tjSNPQ+HlQ1ORlTVYUvLk5YVyWtJIJLRXYWbYJAjxJYj55q8NYQy8JxKFpLGa+sEle8P7WmDfubfEP3tplbXP/Whse7m2PGeY1lcu51YmonWBnUrObW1ZaCim79FoSiWN7XGCsY3WuGmaeeSaSYC1sjyf8zoMRn3uux+4wY+jDJjUsa97dHPPKXUUvUWS5pqpKhEvD+zCG3cGY9zfHFB3IXYxzjtu9FnGScLsbSBxa0pNXNWNr8NJwu6doX4a9yeIC7QeYpm0IEbYQ7/22EOK5SxnFQfSA4dzn5uclDuW9ee+/CHwR4POf//zCVbLvbQzYA761BcZk9DoVG+Pw3biEh1sDfuvDCWv9EatLXT51I2JMyis9RVbkvL2+w/q6oUSSxJJPP3+LbuTZGBbc2xjy1sMhQySfWfE8f+cWqRIkUvDG5pC3N8fc7MLtBEq6KFOyk9V8sA5FElIAego+2KmI1TZ6IvhwW3N3Cfb6mn9w39DPg4kVEYTS4VCzrWFUhV3VTo/ZraCfh88ZQc2ex9peSVWVfLA7wZQ57+1pbqSwMbHsGai24IXVnO99zYY+CzLCC4nzjnu7I+71SzZNEGYAe3Pn7o/ht97ZYz0ENRmN4N76HqPK4JZa1NZTaEOtHbeXu7xya5naOoZ5TW2DxmgtoByV9RSFYcMXpFIQvKH72ByM2J1UrI9rRhmYClrpmE+sKMBhtaZfOt7brhkDYw/522N2x2M+98oqt1ZXudMWxFFMVpQ83MtpyTadVkplHXWtKcuczaHmnTFsjuekGWA19CeG9UFGmS+xM8x4b2tIPfG4uM1SInlxtY0gRHdXugnjcU7m4LteXOG55dYskqit553tEb/zwYC9zW3Wx5rNOQnuge1BifCWrLIsJYH1d6ANW4MKt9Li5ZudWcQxL2uy2jLKS9I4oteKDhBbNuVZazsT3rw/pGUdkfcogkD7cAu+fn8bLyVLMby/M2FjUrE1rhgWBm1zvnJvl289HLAhK7TqokwX5x2tVsr3vnqTOytdnLXc65fIMifqLSOswXg3rQu9GBYVaEPgNjDznQkhXp3/fImYAMtzn5ufx5d1gQfbQW0fAvf2oDU0PJh+98YI/vcvv883dqEq4BMvGeqR5e2RJNXLbA9zvrlu0IDFsYSjMtu0hOHNh32+/sCxBXRx3N/Y5v7uS7y00kJ7mGQF2SQ89K4A2RJsTRxv7xbcB5IaiiLnS/2cDwtY+8DwIIZ3NexM4N11c+CBHxclyUtY2w686TB9oA4GBIFyWJgBfGMDvn5/j997Z5fhuEQoGEZQ6aDRGQ+RqLmzlAZfUiuE6mMc27lhaxgib0dhHfjK+5PZC3zTQLxXsZOBdhmvRinCG7YHGbuTis/dUZTmFv1JxXI3dHyyeIT1WF1T1DXdJKU/KR+5lwdbsLa5x+ZeSW5BW3hvJ0N4S+kt40rw1uaE93f2/2YP+K0NeHejz3d+ouITyxE+StkdZQwyzagjeDgoKauSUjtGWcWH47DI+4euXzp4Zw+2J0Ne6CqKouDNtYLdCJZvlPQixYPtEVYpVlLF8nKPdlRQO8lqK+LlW0v4aTpHOxbsbu/wd7/2EFPAVvnoItgeh3k1sIaXux0i2aFFiCDHkefBtue9vub5lmVtUBBLeLCXUTvJyze70zSYEP2MlQh5lf0h93ZGvNyFO0vJjPFuQ8Pff3eApYXyjjc+2OTeOrzS0mTl85ja8/r9Hd7f1EgPKh2jhGVUWwoN6Jrf/9kX2Rjk3Nsckk8mdFYsn7kBd1QbfUay0KOwqED7b4FfE0L8R4AUQvx+4E8TTNHLxuvA9wB/bfr5e4DNw+bmRfC3N/Z/3oGDWzzwvz3Y/3n9YfOl440vDejCLMoEQUh8Zc0xWt/lm3MbTAb83gPPPzrMUViq2jCpHdbDwzEMx3DnuQznFLEPosAAuzm8+TCcQwNvTlfs4YVzEtYO3ZMF7u3C2ydsgA+Bv/17D/nqbhh7QojcpASBCLDRL9gYZLRalhdvdOhFKpTjjPYOaGRH4cGc5HHAVwfTnzfgdjejrizfeGAgqbnTjfg+H7Mx1nxnLPC+g/GQVxW/+e42H26O+fbneqztbD+yp29O4BvrY97cCeYvwN4I+qOSCbAioSe2eXjEGDeB3Q9yPpu8xV4FiSvpm4glUfKNXY3TNR7Bu2s7FMfcZzNJxzV86e09TA7bOvyj8DBnJL8C3F2dECXw0s0l1ldbjLKS5W43mH9e8NW1nDf6HDCt52Fq+OrDAR8MoRhK6N3ktbTm9+7l3OolvPvA8Jvvj+jYnLGNeflmm9a3P88Lq+Eag6zgvZ2cz97tkcQJpbFsD0rW+xUPljJ0mdHIfg18cwDq3ga3O4431mDLwZfetfyTnx3QTmI+2NHca3a2CjouhzrnvQkMJwUIwf3tXR4MJuRDiM2IdzcFqnMDu5oec5eLY1GB9mcILpFfAGLgl4C/CPxXi15ICBFNr6cAJYRoAcZ7f/hd/SXgl4UQv0pYmz8N/PKi11kERxMGL4bsiN+VcECYNXg9h2/eH4DuhEbFMqGXwnYVhEQ88mBqtvvhETjgvYfw4QXGdxxOEmYNfmtuy6jZ1/Aa/M4GfPpbW3zHS6sYG0gR39kY8H+9cfoTPe7y6x6++n5FpwUfTC/69vs7vLKacG/kudNVfOLODSIB94cZX39nja+tl7y/1Z89t3lsa/jg/b3/n703jbF1S++7fmt6xz1U7apTdc4d+3b37bRMbEeKkRUwAgdiEBAFCRCDAkIMkZIPCL4x48AXiKIQIlBIpDhBkRyC7XxIiIixTAY7HbcV23GaHny773TuvWeoc6pqj++4Bj6sd99dZ657697T3fF9pKOza9eu/a53vWs96xn+z/95IGYRgJPhdeXh9q0nj9MCf+YN+PL97/CFsWcyO+LeWcd7c4/xFZ3IefuSD+jvP0PLvwe8N5xUXzxfMZmMuXXvnFtLy5eOckZFTuHXT1RmEK3fX/vaGXcCbO7APFlQ9D1vncP1Q0gW8Pc/PEx6jm71CGvpfeBaqbl1XvHND+ZkMvClG3sIAVW94X4Nb9+t+OZD8QwP/OY9EM0Jb7rdGH7xa+/y6qzkjcWDn//aGk7Wcf6XqzXT0QlvvHXG14f7vraAdtOw7npWrePG06fsmXJZHFogKq9LK7DHyH8F/LcXfv6DwB8VQvwUMdHwAyGEmyGEvyGE+GPA3yQaCT/30N99X8nP/Npd/oXXFV9+7SVmhWCWwtuDr3ingd98p+YrF8yvN747w7yUNMAv/MYpWWh545bhfNnwG9+uuXnF7725DewN8rfug/nGLVqdc2Ok+J1tw+15xc//6tf52d+Ku/ON5eO3+Rnwt+dXHBDwrTPPt87gC6cnfGECby+g6yDNV7xxdc/oEflOB4fv3eLFwrGgBVtw43CfeWd4fJAgigV+dVA6N2se+OzJ/Uc/fwL8zLcq3l2/T6kcm6rlV95ccZx5XjyYIhC8+b6lAb4554mW6D94yPf9hfdAvbd5rLGwzWO838H/9WtnXBzWPQtv3Wv54uue/KOxuT9WLgvbeAv46YchGkKIr4UQfvAy3xFC+EngJ5/w69FDn/0TwJ+4zPd+r8sG+LlvO/699D63a8HZeve7HvjqR/Elvwfk/QB/+jfWz/7gFeUX3od9al7KT/lKIvj53zrjF9988sb+tOTNdfz3oXyKQ/iVW3D31l3cCO69Af3sgG88bCJ9AmKBr7xf82r2Ft+4A7+5Bl8v+dEvbAncawAAIABJREFU3UBLzS8PyupJyuxJchnP5zE6lq/ehR+ab9j00494xUflsi7nDeDHhBB/Ffi3QwjbR/y5K4/gt4n8yrc3zC3cebjz93dnON8Xcg789Ddrfvqb7323h/Lc5G2ANdxcAx98umQ2f+k7u9e/+D78p3/hK/zzX97/VK/5OFkCf/Pr7/Hjr8+u/F2XLZzqgX+OGDv+qhDiC8P731uE4t/D8q0W7lwlePeZfCafsvzyCfzXf+e74zL8+gn81gfPSi09Wy5dCRpCsCGEPwz8KeDvCiF+4spX/0w+k8/kMxnkN998/9kfeoZc1uX8sEw+hPBnhBDfAP4ysXj8+0pCCEx5ELn7mXwmn8l3X/7et54fsPb3XfwhhPBLQogfJRaQf19JZ/1vz84wn8ln8j0u3/4EvuNpTVLEhe7ovyqEeNg9/QD4i5/AGJ6rhBC4OnzvM/lMPpPvRXmasbJgV3ZkeTQBIIb3PgH0yPMTIcRnCu0z+Uz+EZWnKbR/7MLr1574qe8zMUrwQ6/A21dFg34m/0jKmNjz686zPviZfOLySYSCntb16b0Lrz+NapzvivQuDBTEV4d77xFrOT+Tq8mMXeH885CnPf1CwPURH7KvfCZXE0F08y6ThPtnPgHunqfF0P4il8CZhRD+3asP4/mKlJfbOopYnP0krPbEwPz5g9c/FSn47nW8aYlW0VaHHAMjBZ2GGyWcLOCdTwjDJ4EvlfCtxxXlAlZA/8k2Inqs/HbJtBc8WhP8OPl8Af/RP3v1Fr9Ps/K+85Tffd+KUQJkwrOmWRJLORRPXnxpCvv9g0wYKXFSn7BfPpJsg5RbOeTxpSOfhMw0lBbufUrf/zSZCjga7eoDBTCbwErAC3ua/amierv9sMD8KnJDwugpqz7X8GIJmyW88wlcbysXrcIxcJiDqePzLIDrCbx1mZ3/fSaKeFg9q4zq88cZyehTLH0KIfzRK3/796BYD5NLdpZRQEakF+l48KEkgAyQCihD/H0//E3CJ6PQLiqzG3y6LtnxFEYCfuV+3Hw1O2qUT6M8a0ZkHOmIB8ONQ8PdVc9doCyhl9D14LXhd10vqdsOboUrK7W1h/VT/I5JCdO9gsOu4tbp5ayLJ8lFq/casFfAnQr2Eri2B3ZQaAnwA9dB3IQ3r3C9h0UT1+7FdTsirqtPYn1eRmYZ7Au4Xz99/c6bnvXm6j7CpSsFhBCJEOIHhRA/LoT4vdt/Vx7BcxajBF397GWq2bG9KuLCvth2YgaUGcxKuFbEtvJq+Lelg8rhiR12Pqo0wF75CX3ZQ5IBh2NDXkpGxHGPgQMFX35iO5uPLxqYptHynRCtsWujhGvTOK+vTOB3X0957SDncwc5615SGsPx9EHmz48j+wpenl5Ail+QGfD6YYqRglXPlbPhCfE7BDBOIVFQGCiS2GV+yxfiAWFSvvBainnitz1dBPGZPXz9g4feO8rjHH4Kj/UR0cDr1+CHXo1je9I1BdAFOKueRpR0+Ws+U4QQPwb8DPH5TIj1pGMipdPVHd/nKEII7myebetsVZ5nRxSY8SDZghRgDMw8NAVUVXw4CdGqKfjk4iQKGBd8KkerITa01QPo+EPiOgVJBnI4Xbf69KpD2AP2CxiV0f17cX8EMkGJDaMSypGh0iWz0rPqY2/Lte1R8uMpmdGFMR9P4fr+Hi+/N3+E9qgHMiMZFyllumFPgvbRwrE8mWTxifc58IMLINGwqWDhIFWgCeQDM1Auo5I7Lkb84Lzl14cYxnajXUamROvkomu7Z+AohfcHKglz4XcdcS4/Kev7YeLTYrhekReoVCDZPPYQgRhKKY1iml49eHlZC+1/Av5YCGEGrIb//3tiJ6jvKwkhkF4yP5wSLbQF0Vq7OFn3gWUNnYOVh8XA82+Ji8UT2UuvfuZEaYD3PqUA1xo4bzxnTdy8CyJv1roDIXdWUQFcS+GqfAwd4DwkAqZFAlqx3KxYV3Hjl1KSmNhpvLOx0fOsLEHurN+PsvTXxOcYgDsbcCEwfky4xgN3lj3OOo7KhOO9aEmWPGr9XEZaF5WkADYNnLm4HqoG2qC4sQ8vajjeA6ky9sYpXzjKmBGtxS9ML6fAS6JSTIkW2SvADQWHY6guuNeHQDW4uQa4zs7rOAa+eAV3YsYOkLr9zjIBLT2279Eyfmb00N8JoFCANLTuak2G4fLQjy/xKLnj/0BkO/njVx7Fc5TeBV7ee3ZSAOID2ja3v3i6QdzUWRo7LgUfF64nbrhPA2lcc7V4ztMkELv9ZCZ2jNoMGUUH1G28LwkUMrpN29jax008OkBJ6AScVB09Ao1g3YGzsNzvme0FTJ5wVGqkTqjqht713DttaYbxXMa6MDxoKXcdBOu4UcK7ix29+PazWnnevL+mahxViD0JCgHtRywzLIhZ2w2Du5VEuuzeQZbAfiowhaaoLMHB/cUKF6DUkht7sKxic5nL3GNC7GUQhntQBoyGPBUcpYE7G0gllBrud4O1L2B/AnIJywAvzGJC5O3m4z3XE2KccHt4CKDu4GTZMNbxAHMKrmv4zoWbyohj1QSMer5NUiZEuNBtIcQPEA2QhxXu97wYJVi6bZj/6RKIboNx0fUqJXxriFteK+CFaUbXN5xtoKvBhLi4xKW+/aPJHnEhPiso/nBm9LKyn8KXryWUSY9ygXfmUFs4a+IizYBRBpsQlfYUntlH4Gnj6n1sqKuAMjXsp/DWqGPVgfWCPmhUkBRZxjhTvN+2jFJDlrXQXN5VCsCeBmOjZSIF9CJgjGAkQuxfuZ2DBBKV0ATLeQNNBUURN8nJR8SlXQzG90A6JALWFoIAbVL6ekPVRWXZCs+iX5IQEB7yDBaX9Dc7Ynxqex/3e9A9HE1hb5qzf7/mvIekj7G8SQdJAUdjMCn41a5L+wHPXmOPk3K4vhvG44Y5OKuhVXEuUh8tcNXulKYiKuBZmZLlV4/sXdbG+yvAvzi8/ikiPfavAT975RE8ZxFCcJhd7gxSgBdQ5jCbwheuSY6AYwM39sEoRWoSkgSEiovhevHJU5CkwOem8Nq1R7/74gM0RIX6UWULUZn3Cc4YXJYwziFJ4aURvCRjtupwHDO7HR/dlb44zhowMiZVhIrzfLQ34odf0Lx6YPj84QiNpWo6TjcdHyw6TqvAed1jfVSm1y55XUtUIi+M4t9MxjBvLDdPA23YzecYuHEQGxpPioQbE0GRgu2haT/6/a7ZHW45MTRhhWSWCo6LnFcOMmSS4Oxu8xdKYhJDF2IrwsvKvojZ9q3H2A3XLo3EBdAmzv8mxPjdjX3IsqhsNjVkImZ3E3V57+LiOssAI6JSc+yUVQ+MDFyfCA4UzPbiGtpaQZoY5zso4aVZzmsHV896XbanwH9y4fUfF0J8lTiun7/yCJ6zhBC4u356UkCxS22XFgoNI5Py+QPJ/U1NH+BwnLNG411PrhVHM8eiAmvj3+bEh36VpMA+8dSbJPDKgYR0SrU5591qh5HTRNdmm518Sv8PYLfJLlo4KdBaONts6FxgP5HsjSSpAxU8JgFvoHHRwpF89MTAxSPEA/c30SrQGaAUwiTcODokZI5ipOms42xuUbLmlcOSV/cT3r/rGI3hFQXzDbjN063EjKiIDkcwNXDPxLidDALJLoOdD68XDbw0k0zyFCUU627Fch7hIyPiBr0ssMAR57Ukzpn3cLrx1BpePtTkOqHUgr1xjDUdTzIOJyW2WXLnHLx8trWRAy9mMXO6siDbGP4YA2UBQQo8nsMiJnjaLh5SwkTIyEZCGDIJfRddQnHJIprpMHdnw+vZCM7Xsd3hVibA8STldxxl3NosSWyg9bAn47Pf03A4gaIs2MsTevFxc7w7+VjlUyGEX7rylb9L0rtA558eUt4qi5TB6lFgZOCDpWfeQVFIrPMYBa/sl7RSsVrXvGEjzfYWTGi4mkILRFezzCA3Gp0KbswipseI6JbYIQvh2Z30TyteeNLB7wJMc0NqITOGzHUIG1vs+RAtM+siin5fwj3/8WNokhhDa4FCKQ4ywVh5lHLsp3A8Mix7ze2zGik1s1yzaTrOGk/dwKmIVt42tve4/ZcRn4EYLrgEhIiK4nCccT5vqIibcZv8yQ0cTjKqpqfqLNdy6BvYmLjh5x/RTHNE7JmQQ4azgn0NR5OWTZuitWGctMyKlNcPS7xJOHMlQc3pu+gZFPXjlWgOHBegElhtIOgYm+s7GOWwX4ISEueihSokfPG6ZFF7lm28VzOY5nUArSHYJ0wm8SAM7NaWY3dg1EBnoVRQ2F1cMhEwTlOWreTkPLYRVj5e71oa14AScKPQ7JUJ0/TqSYFLfYMQ4hUhxJ8TQvy6EOKNi/+uPILnLEYJfvdL42dq8u2GMEWMecw7y+m6xfaQhUCWJDigRaCV4mBa8kIZ18N+CaM0vv6oMIOEqBD3geNRBJ0KI7BSY6Wh6uOi6n1UTusuViq0xOtt1+OUqAwvIynxlPcezpueRVXjpWIvU8zKlHEelUEYYiBHBbxwBZDWiwKOJnBcwo3JmKODPU4azTfuNNxe9mysYKQl43HJrEhYWsH7i55F5ek7aCy0Tdxgj3uOkvjsNDHeV/UwVvDSBK6PE8apIkmiu6nFbs4PC8X1aUKiBJ0Dk6SMRgIzbPiSy4cTtu7/1MBLU8Eoi+8FCeeNY9E4tFHkRYoxmkUXuLPoCX1DCVybwsvjJ+MYJ0BmYbMCqeKhmxoYT2DfQKYV41Tjg2DZRGXatZ5JpoYDekhkKTBqF15Jn2AkPS7McMqD+q8e1uTW6jUKamexXUvVwXkXLck2gHeDws4UJAlaKTb980sK/AzwLeC/4aM3g/meEiEEvckf0eSCOBk9u8zY3gj286g8MqW5MRJsfItXir5taFyKyCVKK2aZ4nQ0wpyt2TQQVDwF6/6jYX064obUIkIGfApZIXlpL+W8t6zrCEI0xPjHkrixtxlWTXQ5JB8taG8dVH3HqgGfBgrrUHmOkgpHGzFpA8I4LeG6hXc/BoipANICUII00WS55oszg0MwXyjuLTtO1i2vH+Rc30uZaMD2jJPA5w9S0rTFVtDkUK7h7f5RKy0jKunUgLAgBstyUhiC0lRdYFZqDseWWRY3e+3BIlk0IAgE72mtI1ECXQR8Gye3tE92Owt2Cqgnbmino3VUFnBNwjSDFyY5s1GK7TsO8oRRpjjf1CxbOCgMk4nlgzPLSjzeYJLEZ7208Yeqgbwc4A+D23jeOIyxjJUnN/HZzTtIeodSkBoBNrCo4udtABXiwfUk2aqbGXAtj55CAnx+BnkmuHMemDVR+YsQxyRVikkC06JizJAoqGK2t6phViqmCTSdRYSrF+xeVqF9Gfg9IYTnRYjwqUkIgVTKR1yvrTktiJbN2MQ3OwvTQjKbZhxNNLdXHfM+0AiFMZIgJUeTlOtlwma15OtZVA6tAOk+XrmSBIoU9keaxjpMmqPTlK7qscAkj7ijVR3Lrpph7NdEDPyu+QglIAygURezmqmA4KDqLGlmuTZOeP1azqbzFNLSrh0aSArN+NTyUUkpeqKb3DSBTHlSKdFJFuOBSqKMJFjH7UVN7wU6T/ACuqBIkpRMWuRYYFrLd/pHrQZNrAYoy5h5FjoeDqse+qrnYKQZZ5rSjGlchcKjfc+5g/3MkBiF1AqPp+s9Lnh0GPB40zjn9x6j0bYlb8UQk6psxKG1FhyCNAmg4Gic8dLBiHFpqGoYWUlpJF0PVV+zWG04XXjm6ydnyz270rvOwXQUret1C9pBrYfn2fVkuaZMYvzTEaEyaQCtUm6MArd0T117qh6kjkpY8+i8JuwC/j1RAY6TOOH7heTaNCel5t7Ks+4Hi7dUfOE4J5eBl2ZrDB6jA+YssKjj3KzqjjvnLZNxT91fXb1cVqH9NeCfJmY3v6+ldwHfP9nIDEQXruuhdNE0DsJT5j2t00gR6JxDuYDOcozRFEpiA6y8JiMWVQc/1CJ+hLGVDCl+IE+hUI42aKSHRAhmpcKEqKxe3wNxI+dsUfOte/E6eRJPWdd9NNhIClyfQBARO956qFygRHF8MCJNE9467RD9CiFdBA839kNw67PidhelB6o2uq6JdkgZ6Pue2/OGlRXs54aA5P7Gsap6jvcC16fph7gPnaSEruJkswPZXhRLVCT7AXQOqo+ZVN9FrFY2gUluWDaOzlpWraNqo7vV2oAOjtJICLDpPFILUh2Y93EtEB60CCXRvRfDvVkJ2safD0ewl0MhNW3oqDvwSJQI9F6QakHnPKn0HI0VSpXcW605rTpOiW7lk9hezoFJiBlC7YnwkxbmTazCKHNwQVA3PU2IsaqDQjEykveXPed1w57R7JUFhVzTrKKyelpG1w33KYihDnyM2d2SHus3rHpYuyExEKDzYKTi+jTnYK8HW3O2rvEiUJqI4byzBMKKg70x6hNgObmsQvuPga8IId5k1wgZgBDCv3/1YTw/MUp8WAryJNmetlLHjFDVwcmmZT+LKXXrBWsLRRA452gD5N6TSsgzReMdwYI0sFlfLjMm2dXjTdLo5t6pAt71ZHs5k0wzbxztkCFaeTjUkjwRHKQhBnZTCE0sJ1I21qU9Ti6WvChgmkOZlxxMS05P57y/6hAu4uqOMsWqMfR2g/MSPJx2IP2ueD/l0eTH05TcnJjpcgLWdc878xbnAvspbHpJriGVno0IeOdBgCcgjWTiBVVIKUxLzi45cFGWgFrDtQlMsugCZQpOWrhXW85qS9sHVq1j3cTDo3PwzrJmfFIxG2lSrWhUj3EhJlxcrAwpkwHIeuE+9XD/gRjX2lr7Z+sYdqAUSBJM4ki1RgiB7T1KKopEsWot89oiQ2CkA6MURtUu234Rw7cFNNvhGW6qiHHbWk+eeC9pAwGPEFDX8R7LJEEaRVX1WAPL1rKmRQ181PYhXuqLllrHriROEi/UDvNwuonXbG08UGeTaOlJIaltYFJI9gsFXcKmsTjbxkPEDbFfBdcmBq2vTvF42W/488N8fZPv8xhaCIGjIgbdlzyaqVNElzM3MBrBLIXWxyxjkSYclSnLukWEgLM9WqckIlA7eHE/592zhs1iw95Y8qWZ4as3WzarZ1tMB8B4APLYDnQCuQKrBBLHvXXLuvNkPmaHGgvfOd2QivjZ1MK1kUCPAzcXPNCh/aLk7Koe+uH+hYjB8pcPMuq2JGkcTnm88NzeOIS3EALSOYwWpE3ADBv7nMdbSppd5vVhKQEtYZolHI5ScgWJkdwTkk3VIIHjsaHIJE4KNn10qUQA7yWZtByOBKUO+NMIW7moPDsiMl4QrTMpI3TiWgZlKjESlLQoDaWBSSoxGlZO4Lwn1YpCSU5bWEuQFuomjqGyjyq0NfFanqjYcuKmt8DJEpxoef0w59WDEqRByICSkhsTRaoFN+9tmK9a1l2P9x6hhkJuGa+p2CkWN3y/H+5zESJQdaJjRrV1EaiqEvADaDi4GHetfU/au+iO+5gdXdEjbMTb9TKuBRl2+Ln+wr3a4dkVQ3byvov6LxVxv6gUQh+t1JGAJDccjxS3FpazdYf0LUZYsjRa6QsidOO4SNnPDZPs+Sm03wu8EEL42DyeQogZ8OeAnyCCtv/zEMJPP+ZzPwn8lzwYS/+hEMJbH/faF6XqPJ3fLcDHyZK4aI2ALEu5lkhEknN9L0OJjjuVpSfgvQfvEVIiRGATNMeTlGXTsGkdb5235ElUnhseLLO5KDlxY2kPJol4IA94pRgnkibAvPJkRpCPBckq4LpYeiUdrIYSmVURuDGSuN5/eOpskwQVD2ZCFXGxTokK8bSGsnb0XY11npEOaKFRwnG2aqn7nuAChdHsHYCSmg9On3y2NewO+3K4/tbaOCxgvxSMsoTMCIxS9M5ytmqxrkfrHA9kqeHFacL1SUZrPVVnOVnO6YJEK0GWC47Lnm7zqDWodUTBf3hRnTDLNOOyoEgU81YivCBPAsoYtPBcz1OOpmlkw8hSdFZRzePfJyq6rB0PWtxb6Mi2NHROVLAFMZandJz3zrkYWxKW2SjnYJyQGYX1lsQoXpyN+WBZ8/7phs1mKDRX0Rp/2BOr2ZEgbJ9A4SFJYqC9ayNk4mhqMMIiRYRMWBsoS8lhBo1MMHR8cDsqM0RUZsmAY9siOC7Oa8pQp+x3kKahDDOy0/Qxiyt7kGPNYZnQB82+crS9xVrLfONYrKKFXxCVbuc9jQ80NnysmtmLclmF9g+JRsRViIn/V+J8HAO/C/jrQojfDCF8/TGf/cshhD94hWs9UYpE4mXyoTn/sDjipAQRA6nWOZQ2TLIEGwL315ZV4ygKwUvTgiJPyaTAS0VOS++hlI7bLZwuYNFFZfYk5amIi/JeDy8k0Qrp/ODGrB0r4cgyh5xqynzCy5MEi+eFHM6tZNO2qBwWNfhTSKSnSOOpvf3+bcE87GpTtwptTazh+/JxxtrBeQOVD6QopoXGGEMTGs43DYmEvSyhaTrO6Z+KKr84txVxk2zfkxpemJYYrTmrPIlpEXgCAa01znZsakVWpNwYJ2Spoe0rVPDkRuFrixSQScdeDuebOIdba1AQlf3YgEVzUGgCgU3bIpUhOy7JWo0NUaGBxQlFZhK8UNyvA6mAoyIl2Jb5Zne6thfm1LDD/o1L6JoYjJ8QS4xmo+iqriu4JTvGTUeSFxwWki4ziETihgPx+khwbTTixZHhq2/O+fYKJn3c9I9L8CTAkYrW1OmwuGyAvo2wiHEBaaIpTIoTLT4IDkcp1qtofbuAQVCkgTt9XHczHZX21vMMPGhhS+K63HIDWuJh7AKctTuYkihAOIuUiuNSseoGsgFpkMCi7lgOyOzGwZ1VT1VbnHt+Wc7/F/h/hBB/nkdjaD/1rD8WQpTAvwr8zhDCGvhlIcRfBf4d4D/7aEO+ukzl48Oe22DvFt9kgLq3LNqeIFrKLKXuHd5DnuZcm6QcjFKO93I2neXWqeX+quG8j1ABH3axlSfJhOi2bYDbm0j+Z0RcWKsmuhDXpp5lK0i6HqMN06zHC0euJVOhkI0jF9DbiMCX7S620zIwGgyv9xjQ4naXhW0tfHBeMy0SZplC+IRRohnnhllmuDFSvJsmuGCpgmI+ZNQuS22TMZT/EGEL18dQNy0bJdjzNeeJJNeBIBVd11G1oLRCW7i97mFtuXl3yQfzDVIEDqdjVpuKtxcO30FioOx345kQkw774zG5EvRInO1ZtC2WllRJXp1l/Pp7iuADSit8kNRdQ9MqCh3IRynXJxIvJHVfs+rjfBbEg6Albuh0uD/bxUPwhQxCG12yhBgLDTIqOicNKgTem3dsfEOqBftFQtNaTpqBE26mOTiZc7KOSkamkLSPQn9GRC6+poNpGwvNxxqWKcgmwiJC8GQmxTmP0IYbk4SV9Wg0y86jhGaa1szXQ/lbiPeUDPf2pGqQ7d7YYs7aLj7X/XGcg0UTy6omVcvNpeXAOBKtuTFJkaJlvu7ou+h2TgrYzyXLxtK755fl/DFiH86feOj9QKztfJZ8CbAhhItA3N8kZk4fJ79fCHEG3Ab+lxDCn77kOJ8p68Zyc2WfqGTM8G+aQxNgs4CmaummMNUWiWdWxDjMpvN8vlBY4O2zhvfPajprSQUcjOODvnv2YPzsoqKRPEjfDTGYOk1jrCb00XVzHrzrWFSGtQ2cd4FNcIzSDJGlJFPHke2p+ogCX1bRlN6q7ZzIrrAMcZEmPgJpWzdAPhzcXrfUXpIWBV/a18xXG96fN7w2S7g+m3Bwr2ZVNeyPFC/mhlsbWM77D92vp3Fr+eF3HVFJ363BhT66vPkYTeDWvEf5nixJeO0wJUkSpJJ01tO2PZu+Z931pFJQphYXenwbA95Cw/GQCDknbrJrY8ErByXOeRZNz7zp8T0kI0WZSLxNkHhqG5iNFB6JDYJ169GDe9pUPU3nEB7KdNjwIhZ5D7A07PAMQx8VSmlguh+zgEsbs90ywOHI8MOfm3G22HB7bRG9o/cCIQRJmhCaltN1y2JVoUUE1S76mJ3dS0B2DyZelkRL3ifx2suhCLxvY7wwS0AgMBqElEgJffARRiIESEXd1iDhsBxKoIBuFZ/XNgZ6UboLz7hgCFfISDw6LmE/SxHEgKd1cLKuOV/WTGYp1gecEiALZLJGakuhIvxIG8M0V0j5HOiDhBAC+A+AmyGEj0vvNeLRA33B42mm/k/gzxItwR8Ffk4IMQ8h/KXHjO0PAX8I4JVXXrnUQJxzNE37IdXKxRjBNrbUAes6BleTJLYgWDq4u3Y0vaDzgXXbc7bpWbYeKSxN3eKcJdECa+HsfGcRbTtDbWm6+wvX28qYAf2dw8sTuN0oDjPHrVUEiK5tQHpLJgUvj1PGKmHpJLbraaqWxAg+t6e5v7bIBnwbr9szuA5hF/tZ94M7vf29h1IJ9kqNd46+rTk5X3K/F1wrBT9wPGacJSTC0wZFnu8x8TXqwuyN2FF3Pyzbze+HuVBzmM2gHCe8ONU4qUiUI8gEqQyzSQ7SYG1P7wOIgCRwOMoRAjovaKxEJg7h4Lx9MHgtgMSkCCyLqqMPAi8EstBM84QkMTTdhnXvSLQk0QYRLOdtIFeOaSYIvued+0vubnq6OiqOcR6pleo+zml14RmeEpMH48HCPsgkPnjWG3ApvLRXsldmrBqHXW5QiWCaSk5rGz9blJyuWr696nhvPnxvAFnEuXV9TABsJSNiJKsmjmM2JD+yLFIwWQ/jRLNpLSfLiiwxYBMcgs4JZAgUWYFWPUK0EGKyqW/hpHu8dXbRIdzSp79Wwl4WcX5G9hTS04QhpiYEIXg2XY+Ukj0jQMMskywG/OSmBVH10aIur94x95kKLYQQhBBf4+Nx3G1lzaPsyRMeE5MLIXzjwo9fEUL8z8C/Bjyi0EIIf5ao/PiRH/mRS9VNuABaBJSEkY8b7AFaG+JGv9tB2sUypr0SXr0x4oWx4R/cXNCsO8ZpYJRpUhGjDWVucEFwbxW3KM3kAAAgAElEQVRjLvcHPI8abvRZzU32IZo5HpZdPO1GqaOmZdODkZpXZynv3vekQTKbaBZnPXXbo3TENt1vQuTvGsNkD27ejadCxY5PbQzMkqjEKj8AaYEezSw3vHFiuXW+5r274FXgbFHxTpqwrHua3qOkxOmOUao5KKObbIiL82npb0ncmBUQQnSp9wTkeca1UUKiNcJ3rK0kWMu8dwgE40Rwt3Ys6h4pFEcjSeVAlinBVdytdgX6F59hUzfcO1P8w7OakfcYDfvK8Mp+yl4q+Nvvdggfa0lnZcLN+xV3NoGjcUKSZrx9d8XtZU/fg5MxI9jJWCWRZTAayDC3lDmKgRrHRyCtUQqlNCZ0+AAnTct+5TkaGe6tUrQSAwbORx46LXlxP6fdpNw87+hqGI9ieVgbBIkO3D/fuXlTFTOZpovPsbDw6gxaCYsNlKlAaaLV13qU7OgxHI4SikQhhUCKwLpz6NPAugtkwnKuIkzlMpAwAyw30TUOAs57z4mLVux+AvupIUsNUiimBQgZ+GDRYdFY3TFfDkmV1tP2ntRcnUnwsi7nbxDdxm99zOu8AWghxOshhG8P7/0w8LiEwMOyzVN9IlKmGodm458cI9hmkLYg0KBSXpimmMQwSgVKgu89fddR24CWHmcdIniEBx12GSFJ5P0qn3I9CQQDSYibIxER0a2EZD8X7BWG33GjRCvN3VWDCwHXC86rmGW1fWRT2NSOxsE0gb1EsS4dZ5tdadT2WqMC7q/iePZCjGNcGylQBuFXNJ0lM7GOdZQn+L5j3VoyepTWpNKx6DSzEcjNDv7xNBkruDaCTRdBrNZDHTx1b1Ey58bU8N65w7nAzfOOuveUiYCQkpmADYq+a3i7V+xlGUUiSYuSUbfh1tmOfnqLzzrtwNQ9WI/KJbnRzBvLu+ctRbrB0POlF2bspYKzxlF7KNOEG/slXzjIcX3LZp1yb91xakNkoSBaSilD5ygbr6eBmYQvHEKea85WlvmmJxXRFUxLMM6zqSpCanj1IKV2gsWmoQuKUaKo2p7jccr+OEezIingxWlMd1ddYK8MHJ9HbGFCxHAJojtriK5fkqVcH2U0I0vjBL0LWOcpDJSJYVZkvDTL2R9nrBvHfFXTtC0BTWEsNiRoHfF9e8M8znkUaJuz67c5GcX1mg5Yvq6Hw4nixVLSKsO1QjApUuad53xTc+usoa5rEjGU7wFaQaoCVecZ51dTapdVaH8L+BtCiL9AnNMPjZrLJAVCCBshxF8B/jshxH9IzHL+AeCfePizQog/APwd4lz+40RQ739xyXE+U7JE89rxmJT5YxXMlp12+zo30NiOX337nGmW0PQREnC/9sh5xSRP+Ny1ET4EOusQSjAbBYoR3L8P5z4mB570mARwXcUN0qrY69MKRSYE03zgelGaPgju3q/w1mKR3Fn1zLsYgxCJwvaObihHmY0SOg9SuQ+zZBkxINkCt+fRonGAVdFF2vSgQs9sZLB2xLlZswkm4ra0wqiADxoBvLOwVF1HfaGTjweOhms93HXcEON0yxYyPTCrGuiqmq+9L0mVpHOeb32wYpxIZqMEQuB+FbC+RYlALhzCKJRUZKlCq4Rpt6TNJdcSzzvdbuPJ4dm9vJ9ysDdipB1nG4cLgqZtWdQJaZIylYG+aVjXHYep4vjaPj/62j6T8RgpJWdVz731PcRAZ60CzCuoBlhNxY5c0Qi4t4bC2VjLSDw0Fi2MLNxWLRsE40QxG42G7KwD7UiEAiS3Fh135xVWQi5gXjs6F+dOhRiOUPVwQA11nlkJ402E+0hhKVPJOFHcXVuM1hyNckznKBJFnimE0mhErO2sW07WFdZJro8yqt5SpnDoopKp+pj1vijFsGYz4KVZtMxaD6UWlCZgBLw4zUgVNFZQWc3IB06XPd5acgNSFFi74WRADEsJeZairx5Cu7RC+yeJdNsPB/EvmxQA+CPDZ0+IIYc/HEL4uhDinwL+7xDClvft3xw+lwLvA/9jCOF/v+Q1nilCCF4/HrGXRTbWB37H7oE1RDqUWQJNF7C+RkrBREv20oR517GoW+quJ9GKcZbghMDZCDplGXE9mtg27Un5m4KI9FYp9DXUBq5NBGVhOJxkIFrWVtA0DWe1pzCCNhhKGRBKkArLpvf0IQal80RgbcfdBaybHfBz22IvsMNSGSLrgg9wuqrwQTArDEXmuHkKS99ze15zMFEYnZIph/WKg1RghGHV79Ide8DLe3DnMa3kt6wX95oYSD4eRwutCrBaNLxxZ80L04Sq6/AeRoWmzBWJ9ZhEU60r7q5qlBR88WjK9T1D1fc0/YhD1ty6335ILACRZfjaOGNvNEL3jrsLR54YXssTvJBMckNVddy8V5EIT+cDLiiOgUUn2QPEQFuEkmjtGE8SCtex7CNQVfudVeqIpUeLTYyxXTex9rNQQ02vjmj6Td8wvj7haGyQRlN3NYva0feetndkRnBaRbNv3Q8EBx5IJH3w3B98+q3F/eJYMpKer/sIwp43gf50g3MBk6Yc5xmFEfh5g5ESZz33Nz25DtyvPJsO6tajpEBLz6aNBJpORWW8rW2+KBd54e6tI6OvJ5bKZYkhzzyr3pMYQ5lL6t6yagIBizYJL2aSN++tqHyssR0beGGUkWpNCM+JbSOE8ONXvVAI4Qz4Vx7z/i9xgco7hPBvXfVazxgHy8Y/9jTYBnodQwsyGV3BzgICXh6n5JnGC1h1HZsuMK8cwVuMDEw03NUxe3irgtOwy/49qQyoJ7JmBAtpFi21ZeUwOlC30fUyWuGCxCjI8oyRTjnMc9IqsFyvES7WnLQdbFyga6Ml0YWdJXbxHrcnrGDAvVlorMeIQPCO+aZl08UP1x301nI40oxl4ObSczQuGHt452Rn43bELvKPu89tedSKgc6nijitkYE6OBIsnVUoEaisYNV4rk8MaSIJBJquZ96ANoE7q5ZlF+i9x/YtjY2JG9odsUCegpSBqut497Ri3fQcTQuuT0d0vaeygt5ZTjcN+1lglGT0AdatZbHe8KbtaHqPDB7Xe7wH3XVkheawtJE+3MP9+a4hjvaRpr0o4nzfX8UDY38cP+CBw1JzfaxQWjHVjr5IeHEf3p+3zJcbbp33SGcZJXEuF0vI9+E4FVR21xKvJBIU1J2Pmc0urrWgPL3tmBaGF0vF9bGm6SzO+xjTk2CEoLdwvmrIpOWgMKx6we1lw0lt6YmZzoYd3GYbnxTEErJuWFCpiFl5IWBsJGWekAhHZaO1Jo1BqfgBow0HhaDqFHeXZ3xwGmPTLx0oXjuakpuYwCiyj8O5vJNL1xoIIfaB3w+8SIRw/LUQwsOog+956V1gUbU4GR/Yw2U7W76rFXFRvSLjQu2loUeQCEXtBX0dg8S2q/j/bucooOpDBNaGaPVs2RKelhruiOleOYAbSwm2D9R2gfA5vXMInTE7SMmNY7FxHCQRs7TuWs6co22jgpYy1o6u24GyJjxanbBFd2/jIM1AAj+znsNxQhtg3cWWccfTlP1McLK0ZKrl7S4gCEgZaDr/CE10W0V37xUBZxeurYlxveAir7zX0QIREorEsHaC9aKh6R3COzQ5MljeW3r2kkDjJJNs27/RE+rNwJ4rMcJTZvBSDed2aDtYwXntOKg7zjYt3ges7bl5b4VRkgMZAa1aQiIMx9MC23cECYuq59v3aoIP1HXDog00LZCAtI4i00gCq437cC4F8SBUQ+G6dhFKYcqoeDYDLg0RuL92OGpOtSDVmqRQ6GC5u645r6OiNyrWD1vg/inYfcfLE8lL+560ipTZ6x5uzWPsTCowPmY8RxoyBOvO8869llXbcrqpGaUpx9M9Pnc0om8rGifJpGbR1SyWPeM8JhqklswPPP0iLtyLYZlAdC+3zBvrLkJlXt1PuDEtmHeRh60NgrNNT5JaXp0F9nJDoTxVK3F9RdPF/dH3kCrDrNS0AcLH6obxoFxKoQkhfg/w14lJgXeBfxn4k0KIfymE8PeuPIrnKEYJUq1IZMws3r7wuy1Lbc8FVLSNAU/X9pytG0YJSGfpB5qdNii6vsc5hzaa/czQe0spAsuwKyZ+WtBcEH1wLIRl5JFqHbx9v0YbwXEpqF1KoiWNg5NVxarp6Z1lUTnuryDVA1PC4Or4Aez2sDK1RJzScQYijQqmlZBkhvO6x3vJONU0uSXXAqUTmvWG9zc9AvjC9T2Ocvi7t5ekOeTtLoPaDfEQJeKmvnhNlUbQabWGOzVkEiYjgTKCpm4QSqKEp9OatXV0ixApbzQYrXhpr8CGWLnhg0IHT2EkiTFYPJvO0y7iWPaJrrTAkyiJMtB0jru9ZayhD5JM9BRZilaROscguXVesdl0zEYGpKbrWqSIinc+h5zA52YaGwwhrJhVu4YfszJ2zdIJ+D7GoJyPh6bPBF0bWNWOVLdxDaYJqVHcqwVvnVvOlxHgPInhNHqG3gsO2gVYPNfKCBk6W0UMmhQxhpZ6qN3AOivhpOkITc9hllBmCkJgUXfUbUemAZswyXqkBWctG2ITGS0jpi+TsDcG28C83lmGPRHL2A0/mwBuCZO8I0k8ixpqI1BCUjuPEzLCRoBby57gHZtqE0uzVLzW3VWDuVvx0uGYRD2/LOefBP5ICOH/2L4hhPg3gD9FDNx/34gQgt65D7NhF8URLbOLZS73WjgQMRV9VnfIuaQLIfYOECBsiwwF01HOJBFs2p5mHdkvHle0/ST5kNo4RPdlUg64IBvwUtJ1HXXT0rYtVQjU2pIbSZIInAicbHY1fiUx0/o4y9ATrTRp4LCUHJQ5lXPkWmE7T+862rZn2YEXLYmUaBmR8CaL6fhN27PaxLjRtp5wi2nzPv588d63fGup50Muf61BmkitLaWiALo+4LyFLHA4ldQhnuyrtkOZBO8cbePYtC1BGQ4LNeCsPNUFOqEG4obynkTrSNKIo9CSUSrYtBZnFGMTsC5QtR2ZCrRtw82lpe9L9kvD6Tris3SISZObp2B0w0szHZ/RKCYDFl0E3l4fxSSAJD67PInzcX8RMBoOp2C9Y9M0BAGvzVKMDFwrNd1M8taZ524Vlcu2WiUwlD71YJMYj6t9tH5fyCKs46yJ9Zj1JsalZgV0BCZ5wvHEcG/dYnvLnVXHb92eR1aQNGGcCRK9RrmOoGNc82wZqeWPJwmd6SKJowLlYrInsAujVMN6vbuE87WlCbFO92Bc4IKn6T3LztF7T9u1VHXFrXlg3g73ZaFpYF011G33XJMCXyICXi/KzwL/29WH8PwlM4bMPD5Qf9HobQHfxJZfhYBNZTFhTQixVjAVsHQBuWoxwuGlxjrHvc0OTHsZkcQmsOfE06/IIx20kAotNYSWN08dRniWNtA2cFA4DkYp2nUsUxAdLIai4UTE02/1GIqPwMCd1cO897xIh0pSbNdyp4k1f6drF7sByUDXt5xvXOwn0MCbp2tSEaIF8RB6fTXcxxaftZWamDGbjaObXpr4T6IoNFR9T6cks1FG3XuyPGM20ry7hrptCCphknoWDeSp4qwCa3s2naLqXeQZU5FxpCUmHoIXnCw6GqEpTaC1ItJO946gNIcZnHeK4Cy99eQqkGhD5wInVcNJ3XL/3LMZYBobonKaV3A0CmyITLenTbzvbAPHEwWppqla5MDZf9ZC5WK3pU0NHofRkr62fP3uJmYzq4am8/gm9jwQSQxBZMC0jP00XYDb84DvLrASi/gsnY3umyQmmIyMGUYtBa1zBOcxicC6wN1Fh9SGWd6zDj1919GGyI7R1bFd340p7OcGZMftHLBwdyiT2ycquBO3oxm3g3XnLPgMjgpJw4jCSKZ5wjQRvKMNd1aBt1Y7yAch9km9W9d8cFaxah2jK7ZMu6xC+zYx+3iRHeNfB9682uW/O3JjVnA8Snj39MEdv6VQ3lJXj4mp8mawt1d9zADt5QrVOKyEUgqs85xsPL1vqBr7ISbqsuKAz41BDvV7qYFxnnN3VUX2CQJ3KseLJby2l7DuBVrA2brDCkOiO3QCN5qYzj8aRwvvjduPx74ZBaMkZkFPWo/W8M5pz3oTlc4k2WGL7qwdd+eAh9EElhuLcJEXLAfm7c66PBSRXNB0sWxnKynDgveQ5zFO2AdIteBwkvPBEhCKl/czWgyTRDCvLYtFhdGag4lgmhhy47i37BklUDtBa6PzM8sj8DX2eIhNZUotSIyn7wMCjfM9Z1VPF2CaBs5Nyrxq6XpLlniWQZHpgO89nQvUTaRgaoGRjMwZ/v9n701iLc/yO6/PGf/Tnd8UL4aMiMyssqvscnuiQVaDkFCzQUgsWyxYARISQkgIid6yQuzZ0TuExL5hg9TNqhcIueUCu+xyVlZmZMb4pjv+pzOxODcisrKyjOm0i7aLI6UUkfHe/d/7v//zO7/hO6jMWfTBo48qGAP5kLgdoNsERhNYSQhlxh+6MZdwjc1Z6d0ukcLIxSTxZuMy/spL9ke+UTdkHvCyzC88qWBVwWe38LLlvZkwGYvm/NGoV2Vxxes78BMwJnHb9uycwCkoSUgROa8FQULXd/zoyzv+9GV+sTrBy/2RvtMDSG5H2PbZ1OTtcyQsnDW5DHZHIrvR+bN2MR9cm87z6KSgrEseLCtOGstn1zv+8PgdTcnwoiFlGawyCgqjqH6JwNr/HPjHQoj/jNxDewJ8h9xL+xu3jFIIKX+ur2XJTVzR5U1aiZwSV0UGhZoOGiOYHJveLkAUkmWp6MaBcfQUVjCvEleHv7zlWQKeHzl0RmbSeIiO9SFnJWIEp0FUUJcNhXbsRkcQgTgElMzqqHcRvIHlTKKUZf8Lil6tc4DRAiYyIpVnYTIOrpBwvqg4uMjru4HdPoN259O8mbXSXLc+AygXcPo69yErYFpmxYkXX7uxw/FDKnnExJm8AaNQmMJgbciyRsLQGMmudzy/3bEbA/NSM7iaamZ4tum4Pji8EFiR5WaMkFib+znSHe9dyiWXkoakFTFFyqJEdY7tBszcs20T6yGhifhuzGKSSiFj4uCyHPnbgU6MUDdwfwGTsqJPntFnetzbTLQDXg/HZv6R9xkiLKaC+RyCS0gBkwYigpvR4aJkWVY8mMAzAtZ7xmOQqFR29TIq81+Ffw9EVWRNMpdy9mdClikqQxb+DIdsQvNiMyJkpiYpU5AS/OR2RDBws9nxw5c5gJ2G/Fpv2SxlARMr+bzPQectdMMC92f5wFCb/NlLeZyUH7Fy+wN8IntGEk+lwSrJyaSkqcvs8kQWMD1t4E2fD837s5rHJxMmvyw9tJTSPxNCfAT8O8B9siT3/3KEYvyNWiklnt/s+fKq/7mA48iN0Len4KTIAoHOgZWKh2cVzkVeblre3GUKTHGiqUrLpnO0QmMJBP/Nc01BNpiYKLgJ76eAI0eVVbJO1MsWQhzYtfnESyk/0FsP4m5HSokxRLxLmFJShsi2z1MnN8Khjtyb+XcA4Z+/BzmoJKVBaXzMEuLW5hG8GwK7fc5eT+e5PF00ikerKf0wcLXN4FHLsbkbjn+2uQT7+kFhyMGz87kXoyQsS8WqNAwhszf8GLjeHqgKy26/56e3nlUNQSicH7IHASNKCWbSEkLgzd4TiMxsJvSXy6Nw4R7WfeBRpcBIzmYV00Jw6Do2pWcM0PaBVVVSSM91n9h2gaQC54UAIwh9ZMKRh3qUad2P4F2HKSxS/CzdSpK9LqnydLkzOciWImGsoZkYglBIP3DnYGxHtFVZ0geJSwOHlMtLpeHRQmG0YjuObPd54KLJ/dGJOgLATZ5qOpmDmOM9VKTR8KdXWRrq4dxw0lT0PrIbB9btyKvr3GusyJStoc+ZtCQfdq83W2637+E9e/L1J5XgycmE682OYcfRcCUf/IejIknXQ9uPpCQYQ2Lbe3QMaJtd243Kwg8TC/NC8PR8mhVrhsD8W6rW/qV/+wjR+B++1dX+JVguJF5s26yE8A3/nlRWuhiB2sFJnU+ptYtMB48WuQErj9nGrvdM1Y5ucJkSU2n29uezs5IMtnt6BueN4I+fJ/ZfKct63o//54eckjcWsBA7WIdcVk3KxOADmyGbUxhgi8C5RE9+T4cBnt/6Xwjm1SYrOLQuIvHc9ZHbQ1ZMOJka1mPEKVg1hprI1ZBBvE1lmU8KbofIZjvwapdP5in5Pj09Nbi949XXItpILi0WRwL1YYA+BFofOCkUi8WE9X7gi9stt71jv/UMHqxSfOdsRtKa20PP3gtm1iCA1/uRQ59fr2kMdWm4azvUkEjHsZwXgqapmE1KGhWQUqJ8lv42RtGUlnEEkUZWJZyvlny0Uvzwy13WTjN5YinI13EO9hGsG4ljDgBv+asrsvXclSd7ZIo8cQwCdm1uQJ3ODPVsDpueNy4wsQYhFfvtlpvWY2SWUa8qgZLindvYTfDsxqM9n4L67XCgz4R1Ld4LK0hyKXrV5Z5s5+Fm57g80Sw12IMihcgL57KOG1l+qVTwyPPOePgnV4mro9nJWZHFDjpg6BJGK85mud8WU4aahJihIzHkYcnH50senZZUVjP4wG4MHIWPs5RSym0NZRXOOV5vB56c/zXroQkh/il/sZxXSin9W9/6XfwSl1GCVVlwWsHzr1VkCbjx76dlVyGrWq6K/EUUMrKoKwiehEforHX/ye3I6zaXZH10XN3+7ITxrSRRaWFeG7KAyfv+3Vs384b3KqEiwmoqKFxCGjixkqmO7F1gHGBZwAfzGkjcvTiwa/OQok3wfJtP8V+EfxvGPL0NRLZjYr1JtOPRYdyWGBNJTmKNZt87QnToZCis4eFEMI4Nf+4db3aRHTCVcD4BnRLNnJ/zz1vw1oUIPpgfezJDti6rz6Ysa8OqFLRdy5frFhfyhHBiJPfmltJIfrgLeOeZFobrw8D2kGshrWAdAtoJUJayiXTBcWhhVw0Y3YGX9D5xGB37MWehCVjUllBKnLRc1IJ7pxMq5Vn3I1ebHAxKk41OmkowLQyv1iM9eZJ4LmA1ZHZAUcBn68wMMCljF/s+l3KzOtJFwdZJCjVgjOHXzhtGNEJENl5k42iVn792n+itRxzVX/eHPE2tj4T0soR2l/uU5fFwnTS5wX4Ys0aaP9bCPVmNWCKQWlNWirNY8KfW5WyefGCWU3h6rogJ9ofAts3PoQam0wzFedXnieqfvDrQD7l0tHWuKoSEew1MJ4IPzhY8PZtQG8O0tkyMxGiNttlzobA5m7ciy3ld7UZcSBj11y8f9IsysgdkjuW3nEn88pcQgoergtNFTXXX/oxCxFuJ6rerJzfZm6pkWmiE0ty2Iz2Ci2XFxSRjiX747BY/ZihEF3N58NXXceQbZRW0Y8DLmH0A3BEXRg5ok6OUMQYeLQVKag4xMGsS06KkUoLX+4Ft8KCg9QGREqPIiguKHBQPHDcZ3zwUuHEQrmC2gkobRkaGkD9rYQVCWIQ1vNzseL0LLIvs3OO949lG4iL0Y8TYbDi838NnN7APnldfC2aaXK7UZJgLsuDBNLDuPDElwjjQacmispwvJny5btkNOUB0KfHnVz2PTmqMVvjYcxgFRkbqSlLoyMvbjNH6zqrgO7OKbTeg/IabHfzJS7i32uOSQiuRmREi3++To979povcmymmhaIbIm/2Lds2q7FYCYRcHj2oLd+/nKDkhmcbT6nh6UVDvz+wHvP397wDUh6MCAV3R8Esk2BuNCU9e1cyaxRGG1QQaDxFjJzMKnAdP36TSz72cJdypjekHAQerPLDMngwU7i9zVnYPOYMa9ocSeomq5nUR8XbaQ23d1sOTcNpbaAqKdU+T8TJMlkOuNoFzpYli7nki43LFK/jcyssqD4zWg6Do0j5gB5cVsxtIzRTOGksnU9s2pFDEJxMS87qCiMipQI1zZQtawoOXc96SFglmBYC+1eA2/gLA1pK6R999e9CiBPgHwL/EfA/Af/1t34H/x+s2zEL3n1d7uabEt79HooVPD6d8GK9Z9uNzKxm0hgulhNqE/iTL/OX29h8IouQH6Sva8+3A+yHyLzMwWtFBtT2HCesRW7mJqmISrFtHcOY8BJGq7ApkDg+gAFebHvmGmYS2iN/sD0qyS74WWHJFTlLfE3+3DVHBVYruZhkjS8RYdsFikLRjyPbQ8hlTikRUtANgTE4QoRpZenCyERmmenBZ1jHV+dUlgyh2HO0XeugOfEcgsE7z90YaT0In3C7jtII5oXmx4NHDTCvPd0wQipY1ZI/fx3wrkdLqLVic4REiBEqlXh8OuW2LXh2vWfjQw7mN3BRbqmqhsuZxY0D0QiMMfz4zUDvRmZ1gS4NPgUGl1jUWV6p6zP0RXvQSpFMgRQZwlJawemsoJyX3LUDN5s9uxLsBM4beLbOpaG1GUJz8JE2CfBbhjjje+eWwWQ8hrAFdQrsh9yTUhFeHWlrKmWoxOkUPjyZ8qbt0UZxYSObw4gbchBzKQee03ku/4SEh8DKQFlq3rQO197hV3M+XCme3C+pbnvuDtnR3DmwDbze9O+MdC5LeLICqTRvDh6r8+sq8pBqv81Z7Fsv0sMAn90MqMIztD2L+ZTTqUWJyPOty4rFleH+akI3uCP8Bq7bkU07Mvr4rTOkvyxTYAb8l8B/Cvxj4HdTSn8jIRsAj6dZTuYth+svWmOEvRNHzSuFVAKfPPtW8mXaE4KjixmpL0tN7T2mAvm1aLkji/DNSkldCKQEbQLxKgcZT4ZRKKAqAhOlmRSCfUiZO9d16MpSFYZ+8HgPq4lhVmmG1FG4hHPvg/RbHJwBnlawXAiu3qR3UXv/9npSMp1Y9G4kCPAklHMMIQ9FdFQYKRmj5HRq8FEQg+Owz4qzUfHuQb8/zeDOimx6/OGjgosm8U9/NNKR1TbetIF1G9h0cGlHFrXi4ark+W3LdsgmIiPHYFhIHqwmmKJk23nc4Ljpj74IKoDL+K7lDByGL7YjMnkKIykJmWeZ4FWfmIrc4zQWXMyQj84JXJ7UFWYAACAASURBVIyEWOBTJKCYN5rdOEGKPV8eB0RWwL7t+NFnnlfblI1LpKQuLAubQCmkkATVUmlFHweerfN3+thAoSS9d9k1SwgOfc/1QXG+LDh0UGlJP3hu9pmK9lZ66u1K5Cxt5wKzqmauNFMbWU5Grgbelaua7EMaye2HSQ211SRhGPqO2wFOm5FXO4tzgdXUUumRw9HX9eaQITeTIrvblyWsJiVSFXi3IdgcIHsPhz4PHKTJ77f3+RnQAoY+4K1g1/U8uz4wDo4wtJRGcDkxzOqCboj0Q8pYya7n2e3A6P/6e2gVGbLxX5AlhP7eLzA1+Ru1fnwzcNcO7xqpfyEtKYF3Duc882nBXefYDQNSelKfOAyOocvE8kdNQR80rw49+msB7QS4XMDlYk4MAz5G7k0gukBc50DkfKawNAqEVihgokaiS/QxchJH2iCQR/lXlxKSSCRRm/w5uv491WogP2wPZjCfTxn223ejOUMG8L4dImiZQasPlpZ2UMSuharEeMfgIvM0UtqSe7OKH9/03PSJ7SF/bnOUBNqG93I6338Ef/Dr5+z7kXtfvOZ6n7W7Dm3u82gFVVlSl5ZpXVDtB7646zj0eYCSaUQl51PNslKZrtNont14pITlJNO7rIWZ0lzMC+JRYvqssZxOHMM+Z7KbG7jVA5dHidExRW53A9qWVEoh/Mi6UxRiZN0nGiuITpLI7llDC7dtorFj1rabCO7PJyxqQ2kVH9QCtyh4MlRs+8Qf/vRNprKRwbenMxCqYFpYZAzsXCSlhIhw6DNkxQvJfuBdMJ8BV195Nq0EZRSPFwVJKkLMJdxItpOLG6hnGXa0a3O/UmloKst5pZBR0ZFR+4duZDdEGhMIx7I2HHmoIuXDefD5vxjg3knJvEjM95FlKfjx1Y5+yLAmU+Tvy5QZ8qNlzjJHl9sqMcJmCPTJUqiAUJohRKSI1IXg7pAwUjAv/wpoAvw/Z2ifkT/nfwv8H8CFEOLiqz+QUvonfyXv5Je4FpVCCcG9BdwvBHdvEp9+w+ijIRuKSKNwUTCpDPfmJWoHtTGcTjSf37b000BjLUmX9P0GleCDSYYPvH0gawOzWjGrJD4Y2uCIyTKfdNnYxB3NPkyWTp5YiRs9yhYoenZesvPQu8jtLgeQupYZwuEFTZGwlWDwidC9V/goyFM3oxQXK8nZLnJNDuSXk5LVtOCLuxYhYVmWrCYTlGy5OShwPZsuoHSE/YATHXWhuKgFpcpZQCSXRSkAMgdJ32XAbRuhHwJjzBPe0uTSqCzzm0vO41zCO0+UElJkFNkcuCghBsfz9cisKjMNKCasyZLbwzrTbLKyhmDbjpiqYmpgJzVK5XvkgcNxc3qfIQbaZEmnRgUWpWEbJLrtsMbSDQ4pYdtHXo8/2za4GXMZd/9CUxlJQHJSKrQ2xKjZWsPB7dh+RRGgHcEPkSQHglCcrgqaAYwUrHdt7ql6x9j3rCZ5kPB2Wv12VQbOpxUX8xpVlbiQCKPDmPfA3jbCyRrONdQFbGUO9qvKcLGs2HUDYx+QNZwtDNddoB0Cd7t8LwqRD5yth7TPjuxSQdKKwhgaI+hEwkqXDYdFzsz7APOppCpsdkwnezjsXGQuBQ9mOYDVMjCUBYLAm81IoTWFEmiTqIylri1W//UDa49tTv6TX/DvCfjwW7+LX/K6XM347sWMT+MIRYkZW57ffTO3szFwWhecNRplFfUiW3HrlBhDhkY8nFfMqxKXHIcxUNcKQ+Bsn/lvkrzxkJrbLvJgXtAHxXa/YzNAf5TdeTiDaS1JSVIXhm2M+MHRKMkseHbbjEi3Nk/eTiuDlInaBkyKWb+9yz00ST7lz+Ywq0oaK3BlQU2XM4AClrVBILjqs6TPZhhIKSB1iZCON73nZgNlnZgVkZgErUtYpXKQKXtEyjio5DNy3Lrc4ystrPcj631PO+ZMIh3LWFtI2jGycZ4//nKDkJK+6ziMEQPMZhlHtXOC6/3Iuht4drPni3XIKg1kQKgdMuBZWcXWSxYh0kpNSLm/swPOeG8MbPX7hrnzgNAoIdEk5kXBpEi8GAQxeHbtN5u+fAnMto71NLAqA2PQBALPNwPeO65utwxfmQhVBRxiZh3cdS3Gagrh+OGLkZOq4HRasg2JN20k+vzzu685ap028LtPVsxqixKw6Rx1bbKL0vPh3aG5B3YBKitJLqKFZlIZYghsXCQKuO4dZpOwWiPDwKujkrI/co89GfPYjHA6tTycVSwbg0ZxGHu8S1RVQTUMiJjhRSJEXIg8XdUYq3h5u+e2C1hrEMYyjANRWRZVwrmRTbujLDVaZg/RbT+gg/+lDAWefOsr/Eu4jJRMCoUxBW3XEwQsRZ5mfZWDqcmYtBA8ewcVjus2cOgGfBD44NmPEV3brKne5dx97HPz3hzr2YKM07qY1TSl5WJe0FSRz1Jk360zti3lB3lSJKpKo0VkDBGtJJNCcusGvtzANsK0g8u54nJesu8GpoXFqMiLdc+G9xuxIGeGp7OK6aRiGBzFFJodkCCmjHUa+yONpfd8sfH84KKiH0uubnbsxiM2KSQuJopaOJ7ddIQQud9oJlawPjj2KSPb12SF1mVVsagt7X5Pe4TC+Jh7WMYYtB+PJO7EZt+x9zAtNYoptXNEAikJKg2kxIu7Lbe73DMrOBKjA8xtwffOGx4uaoTWRBLEhmaygV3eoOcrsEd1X45DlLNKMZvVXDSJqzZRFwqpQOpEIGQbOPLBsIR3JSRk5H5tIkoI+hgYx0gYHS5lytZ2OE4HydPHmclGKVHArh+49SOfvEisFy33ZgZrNIc2W7/1/DyGsS6hqUvmhWIzBNLR6GQ+aWgY3gW/BLSHPHhaNDAtJev9yOux483aZwK/C1gCZQEog5buncrM2+dmAyw9aC15clIxmVYM/UhZBtoUwY/vhlOdJ8sGuZFZablXWpQuKM3ItFDMC8kwCqxRNEYyesnnm544jExtQogse/STm57e/RL10P62rJQSV4eRTR9QCuqyYj8cKErov9b3qsko8YPzvFy3WCm460fGEJlZhURkOZYQiQjOJxojJoybA+sucX08Ok8FXMwrJqXmfFmxaixDHPjuRcPF1LDvr/hinbOG7ZiAllc0lEYCGRbuh4G748lvCwhR0rnImBRCQYwZvNnwnoGwJjeTL5cTkpQspgVPFjtSOmpuDYFqobhYCV5eJ7oIyTsCNaWMrN/KDx0pNi/XPa/XcNP2yOhoqoZVI+mipA0DSmkuSk+wBd+7P6OqLMNXvBRuyWXf49OGrTEIAefTkiQVyyJQzBpWleKz9cjtuiUIxdm0YtcHdl1Aq9yfsf7IByxyI9pqiyorFqUiJLiYlHzy+Qt+dCRCb/dHx62UVVOenEh+48GKea252g1sh0BpJJPSYDlwu++J4b2p7tftypSCziUqGenHzEM8WTQYmXj2LB9mM3JgOAxQaMWqzpr5VkI3JO4S+Dv4bLqhqSomdfYf+Howk8CskGiRWHcjb/YOqyWzQkBd8Osn8Ec3xxYEOcCEmLPRmBS7buBV62j7zE6RbUbo12V2M9cq+yGE+LPinAdHNnHxHhsSnkRTaIah5xAS631mKqzqjHlzx2CttgYRR3yI+BAIAU7qkmfqwKZ3VMlTicQgwCIIQ6L1sN/tWR8GVtNvN+f8lQtoLiSMTKSYmJcFlRUM/YFN/7NA1Cm58fx4UVAoxRhBJI8bPD5ERGE5nxmudyKj5S2czBvuzzXORSwtz9d5Q2kLoypxKAqlclanNQ9WE/Zdz4+e37LxgYnJtKA7BwMjH9UlpxML3vG6fC9/XKm8Scax52434oWkEBmIOTMZZ+bJyhe/floxKSRBKOLEopWkG3P50adsQPt4OQexo5KCGOHleuDFNm/MaZGJ7ocxUxUWhaHUknFUuBRxQbOoDG0/EJJgWmtcsmhjWVaK0pp3EzsPPJoqvnd/xhcbR20E2ijcGJDSUFhNJFLrSCwFuix4urJ8ejswKQwTM2bNLd6bQq97x5ttz4PTKU2ZP5+L8PRiwckXa0gZltCS+4aLgtwTakp2AT6/XXPXee5NLSoFXuwcN11iO+T7/fWMqSZL9kyail0v0ClmDN28wGhN0IqeQM/7QcmnNyFPABXQDmyONKVb4PkdPDWJqYaFzhXBV0U5LzR8cDqn1Jov9i37IfAbq4p7q4bnty2/9dEpVXnLl68jPZlaFnxuxrswYJWmOKp9wNFb00EKieHIlknx5/GKGiAlXm8DpvJMjWYhFdGXDCO88jmLuyyh1RmsvRscl7OEaibc9Hu+2Aw82ncsSs3NvufLuwPzUqGNYhgCuzFxTR48PN/1R8D5t1u/cgHNqCwHvFo07PY9VsHJrObNrv0Z/fSCbGH35HRCSJGdg6XVeCSbdiTGrOOvlWRMgX2UcPB0Q+R82TCrDX/6csMOOKng9x5VLKqCgAQBp6VhUmn6AZrSMCsDJ7WgsiXD4EhSYaWmi4k3dz1v1tlgZGkzUNKnxNbBZgxEItW04mSa2O5bgsv4rydncLGaMaLwEXw0XO0j12MuowolqQrD4zPFslG0LoNPd73DCsflJKstNAp0oWgKRVOWnM8Lbrcdd13AyoTWImOfFCytxdsKaxVW67xbvrJ+chd43I5c1BKrEjvnmFYaHTw/3UZWpeTmkNh0klMNWy9oSkNVFJgi27uNx+8HAcvScHky4clpw7QqGUJiKROzuuBywVFuOv/OjLdqq5H1riVJSVMoRh/49OU1fzjkze5TloeuG1jfwCdfOelGcn/vg7M5IQXqwlJKyXUbeTCXPGzyNSQ5SAxkOIQgv2Zl3ktYl2QGytW2x4uc5Xx9NrWawuWq4Xxeshuyf8X9VcP9RUNMkqnOA4YQrvjkdWZhlG8NTtrIaZ1AZaFSTT4Mbg5w2mQDlu4I9flqEFXAvRU8mNUsmty8r4xARsm9aZmVU8iB/sUOXvujOKqEz1nTWIFGsqoKtJL89Lbjp1cHXt3CpgmcmKwGLUV+DQnMTeR8Vv2/3s9fX79yAU0IwbyyfHRasyng6uCYlAWzpidt32++WQWT0pCUYlkV+J3DFopLlXCDIyHYHjy9c0RpiMPIq3bESsW8Uex2Azvyw900cDKbI0momIGqSsCrzcC6ixSmZFlHmrLgcm6JSAYX2fiIHD0Hn8Wnzmq4WFhCSmituZxZrDaklLjfSLoguNu0lO1Rc6qxrCY5Y5yWmg8vDP/8k/z5bAEfLGqaynI3ZGzdbvA8WRXYwvKTl551n8nm0sDjpmJSl8zqgnsTgZCSonC4kLjpB7CSeVnxa08WuKQwUqDw9D79DCxmvYNPbgbOJiWj99zsA9+5p3Au8eJmT7kqeHpa8ObOMxDouhGtBXWhqSTUOntQCguPTiW/+WjJo2WNNTqzAERiP3qCtpzOCw7dwJsjVGVqgBJebxyVbjmfl4xjJIrEn7/JWcc9Cx+vMtOCAJMS9P599i6ARa35/sMl294jUmTfOWLv2bUjrliwqG7YHzPJghykOmAZ4GJWUoqezVUWjhyOKiHR5cw88l4E85QMu9AqMynOphVa5Mnp3WGgNJJY5R7c5pCZBVMyQFqrDLK+xTMtBMYm7PGgKzTcte+D59e1++bA/VXF9x/O+O7lnMEFnu88yypnv29FMQJ5gvyWKvjZAW4PUBSJeR0wNmSwrEpZgpyMX/NDpni95Z42wElpqIpfJKfwl1+/cgENwGpFXZaMw8hh4zmfVygpOLS3/HRzxGhpCMoyL7JhbGVTVm5VBUUZ8SExry1N1PQ+UlhNoSRGCqyRbPr+HSL/wazgpM5la6kF287zYtdz145MjeTD0xJrJaWSVJXBas1+1+KT4HJZQOhou8D9k5JHi4rr1tNYy4cnFfdXGd2/70ee3e1ZH3IWt6phUpWUSlOUlqZQ9Clxbz7lw3bHRaNoI6Qk+HBp+WSQ+WG0lrPaslvWPL/dcHPUaDtpLLPGUBeCfZCkFKhKjQ0JLRMfnzU8XNVcTAvu+oSWguuDZ3Q/i/KTAk4nhscLw+AlRnvOp5ZKGd50UBQCpMWUkau7ni/JjtpSZz/U8i0PsITVtOH+smFWW653I00RGEPi0A4UMpdqrm95fbVnE/MQYRKyHLgUni9fr7kaE82R3aHJvMSBoxZazJr5b4NZRTbz/d0n52ilIDnawRMSTApNHxLfu6jo/Ird+pY/vc4HY9/DdQtlDSEE0JKPTmMOOEd8XqnzdQVHVQsJP7iA+WqGMYq9g3lTYnXW3/vyrsOFRIwBLUTGjZFL2WXK0uBRZb/LWV2gpKfUgfE45PEu4wFDOtoMfuU7eryA33h4wkdnU85mDVe7lpAcJMGkUJzOa+Yv23c4zrfLkRkhJwM0C4gisu2ylLtWRwhTyAdk4j2kKXHsb8Yj3exbrF/JgBZSJtsaJVk1msfLkt9+vGRaGT672vHFVZtJzD4QBdxrDMvasOsDbndgUigmpeHhqqIfA1+ue6wSrBoNUjMzkh8dH5SVgdVihjIWGyFEz24IdC4ihMQhqZqaM2lJZArP4Dx9FAQhcEmhbI0sdmzbni8SVNYitebzrccnyaTQaBUZU85cPpwovnc5Z7mYUFmVzUXGACnx5GLOk/OGqy5SaMPFrGTaVNwfPAffYYykriy//VCT3ABqh0meL9Y9F0ky8579GKjLgrPGsmsdJ/MZ3zuvaZ3guvXEYwO5tnCxqFnS8tZNxwi4v2q4t6iYWIm56TmfGQol+f0PFDLB6AO3MVGZ7EC+qg1G1Hxa3NHfZXnz5igZfW9maSrLZj/gAoiUiCmxmpRUheV6HRjj/p2Xwmou6cfI5zeOMECycP9EYmzE7vMk9OVNFvOsFKBgGnKg+cEl/L3vP+R0MeHF7Z7+qHFWWU1ZaFJMLJszHl3Cn305pfxyQ4qevj9QrlNWRhk9lZbMq5JXtz1eZnnzz9ucxd0TMK3ANJKnFxMeXEy5nNecTgx3+56b/chpo5nVhkM3IoXMQf24kyO51A0hSwqVBZxFUEpxNofrbVZquT1CQ5ZkPbDPv7I/vnPZ8Oi0YTbNme+8KllWntoKprXlX/noguv9Zzy/S7TH5ttbcYWCXFrrAFYaHs4KbjpHofPn6vqMXZuShyaRXO52/fBLleD+W7WyAw+UhWbuISCQSnF/NUECLgb++PnA3dDjvacPEZkSSkR0YallYFoZbFEwLeEQJW4cuTt4AoE0LVjVljkjT04FP3iwYGIl28HnDaAFlxMLUqCEyNLJWtJoSUhwvR9443vcGBmtoFGJMiVuW7jpe+5PIifTCp0iPiYeLUsWVU1dSG52A9Om4ncfTknKsN6PBARNoXA+sJxPmRiY9YFJqXlwMuG285TW8PhEMLMCF7PO/q7zVCIwkP++HywkwV0PTSmojWRnLKVSDEEhBMwqjdaKWanYdJ6HJ1N+58E1/+TIMWtqEEIRU+Kuj8gQ+OLWYbXJgUHlvmBjFRNbM28KzmcFtYbGKDI5K/Mk7y8bZk2FlIqyMEgpcD6gTTZI7rcjh1G8K4l0Bcum5LOhpQ0ZACzJWbSpFG9uA1fHja6BVQlPT3L5LIuaf+OjFU8fLHl527E5jEwKzbKxJKm5mBYoKdm7wEmleTCrOJtafvRqz8tbyTR03OwdaZeoFgpE4maXy8MuZsycBE4W8IOLkmQmfHSvZrWYMK2LLI2+6/izqwF9UdLUNbMaQHKx1Nw/4x0L5K1qy/MIwzXUDEeZnkDvYfgazu3+GXx+lf98CXzn/gmFsZw3BdYapqVi3Ts2hwFrBT94tCI4x//+bMcff7qBMfcnPz7N09FxhFcDzEJAaslprSmkYtcFboCTlPuyw1eS9y/v/v8M7V94JSHRSuKVZlEJdkNg0w/s+8ggLE9PZ+yGNUJIBIpdH1kfBsrCUMrEIWSYxHbfsSgVl41kIyWf7R2dCzSFJqG4dwa/+WDBcjFh2zkOY8zGJlqx84lGKYxRDM4hjg2N83nFota0LqB2AwiFqSrmE8erQ5c3YGE5bSSdSxgkSiiawnJvVtEUltW0RJkSQaQ0ksrm3mGpFROhWTaaS6GYFhoXE4VOnE0Nu27keu85+MS2dTy73fHpVWJawQcnlst5gfeOkCSnlcZYy4WGk0nBw2WdEewpUSjJus/acWeLhn//Dz7m8oefce0L/v53FugyKwY3SnKnJDd3B3Zu4HfulRyCJvnsoHVaG7QUvNh0XK0PuJCYTbIhyfcfnfCvPl0QYyQS+WBVsR8iIQSSkITgudoHrFHcb0APWd5GAWe1ZlUmbmVg7eB2iKAUnwzvy6AFcDKVfPzwnN95PGdW1yxqy6Z3SCmprWBWFxSFYaIFrY8sSoGRApcEi2nNo7MZf/b6wLKxqDCwWWdS9+BGrva5Ub/m/TWnwOW85OG9FUIohDasapmpUTFmXqnOmC6kgKSoCs3JpODXHlzAp6/z802edt+5rEK72kNlA2+2+dfkV6Zf51N4dNLw/PqAaOAf/NaEhycTGivovCeQuaaTQhNjpLKKIDR13fDkNDEcNrz6IpfjD+aWeW34oxeHLD/kAylGHJIuhXe9ujVZxvvhAJ8fwW+XK4VRX3lj/4LrVzKgzSvNSW15E322QtPZQOLp0tK6RKmm3F/WrLvE5cxy2zu0EhidkEJT28C2j7Sj4+bgkEqjpaTUgnlTspoYDssJv1ZMeXyvwfmEi+lo0hopreIwRtYucqoEnRN4oYhC0nqYGEWpoLGCUidKoynPagbnEUpxMrW0yWIKeLUe0LtsvHc3ClLKZiPLxvDi9kDnAldtRAvH+bTibG6zQ3pTYJRku+3RUrIJgue7kau7FlsozhuFVYqYPJMKfuuDBVIpNrvEycywmJbMKotUiscn2W9+2w8Mo2MnJfMyW2hYBKeTGf/g7ITDGDipNfshEEKGMiwrxY9fwzh6bscMBK5LixCwdYnROd5sHZs2kxMfLiUf3V/xOw9XCG14uXEsGoFPEmsEPYJVZUjJsB8C82KJkoKfvN7TFDkIN/VAEoaKa16/yCwJ78LPDC8qAb/+8ITv3Zuzmk65XNTEGLk+jJzOSuaVYT/GIzYxcNf27EtJOL6PEDKz4mRW0VRZA6///Iof7775mYTcuzqbViwLhbAlpZa82TmmlWBWGj6+mFMWPffmJaXVXLeOiRHc7kceLUo+MvCFy54Q96bw+RENvDkOd27giNN4f82zKfxrHy15em9OZRWPz2eURUE/Bl7cdpSFYVlp2tFjteLerKD3eWgwrS2/dlbQi+e86TIboLEK12Z58hh6tmNkf+j55Pn7wP20gd9/VDOpLT/6fI2dTPgP/vVHfyV7+1cyoPkjsXt3cFlxs8o9kEerBh8Tn17teXBm+W5pMSJR3HU0dmDjIotC0hSBXTcipWQYHZ0PPD6xpNmMmBJSSL5/ueK3reZ0WhBSVtjofQAfuZgWzJvIrncsKsM9BN577jpHip7X28CYJAeviAicUMwmNR9faqLzVJOKjxaZI6eTRopMqH5SZA3t82mBEBKtNL0bGEdHWVuaKveqdkfl0OxoLWgHTykjhUzMKsPJ1FAbybRUXMw83z2dc29ieLYZGWKiVIJFpamPG3Xfe+46T/CBdsg9NKMVHywKXh8CE6uwWiGFozSaPsC2d4wusB8i9xpFX2oqEVFK8Ghesukct/uRIUYmReK8aVhWhig0v//BgrPlNHuhKk9hFEZkgve0lGitGD2smoKxsvyb84qHpy3Be4LztEzo+4F/9sfwKmaA69dpTrMSPlhWfHBWUxaaXefwMSAQ1EU+fEoNxmiMFuz7gDGaFCLbNmDVSKkVT05q9u0IfsTWfDOfigzhuDeDsi4ZheK8MlT2mLUIAUjKwnIxV6h3GZpnTJIxOrbR8HvfnXJ613J/VnNSSV5vNzxzeQq5+YZrToBFXWKKhssClBQIoTlpCvRU8GrbU5r8HrrBo1TukS5ry6OTGUopRJgxRMHn1zumleXHz2/59Mgl/uwm8b19z2az483xmnPg8anl4vyEj08n/MH3HmXFl3nD4AKl/SVJcP9tWi4kBAIhRCYji8hsogFBqfOU8qQyXC4naAmns5rdoeXHL9f4COeLglfGUivB4DwH5xFKoxDcdo55pfnO/QWzukRLQUjgYqQbHPshUBiNNSCVYmokQ8po8zEKdoNnXkE/GiYaZqWgD4KE4N5ccNtbzhtDGwTbUZCkJGpDRFDYbEZ820XmpWDWWEie7WA5aTRSSkqrmZS5jNECCqPZdI67vac0Bj2VXC4KrvcjSVbcX2psXfOijVztPSJ6vFN8uR14pBRKWUKK2OOo7uGy4LObnmHM2L26yL4BnQ90LtD7iJEZGKyJHESirEumIksl1T7wat3jQ2Rz6LhqI+ezkvvzgpNpjVSCpxczVpOa3eAZQ8RICVJQSkFpMnH8rk0gFctColXFD8qKu3Zg9Pm9vlx3WAOMecN/Pc48OBNEZfBkcPD1vmd/GEBKpDAEHzm4wJlVTOqSRVMzLwTP1wND5TFSMgSYVQXb1lMWJb97v8R1Pa/6nw8wH87g9z68xyAt00JzOq9ZlYrbLnI5t2ilSSSWjcUahYiRvrJcTg273jI4z/lEZ3BzpXl51/LTqw3xJm/ysssyVV9dMwsfrCq2g0crSaklUklKrUBILucVSimcdyidJ/hGwOjzjDL6xMRqnt4/44OzOW82Lf/XZ1fo4/2MEoxUbPv3d/e8gkVTM6sUdV1QGsXN3lN2nrOQKL/l3v6lBTQhxAr4R8C/TS7t/2FK6X/8hp8TwH8D/IfH//XfA/9VSukvkgL/S6+UMvzidFJg5ZRntxlQW2iFUhIjE3VhWE1LZrXFhcRUSLox0MfcG6ps4rQSpBRZVprbTtEOns0QjgFRExF5NB3B6PywaCkpTWDdjTgfqa3mpveMPnLWFJzOKubOcdc5zhC0Q0FVZMDuzeHAvg9YCSkpWp9l3NQuRQAAEzxJREFUjZCSpU0gBKWRFFqilKYpsrOHnDY8WEl8THQuZk13BL0LSKE4m5QZmOnGDCGQkk0XGJ3nwapiUkxwwXO365kWCpMEm5xicTEpuD9VFFqy6UW+R0Hy0fmUg4vUWoDMmLsxCIySGbYgFOezgud3CZ8kioghMMbA1Xrktg0gJdFnSznXRJLKMkJSaZLIwdlqzawUR/PoCELQFBqrJZOQSCmhpGRWajqnmVaWdhi56xwfnyv+3b+zoP5kx/0q8HIHn9/mKd13H0n+7uMTmkIy0xEfIjMj2ArBvFAsmwIfE/2246b1VNYyqyw+JYoiUkRDZSW9yzi7SaFIyfIbHz3ge0+hbQ/8889uWB8c3sPJouS3Hq+YlpZGKH7zwZyqrhhdoC6PmXZIBB9ZTQyTwhBjZI7EGM1FaSlMDnhKwq7zGBIfXZ5yMh85nxQEN/C//Z9bfnT0+7xn4WwFd4PiO1bRlIbaaha14eACo3cURjM1gr1PTMuC+zNLEApi4NVmRAiBnOYA3IuIi4KLVcPvPPBEHzhZTPnovMb5FWefXnN/Dn/3wwVlU3NaFdkgxgdmlWBWairzN6uH9t+RgdYXwG8D/7MQ4o++QV/tPwb+PeDvkKv9/xX4KX9FpsYuJA5DLpEaa/jwfI4S6R2UYwj5VJFC4kIOfiOCppCc1ObofB2y2mrnaErFxcQyKxX35gWrSZGhFkKSkqANATd4FqVBSYWxgsMQEDpvvsooXITLRUlEcnvoudq2fHl7YFEZal3iCsF1q3Deo8vsHlQoaCYlhRJYq1lOyqNpi+O0EWhpmBYSnyRSSkLMGlx3neOsgcYqpqViUuZmb4x52KGI7MeADAlrFKVRRCSjP2C0Yd4othtPqSUhJvaDYzcorEyMPhJioikL5k2eyq37kfuzktNJhQ+e55seYmTfRy4mGjdIPr/z3LnIvvPs+oh3npAEF9PMTFiUgug9qhQkcoblY8KoY/YbIloKrJKMPqJlPri6MWBUzhy1FOzHkRfrFiNhLzW//fEjTk46lqXgtgs8u+kYfGRaW+ZTi4+CLzYj0zofRvfnFVIKRh+ZWMmqKbAyD4herQ8sK01tFJXJ99yFmHtpZP+DqVUURcHFwznT6YzrXc+iViyqAucjr9rAvf+7vXMPtqSo7/jn2zNzXvfe3YV9GRAWVvG5gBRqEohKSDbBiIpoFWUIJVEhUpEKUiZiiCYxkFSMGqhECzCgZSxWfCEG0CQ+CKBIufGBEoQUhPeyD/bufZ/HzPzyR8/ZHa53X+eec+7ee+ZbNXXO6ek53/n19Pz617/u/vVIGYLy7ikovrOZEiCiUrDb/eWcX2lhZozPpESRt6AmsjXK2yd97LORapkNR41grEBRieN2NQgDQdJgOgl53rKA5VUf+78e+1USkUQ5CllWCYkNnES1FFEpR0w1jRTHyqES9TilGSc0UjEUBRw+UuIFa0YYGaoyrISkXOPoVcMsr0TsaDhqLmYmNZJ6jCOl3vRz+MIwIgoC6rHfxWo+6ItCkzQEvBXYYGaTwN2Svg6cB1w2K/s7gI+b2ZPZtR/Hh/zuikKLAt+aT8w0KAdl1i6v0YxTtk/WmWgkrB0pZTuri2bi523XSo7xKaEgWwOXxkxNNQmcSMwx3UqohCEpjkqpzK8MlXevS4sCRysVIxXfpayEAUEQECcJgXPUSgHOOWQJW3bN0IybPDPW4InRBo3YWDFcodlKmJmaJE6MWmCEqZEqIlLMWMNxVDXCAaNTdZ7cVWdLFHL0KmOk7Ng2NkMlBCfHTCsmDAJKDkolUQkTdkwYu6aneWjLGP/zxE78mueAyXrMRLNJKYxYPRQwNtViYmKSZwMxlTqq4QhJYqQmzLzVGYYhh1Ud9VYLaxkTTW99WuZ3mmmkWez+hNHpBrKYX2wZ5ycPb6PebBGFUIsCQpeyY9qYGAtYs3IFuyaMxNV53ooKR64cYaIRU49niAIhOUpRQLnkozRMtxLixKjHMdvHZ5BzVCM/Zea+x3YyOtlg1UiZ49aOMJY45BzIMRQm1EpieRDTkmNmpsloM2J1KUW1MiNlv9HH6FSD8ZlpqqWQoYqP4zVeb7FjsklisGokpBFDGPrJxdPNlO2jUzyyq041MGrlEmMTYnQyJm4mjCZivJEwrATXMiwWIS0iF7CrnrBzsoWjwpplVcyMOPUjuX5SrdFowWQjoVYKiCXiNCGOjUBNnnx2itiMerPBTDNlut5gWaXC6qGAZ8bExNQ0W8cj1k83qMcpToFv6EYihsqR3zkrNgIMqyekScpMs0XoYHm1RDkxpuoxaZIw2ojZOTbFg09PMBE7VlZFKY7ZMdmiVK5wyjEj3P/4Dh54eoxypcRh1ZCoXKESOVwQEIWiNt85G/TPQnsREJvZQ7m0nwKvmyPvy7Nz+Xwvn+tPJV2It+gAJiU9eEB3IzkFpZKliX8asIog8KPKSdJ2mZPtD+T7c0EQKixXFUQRlqY453ewtTQ1SxP5CfVGErcsabWQ82+bpT5Q2e4uc/YprQY969PNCMJIYbkqwMxSBWFkSatJmiaKylWFpYr/PzMsTSxN9wzKpXHL0iRGzikII5I4tjRpYWmqsFQx272gcoWkcYubdZDM0hRALggUlWsuqg4jhOFNA+QQsiRpyQUhcgGWJjgXWKsxbc2ZybQ5PakgihSWKiBZ0mwg5zAzS+MWxuGkyTZcEHi3pXMgKQhLBuaick1RZQjJ12bLykguADPMEkviJpiRxK00bkyTJDFB4E1LSxNL4hjLykNuDZZuQy5QWCohyeJm05dNVJILQrMk9uFJJEXlGmncwoWRXBCCGS6IyMrMWo1pS+OWJXELzOTCyMuXJpiZJa0WaCVOoyRJjJCfZmpgmMKopKgypKhczR6/7ZFP+PL2coIclsRpqz5tcasBoCAqWdJskKYpLvBl4r+vFuy0NEmQE5b4vdwlB8JFlZrKtWVyLrQkbsqFEc6Fvu4kLSQnF5ZIk1baakxZ0vIxBJKsLqVJskcWJBcEZnaYwmgSyZHETbM0xTA5F+DCyEXlGmFU9uXWnAGwuDGDr88lRZWaovIQZunnm9MT1qz7abnOOWs16qTJ7I3KVrFn/+M81u3t1e6XQhvml6OwjOGn3syVd2xWvmFJmu1HM7PrgOvme3OSNlvceuV8/+egOS3tO2dqtgBy9o+z33y7OeP+cy7Es0wb/XtPOnmW3QnkvX9M4icT57GM524+vbe8y4DJbg0KFChQYOmiXwrtISCUdFwu7URgrg1X7s/O7S9fgQIFCjwHfVFoZjYFfBX4iKQhSacCbwb+dY7snwMulXSkpCPwO059tse3OO9ua8F5yHAOgoyDwnnQfOpXTy6bh3YDsBG/CuMyM7tR0muAb5jZcJZPwN/z3HloHyi6nAUKFNgf+qbQChQoUKDX6JcPrUCBAgV6jkKhFShQYMmgUGgFChRYMljyCk1SkPs+/9WvB8ZZzX3vSxm3ZeuXjBlXKfe953JKGu4nX8azXtKy7Hu/6s+rJL24H1w5ztMknd5HvtdJurxdtt3CklVoko6WdBNwjaSLAXo9Uirp+ZJuBTZJulpSNbfsqFecR0q6EjgFei9jxnm0pBuB6yRdkfH2TM6M72bgM5JukBT2ulwz3j8Gfo6PENOP+nOUpG8BN+GD5vYcklZJ+gbwFeB4SfPfemnffEdJuh34LvA3zD25vmMsSYUm6STgDmAL8ABwsaRNkua3LfO+OVcCtwJPAJ8CTgVulHTiPi+cH+fb8RXjg8AZklZl6T2zJCS9B9iML9vvAOdIuiE71/X6JOly4Ef4cv0IftrPJ7NzvbaYTsRvZPTqWZPCu4acZf1R/ATyB8xsvZndmz/fQ7wfeNbMVprZ1WbW2u8VHULStXgZHwKOwb+jZ3STY6kGeNwI3GVmlwBIugX4X+BeSdea2UwPOE8CpszsoozzB8AXgXMlbTWzZ3rAuRb4B/xysfcAPwBu65UlIWkFcBzwXjP7YpZ2H3CHpEvMbPZ63fnyCb/fxxlmtjlLuxtYNtfa3i7yBmaW4OvMTcCvAg9IetzM9hJztjPkZPht4E4zuzi7h1fjX/wJeE508K4gK9sh4AT8vE8kvS07vdnMHu0y33p8+LATzez/JK0FVubvpxvPc0lYaJKOmNUXd0BNUpQ9uKeBR4A/ALoSvFxSOftsm+gTwEvb6dnLfT3wEuaOKjIfzrbv6nrgy2a2CXgSeJOkY7rBNQen8IFINwHfzNIcvmv0ANAVSyLHF2YV/BNmtlnSyfLRVN6Ef5Zn5X14XeIMADJlBvDrwGfwlvebgWO7wTeLsx2k9TzgdEkXZY3hp4Hbgc/l/cBd4gyysh0CNgDjkjYBVwDvBL4q6bwu8snMHjGzizNlFpnZVnzgid9sZ58vHyxyhSZpuaTbgG8D35R0blaID+Nb9t/PHtzR+K7ZMWS+pk5NeUmHZV2sawByJvpW4IfARbnsX8FbTyfP5+Wbg7OZVZIJM2tvefmP+C7Sa7rhB5mD08xsxsw2m9l4xp/ig7xO4OXsJl+cfbYtoiOAfzazIeATwF8Cl0uaK2JLp5xJlt5+L57AN4DX4wO9vl3SFZJO6CJnPVPe9+OtwU/iV8f8Bn7Z3+nAn2TXdqvOJplS24oPz3Ud8JSZvcTMfg/4MvCGTuWcq+7kzok9ezd/G1gnqdwtn+iiVmjA3+L3Z30F3mo4B/grM/sS8N/Ax7KW5yfAbXjf1hugMwevpOOBm4FXAS+SdHbu9Dbge8BrJR2bcaTALcBbzazZiYD74FQuj7Iu2X8BbwFe1gnX/jjzlkKu/M4CfpGzanrF929m9k+ZrM/irYnz8Q1XNzld7uU6CXjQzHbiNwa/HDgebyF2jZM97+EFwG+Z2b/gI8zcA/wF8EfQkzoLfu30BvxOdG3cBrwAOOhGeF/l2pYhJ0cCDJtZQ13yvy5KhSbJyTv41wG3Z634lfiW7WxJG83so8CZwNeBk8zsa8AavIO5Uwd2Cb+g/nx863JB2/Iys+ksrQ58IHfN48DjkpZ3wLdXTjNLcy12+/MqfLilUyT9qaQr1dlAyN44kzZn9gwC4GS8ZYGkd0u6aC//OS++HNp+3wm8w77TYf99lWv7Rb4X+GtJP8t47gYexXfVusnZzCymGO8ohz1ypsCjyk1Z6RJnuwG6F/h34LT2BWb2U/wWpp00wvutr7l373a8AbC2a6PWZrYoDvb4olZnv0eAHwNvy+UZxlttd81x/Qn40bnf7YBzTfa7BCzPvp+aPZBLc/mFH7V5DLgWby3dh/cDdZ0TcHNcfzX+JdgBnNUrzkzWw/D+pXPwI55bgTN7JSMQZJ8vxXfv/66Hz9IBn8/q2LuytNfjX9a1vXyW7Flj/WK8wrm0V3Jm6cfiG97b8d3be/DRcUZ6WV+BF+IbiY0HKt9+76dbf9SrA99SfBrvQPwO3gH9luzcx4Afzcr/a3h/2RnZ77XA17LrL5sH5xtn5RnOHv6dwLpZ507FW0vfBz7US07I9tGACO9Hax3oCzAPzrZS28ge5fnhHss4gp8PdgveMvvzXj9L/Ite61KdPVA5q/hR1Xad/WCPOduNxMuA92W8++Wcp4xthb0G7w7acLBlvNf76tYf9erAW1bfxccXD/HducfwI1Cr8aG9z8nlPwq4C/idXNq5wLJ5cj4CvHZWvg3AF4CrcmlR7nvYJ84w+zy7j3IGeD/Jh/F+kF7zCa9gLuQALIcul+tuq7RPcq4HLu6jnPk6+0tWf6/KdTZ3N46u/VFXb8pvsNyuRBcCj8yqWF/AD6evBt6Ld8i/MHf9D4HTusy5CT/atT53TQk/nP8tfFf3exxcl7ZbnK/vM+c9wOl95jvgbskifpaHtJwLUa4He/RNSR1ggR2Hd1Deih8pWYcfvr4DeEUuX9sfdlb2+2Z89+4qvHn7fbI+fa84c+ln4qcsPAWcX3AOjoyDwrkQMnZ6HDKjnJLehe+L/xj4M+Bw4EN4c3Yr2Xo6ADO7D/gZ8IdZ0oX4eUkA/2lmp5jZth5xnpddG0jaiJ+z8ykzO9LMPltwDoaMg8K5EDLOC73Ulgdz4OcVXZD7/Xy8Vj8C3z+/iVw3B3gjfl1YLZd2QD6ObnECRwIrCs7Bk3FQOBdCxvkch9JazmvwS2vaSyam8TP+q8CX8BP9LpH0sJk9hndI/4f5+V9ARxMP58VpZk/1W85FwjkIMg4K50LI2Dn6pTkPokVoD+mehDdfS9nvDfgh5Z/j565sJzeSWXAeepyDIOOgcC6EjB3d50IRH0ABvg+/8DqfFgCvBN5RcC4ezkGQcVA4F0LGg7q/hb6BOQqsPdFvE/Du7PtF+BHM1QXn4uEcBBkHhXMhZOzkOJR8aMDuSAAhfjRljaQ78VEy3mlm2wvOxcM5CDIOCudCyNgRFlqj7qU1OB6/pGYL8P6Cc/FyDoKMg8K5EDIe9D0u9A3speBKwKVApeBc3JyDIOOgcC6EjAd7FDunFyhQYMngkFkpUKBAgQLzRaHQChQosGRQKLQCBQosGRQKrUCBAksGhUIrUKDAkkGh0AoUKLBkUCi0AgUKLBkUCq1AgQJLBv8PREIQ3Uaaw3EAAAAASUVORK5CYII=\n", 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\n", 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    " ] @@ -240,7 +251,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -285,7 +296,7 @@ "outputs": [ { "data": { - "image/png": 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uGc4ynDv/wWi/QVtNyTBUbBEG0pHxmqt7HJupcvhsiVrok4nHKdYa+L7ixCzmqg0mS3WcmEWlHjBTqeEGwlA2zvVbCji2RdK2mKk1CDWk4gZkHJuhbBIEjkyVePDMPK4XUKn5lGouH58qkbItsJW4FWNLf5qn7BmiWG/wzUMTVNyA5+3bxp6h/JKnNAyVyXKd6XKD/kycECVUPW+w4MRshftPzZNP2jx8dp6j40USMYvj03luHuvDsYWJ+Qa37+gnk3IiD5RzN/1CH5gqlkTGf7xY58hEiURcsBCGc0lqXsBUxSUZsyjWPcq1yBs9W3TZO5KiWAmYrzZ47EwRNwwpVWNMl138MMD3hC25OIcnS/QnHQoZZ8H7bH/46nWfg1MlcnGbpBNjMJMgHbej+2C2QskNmKu5C32UACdnyjwyXgKF67fk2TOURSxwvYCBVGJBVjutboZawycIlXwyTtqJEajiB+A3z0mrid/ygFpeYcK2mKt7K/Lk2iuTmhfgBgGlms/uvjRl/5z3v7jSqXkBk2WX4zMVZqp18k6cHf1RK2WhrzauC0Y5YVsL3nO3DHKnBs0DfhL438B3ReQFqvoY0JuhnB5Trns8NlGi4Xsci1XYW8+SiNmcnqtRrfvsHMpwcHyOHx6ZJRsXgtCmPwb9CYupeZcgUOK2UPcFCQMOni3j1gOOzlYp1xsM5xKM9KWJx6wL+mVaN6gtwlA2gWUJFden0ogubC5mkXdiBEFItRHw0PE5Ts+Vma74ZFPRDRKLCUcmKiRjii0WyZiNE4MjEyWmi3VG+tLkkjF8H3wJOXBinoFcHAuo+yEnpipMzruEwPXDKWaqDR45NU8tiAyF2MINIzlsW0jH4xw8U6buunwRePETYgwVUhc0J+oNn/tOzBEoFNJ5bBGqDZ9HJ8oMJOOkkjZ136fiepyaLXHg+BzzjRDPCzhwusx3Dk2hQIDFkakSt+8aZEsuSRiExEXwVKm6Ht8/NotlKRknTi4Z48x8ldPTFc7OVzk0UOTp14/Sl4rz2HiZXcNJHhkvMT5XxVdlYrbGdw+CF4RghVjYJBwbLwxISIxj01XCUAisgKMTNfYOZXjKNUOM5lMXeI8Hzsxz7/FZUjHYUshw7ZYMh8YruA2Pedej7gdUqwG+H5JK2XhhyJnpKoEqhXSSwZxDMm5Ta0TGdyib4MYteYZzyfNkpeI25bpHue5Tqnscm64wkInTn3LYkncYSido+AFHp6rsHk6TjMfwg5ATs9Vmn54yXqzTl3TYt6MfyxImyvWLetwV1490yiSibo6aT8MLOVmqMlf18LwUw7kkh2dKHJksY4mwJZfEsmC+6uHWfH5wukix4fOE3QNcN5Ll9GydZNzm5m0FCmmHuAiPjBeJicWWviSx5ojtWg3bSpY++cCrROTXgG+KyL9fk+TLSCMIUYHpkkfJrXB8Yo6yG1L1lIGMw3ylzoFTRSarDXb3JbmuP8NwLkGp6vHQmTluHstxx81bqDc8js/UmJqrcrpYZcdAEj+Ik4zHcSyLct3j2HS5aYSiGycVt6m4Pl4QLswBC0OlXPexUCZKNdxGQBAoY4NJ5uYbFGvKfM3HEpitNdg7kmWskGS62qDihSQSFumYzSNnSoQI2/pqWBKSdmKoWkzMVXnstM9czaXUUBKxkJxjk0qmSGYc8l6AHYuRj4VYzaZ4yQ144OgkrgeDGYeKneDIeJF7vnmIF+zbwbWj+QUj88CpeaarNR47Nc9gX5rhTBxfQx44Mcd8xcWybLYNJgGYmnc5Nl2i2AgYKzjELYfDk1VOTkdOfy6b4MRMhYliHce22T6UYjCTZCid5GypxuGJImeLdYazSRIOjM81CIOQM/Mu0+U6fhDgeiHTpToPnU5SrAYcmpij4gaEYQgCvsbJJm1G80lyGRv1oZC0cewYc/Uq/3zgLFUP6g2Xuhdw+54+3IbSn3TY2p9mulTnvlPT4PmoE+PR03Mcn5rn0NkS865H4MNU1cVtePSlEmzrT1Kqe8zXfDIJCw1Djk0oxYpHIWdzaqrCfNWhVGnwpGsGEbEWvPWK61P3fQ5NzXPg+Cy1RsBQNsVAPkG93iDuxNiSS3DgRJHBPoet+TSFdIKEbVNu+FS8Bg8cm6MvHWe66rKrP8PRmSpiwe07+hnMJC4YIAtDpVjz8P2AmC2cmatQSDicmXX54ck5Hss63Ly9wJcfPMu/Hp2iUg/IJWMknTjbBjLsHkoyWaygloXvhZydczk6UyFuCZZEfb3jpTqHp8ok4zb5dAzLip6PtTZBO917wWyq6odE5EHgE0B6TdIvE2P5NDduySNhSHXc5dGpGtMlj3QcbAsCDYGAa0ayPPW6QTS0GMkl+N7hKSquUnWVp9w4iG1bZOPCp75/kvlKnf5sihu25jk6WcV2hIPjRQ5Nlpgo1tk31r/QZzKQdjg+W6Hq+iRiFnN1l0Pj89QbPjMVj1CVbCJGOhHD7oNbJIsfZGiEQhAKtmWxeyTHWBDgq7KjP0vCFv7uh6dRz6Ncr+OFcHK2TtyCSiNkrtJgvu7hCGTTGfoKCVKxGFvzaW7Z2sfjtw/ihyG+hkyVG5ycLPHodJ1y1WPrQIYn7SnwvUcrPDYZGZQXPWkHjhVnplrjnw6cZbbs4gbKaNWjUqtzbKpGxfWjWe3A6WmbSgBZRxARbtqa43E7BkjFbQrHZnlsvEjdU/rTFrOlGrO1gFrDxz6ipOKCZTlcvyVD3VOmS3XOzFRxFSyUvUNpdhUSTFdd/vHBs5RqHnERbBvSiTghFpVGGHkBMYvdfQ637hzglq0FjkxVODVTZ6bqk7RDfnCsyOGJIllHsCXk5GSFbxwaZzidIOXEuGlHH67r8c1HJnHsqE9pttJALEBt0JC6H6AKcdumIXBqvoGGSsy2QWJMlj1OzNTIJctkUzYzpQaluseWgTRFz2U0l2W4EGdi3mWqWOfMfJVHzpQ4NlUmDEO2D2UYKSc5MlVjrlwBbFKJGCKQTcQYzCW4eTSLF4RMlj1qnsfpmQqPnC2ydzjDYDZFX8oBUQ6cmePQeJltfUlu3tZHzLao+z4Pn54n0IDZqsf0fJ2YDdWaFxlqt8FXDsSpeiEzZZeaHzJdbZCIx1EgFbcouUrSgVTCJpsUHCu6bt+rNpiquAznEsQtYSAReapOrDsjw50atGe1/1HVr4vIU4gWkG84AoFcMk427TDSl8UCBtNxRgopfD+kWvcYG8rzgn1j7BjM0vBDYiLYtpBNxulLRU3FG7dE/UnPvW2Me49OM5BOcNv2fvYMZZmcr3N4sszJ6Sonp6pMFOvs6M8y2u9w8GyZeqPBmfka8ZjFkfEavu9Rdj3cUMmlHK4bzdGfcZirCjeNpan5IRXPw0YYSCWoBD4pjXPTtjz5pEPJbfCEPcMcPFvi5GSRehBSSAoVF4byDvlEjP50jJGBDGP5NPl0nJzjMJxLEIvbZHc2+6lUmau5fPfwNANn5zg2W2drIUHdh0I2wdGZOg+fmefPv+lz87Y+vDDg7FwN1/MZzqfJJWwem6gyW6oT2hZb8wkm510OV3wyjs1INsm2gTz7dw5w7ZY8CNywNc/4fI2aG3J6rsJ3Hpsi7jWoekrJbTBRDrHEo+6HXDecIhGzAEECn2wyye7RAsWqz1zdp1zzsW2boVyC2WqA2hZPGsuTTsQZ7UtRcUN2D2Z5/I5+ZmsNzpY9+nIhnh8wWW4wmrYJh7LkMg7HJ8pMlevYIpxM2KRSCR4bnydQJVDwRHAsi0wyhmCxNR8jGU/g2NCXc0g7cWZLLqEGxOIxRvtS+B6Mz1c5PlVivOyR9JWUY1PxfE5PV/jmgZAtA2USTozj0xXKtcjY9adjXDuao9oIcP2QSt1j70CC+12fWr1BOlQScZvpkstcPWR8rk7FC0nHhS35JCHKyekK4/NVtg2kuWVbH//4oMtcqcaJmRp7tuQJwpBT81WOTFaoVGqcnKnjxG0UKNYDqp5PMmYzUfYpuTUGkg77dhTIJmyqno8tFoV0glxKeNzOPPlEAj9QHjpd5vh0nfH5MnFb0DBgfD5OqIAo9jQMZ5IkCqneNTlFRNrejv7/RGRxY/sU0HH4oCuJVNxmOJugVEhTSMaJjRXoSySohz73n5ijEYTsGMwwnEvRn4kiF4WhskdzFFLOeVMkAK4dyuHYFkGgpJ042aRDqdFgrlon6cDBk/M8cnqWHcNZRnJJDp4p0fB9qp4yXnQRDRnpSzOQtvEbATU7cuG9MEQERgtJtvalODlToy8Vp+oHTJVcECGfjJNPxRlMO+STDk/e088/HDjLbLFO3VdyKeXm7TluGCkw1pfGcaJ5V60pBEuNJuaScZzrbK4dyYEqrhcyX/PYWkhx3ZYc9x2Zo+h6HDxTYt+uAjduyROKcPvufio1jwdPzJNN2gzmUowUkpyYrDI9X2WoP8NTrhlgsuhTyDkU0g41L2BHf5ZdgzkAJks17JiN63vEbYvp+Tqh7zNXi85XNu2wbdDG90KSiRg3jBXYmk9RcwMem0yzdyTLQDbJk/cM8ODZEinbZt/2aJCh1ckNUdMmFbcJVbEpcGiyTD5dZzg7wN7BLPXQ56sPTnByusTh6Rq2gIQ+Z8pK3IJrRvLcsCUHlsXOwTTFqs/OwXSzmQ9jhTSZRIyJSp2ZkksiFmOkkMALlKQlfO3wJA8fn6Xk+Vy3Lcd80eXh00VOzNc4VaySilsknRiFTJyYCMOFDM9/wla8QHnkdIlsIsaOoTRPrdU5Nl7jcTvz3Hd0joliFRVw3ZBKw6OQSbJnJMNMqUHcFk7NuUzM1/H9WVzXY7LqEbcsJssexyZLPHSqRNVtkE451Bs+FhY3jWUZziUIFPYMp5gr1zkz1+C6sQLPuHYLuXSco9MV6l7A/SfnOD7tc9uODGMDGdKOxY1bcgxkY3zvUZczRZcDp4pkkzFSjs1sucEjVokdwxmedu0wo4VlA/F0xMU8tHnOLTvyuXAAoLV08MqeabcEliUMZ5PMVBqEqvSnHXb0Z0jYFsP5JIEfkk86DOeS5+2TdmJUvYCh5ryp1ghNLGaxezB73ryy09MuR6frhIFPsRFyZq7K6XmPoZxNzVMcCyyEhBWSTCa4dUuWXC7J9JxLteHj+iGjhTjlWkg6GSObdNg2INGIWCLGYDaBLXLeHK4tTnQz/NwTHA6Ol0g60HDhlq0F0uml12ouF0ppNJ8i3zQCYagL/SypuM2De+f4wr+cQoMQVeG5+8ZohML2gRSHp8qcmW9ww7Ysw5kU2USMJ+5STk5XuXE0TzYZ50iyynAmueTw/WAmyTOuH6Xs+tGgSXPax5HJEt87Ok1/xuGGkTxF1yfl2GwtpBau0zUj+fPmtV2/deCC8ubaOsEdx2bvcI4wVJy4zXQ5xY6BNIXmhNVrBgscnilxZrbK2bk6Z4s1TkyUCG2L5+0bY9tAhkw8GuH0VJecItOvCWzLwhahkDrXL3b7zgEG0g7j8y637SyQiMe478QMX/rXU0xUXDw/pC8e55rhAv05h75Egl39Obb2pblt+yB1L6A/5eCpkro1mp+YSyZxvYCGF3J4pkTOiZFPOBTrDZLxBHtHc0wXXWbKDRpeg4fmoqZxyrGxNOTIRBlblHwmxW1jWRohiFjcsDXP9oE0haTDWF8ayxbqXkA6HluYIzmQSVKsN1DgzFyN3SNZUrHIaA1kHNJzdQqZFNNVj5oXknEssok4Db/BiaLPjqEUyR43OW9p+71n2VwbFDcI6cs41L0QP4j+FzIOWzXNVNklv8Qwd/vi6sUP42LD8KPXDHG2WCMIQnbWXI4kY8x7AdmEzXDWJh6zGM4nCHxhuD/B7sEcW3IJHp2qMFOusyWfZiibALUZTCfODXVnEhc8NC1a3lYuEefWsb6uDYfHYtZ587J2FbI88ZpBfnisSMVTfBVu3d63MJzv2BbbC2lGC6mF1Qy7B3MLZUguEVyzhWVFUy+yyfO9xutH8nghDKUdBnLn4n22T1YtpB0KqyjfYgPewnFsbtzSx/UjhebIX42HT5fY2Z9m+0DmvFUmrTn7i++Z9vlrrbxRmsPwzsHzplQMJB1GCylOTJU5Ml4mmbRx4g77d/czmEktDBS0l7Ml1xKhP50g7djM1RvYts2uoeUyDosAABLCSURBVBTzNZ8hP4mGMJCJpsJMlGrcd2yGJ6cdsmmHm8cKfPORaY5OFhktpHjaDSPcMJwnm4pTrHv0JR2cuH3RicG5VJxMIkY2EV8wtm4Qzek7NVvF9QNu3dXPTWN5Tk5HXqTEhJMTAXFbSDoxcsnVB0hoIedalRub/fv367333nvJfIsnKrYmrLZuqlLNWxiyvlgEiktN/IwegDoT8y7bC0nm3AYnZyqcnauzeziDHwg7h1KgsnDDJJpzx+KW4IeKY0VziDqNhtGarJtNxNY8WnSxY52dr/HI2RIVz6VSDfmxG4cZzac7Oi9r4XIHiFwv+fPVBidmqti2Uq6FXDuaXej6uJRurdn8wHlN7FTcXqhcjs2UefhskbRjc/1onmwiztlSha89PMWt2wvcuq1/TdFX2qm4PjNVl1LN59qhaALw2VKNqWKdybLLeKmGhsJzbtrCSH9nY4wi8n1V3b/Utov1of0pHcwzU9UNNX1jwbNqe1BHnHO1cqchbi4WtqU1kdSxLAYyDtmUw9aBDIlYjFBjbO1Ls7WQXnJ5yEjbPKQwVBzn4qM/7Q9ZN9fbLXesMIwmRl47kqFYcyimPBxZevZ8t7ncoXLWS34uGWfPcPaC1QGd6tberG7/3fIedw1kySTipGL2QlCBvmSSO27a0pXKsJ1oVD/BWCF9zpNOOrh+SCYZYzSfYjiXYCi/tr6zFhfT/FBXJFxhXOqhX81Nu9SM6aoXRLHJ/MjtBtheSGOJsC2fwnHOl79Uf1Inuizer1s343Kya15A3Q+J2zaBeriB4oZhV2ReTi6399dO+7nvxTrN9i6E1sTvhG2RTca7Xv7l7iMLYSiX6tqE2hYXe9HwO7oi4QqjF7XsYqPSMpa+H+LGw4WObcex2T2UXfIYq/Wu1jsKQvuylbgtZBybgdT6RX3oFVfrW796bTyXor0VdFkWpwOIiAPcQBTosX2i7Ze7qtFlZjU19WKjshDpIa7EYp0F4VutoV3vZli7PCewSSfieKpsdJO2UcLjbAZ6ec92Gm3j6cCngATRVI4iUUjsE8Denmh2mVhNTb2sW92DC3clNY02kxG43P1zhu7Q6RX8feC9qvr7IjKrqgMi8lts0DenX4wr/SG9kppGxggYrjQ6bTRfz4XBHf8H8PruqnP5Wc+496uhl/HYDYaNzkpektJaNXBGRG4G+lkUmNHQe650g2swXE46NWifAX6m+fseovDY3wf+shdKGQwGw2ro9J0Cr2v7/Xsi8l0i7+zveqWYwWAwrJRV9eiq6te7rYjBYDCslU6nbewkevPS7Vz4QpPre6CXwWAwrJhOPbRPAQ8Dv0X0fk6DwWC44ujUoN0IPFVVN/6iPYPBsGnpdJTzb4Bn9FIRg8FgWCudemj/CfiWiDwGjLdvUNVf6bpWBoPBsAo6NWgfBgLgIUwfmsFguELp1KDdAWxT1dJqBYnIAHA38GxgCniTqn5siXxvB94CuG3Jj1fVw6uVbTAYrg467UO7Hxhco6wPAA1gFHgp8EcicssyeT+hqtm2jzFmBoPhknTqoX0Z+HsR+TAX9qHdc6mdRSQDvAi4VVXLwDdE5K+BlwFvXJnKBoPBsDSdGrSnE72H89mL0pVobeeluB7wVfVgW9p9LD9y+nwRmQHOAH+oqn/UoZ4Gg+Eq5pIGTUQEeAVwXFX9VcrJEgWFbGeeKEjkYj4J3EXkCT4F+LSIzKnqx5fQ7U7gToCdO3euUjWDwbBZuGQfWvPt6Q8Aa5lUW+Zc+KEWeeCCQQZVfVBVT6tqoKrfIorD9uJldLtLVfer6v7h4eE1qGcwGDYDnQ4K/AtRs3G1HARiInJdW9o+4EAH+ypt7zAwGAyG5ei0D+2rwJdE5CNE7xFYeF9nJ4MCqloRkc8A7xSRXwVuA34W+JHFeUXkZ4GvAXPAk4gm9b65Qz0NBsNVTKcG7WnAES7sxO90UADg1c28E8A08CpVPSAiPwp8UVVbUTz+XTNfAjgJvEdVP9qhDIPBcBXTaYDHn1irIFWdAV64RPrXaQtJpKq/sFZZBoPh6mQl7+XsB54PjBFN4fgbVZ3tlWIGg8GwUjoaFBCRpwKPAb8OPB74NeCxZrrBYDBcEXTqob0feLWq/kUrQUReAvwvoo57g8FguOys5L2cn1yU9pfAtd1Vx2AwGFZPpwbtUaLRx3b+LVEz1GAwGK4IOm1yvg74WxH5T8AxYDdwHfC8HullMBgMK6bTaRvfEpFrgOcC24hCcn+hORXDYDAYrgg6nrbRnKLxZz3UxWAwGNbERQ2aiHyFtmVOS6Cq+szuqmQwGAyr41Ie2nIe2RjRGst0d9UxGAyG1XNRg6aqd7f/F5FB4E3AK4FPAO/snWoGg8GwMjpdKZAXkd8BDhG9E+AJqnqnqp7sqXYGg8GwAi5q0EQkJSJvAg4DNwFPV9WXqaqZf2YwGK44LtWHdpTI6L0XuBcYFZHR9gyq+uXeqGYwGAwr41IGrUY0yvmqZbYrsLerGhkMBsMqudSgwO510sNgMBjWTKdrOQ0Gg+GKxxg0g8GwaTAGzWAwbBqMQTMYDJsGY9AMBsOmwRg0g8GwaTAGzWAwbBqMQTMYDJsGY9AMBsOmwRg0g8GwaTAGzWAwbBrWzaCJyICIfFZEKiJyTER+cZl8IiLvEZHp5uc9IiLrpafBYNi4dPySlC7wAaBBFCDyNuDzInKfqh5YlO9O4IXAPqJoHv8AHAE+uI66GgyGDci6eGgikgFeBLxNVcuq+g3gr4GXLZH9l4H/qaonVfUU8D+Bl6+HngaDYWOzXh7a9YCvqgfb0u4DnrFE3lua29rz3bLUQUXkTiKPDqAsIo+sUr8hYGqV+64WI3NzyDMy11/eruV2WC+DlgWKi9LmgdwyeecX5cuKiKjqea/UU9W7gLvWqpyI3Kuq+9d6HCPz8su8Gsp4tchcjbz1GhQoA/lFaXmg1EHePFBebMwMBoNhMetl0A4CMRG5ri1tH7B4QIBm2r4O8hkMBsN5rItBU9UK8BngnSKSEZGnAT8L/OkS2f8EeIOIjInINuC/AB/psYprbrYamVeMzKuhjFeLzBXLk/VqyYnIAHAP8CxgGnijqn5MRH4U+KKqZpv5BHgP8KvNXf8Y+G+myWkwGC7Fuhk0g8Fg6DVm6ZPBYNg0GINmMBg2DcagGQyGTcNVYdBExG773fOF7iKSavu9XsvLpP17nWQ6bb97Xk4Rya6nvKacvSKSb/5el3MrIk8SkRvWQ1abzB8XkTvWWeYzROQtrfPbDTa1QRORnSLyCeCDIvJagF6OlorIdhH5W+DjIvIHIpJS1bBX8poyx0Tk3cCPQG/L1yZzp4h8DLhLRN7VlNuzcjblfRb4sIjcIyKxXp/Xptz/CPwQeDb0/tyKyA4R+UfgE0BfL2W1yRwSkS8CnwYeJyLxdZC5Q0S+AHwF+B2WnmC/KjatQROR24GvAmeAh4DXisjHRSTdI3mDwN8CJ4D/AzwN+JiI7LvojmuT+QtEN8WbgJ8SkaFmes88CRH5deBeovP6ZeAlInJPc1vX7ycReQvwA6Lz+k6iaT8faG7rtce0D5gFnrxoUnjXaPOs30s0gfwhVd2rqt9t395DfgOYVtVBVf0DVfV6KUxEPkRUzoPAbqJn9Ke6dfz1DB+03jwL+Lqqvg5ARP4KeBT4roh8SFVrXZZ3O1BR1Vc15X0H+CTwUhEZV9WzXZYHUSim/49oudivA98BPt8rT0JE+oDrgNeo6iebafcDXxWR16nq4vW6a5UnQAj8lKre20z7BpBfam1vF+XaqhoQ3S+fAJ4CPCQix1XV7aastjL8JPA1VX1tU4cnEz30JSDopszm8QXIAI8nmveJiLy4ufleVT3aA5l7iUKI7VPVIyIyCgy267TWa7ppPDQR2baoLW4BaRGJNy/eaeAw8EvAji7ISzS/Wy56Cbipld58uO8GbmTpqCJrkdnqu7ob+EtV/ThwEniBiOzuhqwlZArgAh8HvtRMs4iaRg8BXfEk2uTFmjf3+1T1XhF5okTRVF5AdB1f2N6H1yWZNkDTmAE8Ffgwkef9s8CebshbJDPZTHoZcIeIvKpZGf5f4AvAn7T3AXdJpt08txngVqAoIh8H3gX8CvAZEVkqtNdaZIqqHlbV1zaNWVxVx4mCT/xEK/ta5W14gyYiBRH5PPBPwJdE5KXNk/gYUe3+i82Lt5OoebabZn/Tatx5EelvNrE+CNDmoo8D3wNe1Zb900Te0xPX8vAtIbPRvEFKqjrbzPb7RE2kH+1GP8gSMlVVa6p6r6oWm/JDIEFkzMtdluc3v1se0TbgD1U1A7wP+G3gLSKyVMSW1coMmumt5+IEUeV3N5AEfkFE3iUij++izHrTeB8g8gY/QLQ65ulEy/7uAP5zc99VPfBLlbNp1MaJwnPdBZxS1RtV9WeAvwSe2+Vyats2Afzm338CdolIohv9ohveoAH/HagRRcH9EvAS4O2q+ing+8DvNWuffwU+T9S/9VxYeSeviDwO+CzwJOB6Efn5ts0TwDeBHxORPc3jh8BfAS9S1cZqCncRmdKWR5pNsn8Gfg64eTWyLiWz3VNoO3cvBB5u82p6Je9vVPV/N8s6TeRNvJyo0uqmTKvtwbodeERVZwAPeAvwOCIPsWsyOfccvhJ4pqr+MVGEmW8DbwV+DVY3KHGJexaitdO3Aqm2tM8D1wCrqoQvdm5hoXJslSUAsqrqShf6YDesQRMRS6IO/l3AF5o1+buJarefF5Fnqep7gecRRce9XVU/B4wQdTKvphPbIVpQ/3KimuWVLc9LVavNtDrw39r2OQ4cF5HCqgq6jExVDdtq7Nb3+4nCLf2IiPxXEXm3rG4QZDmZQUtm8/zbwBOJPAtE5FdF5FXLHHNN8tpo9fuWiDrsVzvkf7Hz2nqQvwu8Q0QeaMr5BnCUqKnWTZmNpsfkE3WSw7lyhsBRaZuy0iWZrQrou8DfAT/e2kFV7wNsov6ubsoM2++fZt4vEDkBo10ZuVbVDfPhXH/UcPN/DvgX4MVtebJEXtvXl9j/8UQjdM9ZobyR5n8HKDR/P615Md7Qll+IRmyOAR8i8pbuJ+oHWmkZLykTsJbY/w+IHoIp4IW9ktksaz9R/9JLiEY8x4Hn9aqMgN38vomoef+7vTivLbnAnzXvr1c0036a6EEd7eW15Nwa6xuIDM4belXOZvoeoor3C0TN228TRcfJ9fqeBa4lqiie1WkZL6pLNw7S6w9RbfF/iToQv0zUCf1zzW2/B/xgUf5/Q9Rf9lPN/6PA55r7v3GV8p6/KE+2efG/BuxatO1pRN7St4jeo7DaMl5SJpFhsYA4UT+a1+kDsAaZLaP2LM4Zz9/qcRlzRPPB/orIM3tzL8vYTN8DpLt0v3ZazhTRqGrrfn1Tj2W2Kombgdc35fZapnDOaI8QdQfdutLzvKRO3ThIrz9EntVXiGKMx4iadMeIRqGGicJ7v6Qt/w7g68Cz29JeCuTXIO8w8GOL8t0K/AXw/ra0eNvv2BrL2KnMWPP75zstYxdk2kR9JL9F1AfSa3lCZGDupEPPoYvndcErXady7gVeu47lbL9nL/D6e3luF8tf66crB+nFByi03Uh3AocX3Vx/QTSkPgy8hqhT/tq2/b8H/HgX5X2caLRrb9s+DtFw/j8SNXO/SYfN2S7L/Ol1lvlt4I51ltdxk2QDX8urpZwrkrmSz7oaqQ5P2HVEnZR/SzRSsotoCPurwG1t+Vr9YS9s/v8sURPv/UTu7bdotul7Ia8t/XlEUxZOAS/vZRk3ksyroYxGZm9lruZzRY1yisgriNri/wL8JjAAvI3InR2nuaYOQFXvBx4A/kMz6U6iuUkA/6CqP6KqEz2Q97LmvraIPItozs7/UdUxVf1Ij8q4oWReDWU0Mnsrc9X0ylKu5kM0t+iVbf+3E1n1bUTt80/Q1tQBnk+0LizdltZRP0c35AFjQN96lnEjyLwaymhk9lbmaj9X2lrODxItr2ktmagSzfhPAZ8imuz3OhF5TFWPEXVK/71Gc8CAFU8+XJM8jd7svq5l3CAyr4YyGpm9lbk61sNqrvTDuSHd24ncV6f5/1aiYeUfEs1dmaRtJHOjyLtaZF4NZTQyeytzxTpeDqErOIGvJ1p83Z5mA/uBX97o8q4WmVdDGY3M3srsWLfLKfwiJ6w12e/jwK82f7+KaARzeKPLu1pkXg1lNDJ7K3OlnyutDw1YiAYQIxpNGRGRrxFFyfgVVZ3c6PKuFplXQxmNzN7KXDGX26JepDZ4HNGymjPAb2w2eVeLzKuhjEbmlfO57Apc5MQ5wBuA5GaUd7XIvBrKaGReOR/z5nSDwbBpuKJWChgMBsNaMAbNYDBsGoxBMxgMmwZj0AwGw6bBGDSDwbBpMAbNYDBsGoxBMxgMmwZj0AwGw6bh/wc7qUdI7AaH0wAAAABJRU5ErkJggg==\n", + "image/png": 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\n", 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    " ] @@ -320,7 +331,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -436,7 +447,7 @@ "outputs": [ { "data": { - "image/png": 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S3xog6NXJFB12djbx4fu2YRoqX3puiCMj8XLpxvJlG/WUf0CpgxwcjC2rmAq2i0dT53XsSidarKyjsie97bpMJQucn8kA8J/evvuybbIcFUWylIVTmSCGZrPMZApIYG938Ko69mK/Zb2bBDw/GCfk1cgVHZK5Ih5NrIoVtVCh1loqlQnvZCjJdDluudIdiSu/30y6QGvAs2rL1lZyL0tR6wpXJoWFfX0ty4bqVWi/AXxTCPEtwBRC/DWlpU/vXBOpXiV85qlzvDKVIpYr8sbtbYzO5QHB/k1hVEVwbDRBOm8zOJPmiZMZjlyYYy5nM54okMwtvz5yuR+11oI6MZ7k+cEYUOr4tVbOEycnOTwc58Jclom5Ar/55h2886Zu4GLnKVjuou71g/sdTk2mOaOWYjoP3tS9qOWwkicMVRTJyfHFB2vFrb1jSyvffXkCOgUP7u+56hUVC+Wrd5OAguWQzFvcPtDCtvYmbu5bnZKLw0NxHjkyyoP7Xe7c1lo9fnwsUa0vfGBftNrOl7u/2rrDiuwP7neqE9laup0rdQ/r9X7WinqfnP6sEOJGSkmBzwIXgFullCNrKdz1JFd02Nzmo+m8RpNHI2/ZJHNFCrbNc+dnmMsU2RsNsrc7xGPHJ9AVhT3RIIOzGV4amaOtyeDnb+u7ou8+PpbgHw4OMxLL88G7N3PXtla6QiZfeGaQTNHhsWMTfPvYBFta/fh1lbmsxWQyz7eOjlcV2mKxtgqVPelv7ovw8KELNAfy/Oj0NM+ej3H7QIREzubkeLLqYnz18AhzWYtfZfOye9nXWpWLDdZIwOChO/o5OBjj2HiCkViebe1+7tvVeUXtVGmrR46UEhqVCaSeAZQrOvzg1DSTyQIeXeGWvmaAJa3hlbH4tkwVJQqi7kG+WAzuWj5TYKXu4fUu2q5LoQkh7gYOSyn/dMHxO6WUT6+JZGtIZdbrCpk8cXKyuqZzoVk/nijQHfKRKlr8+MwMBQfOTmeYTOa4MJdFUwVff3EMr65w344OtnU08eixCYZm0ozGVR4/Ns4v3zWw6HcvN2j2REOEPDovZhIMx7K8dV+ULzwzyDdeGue+HW30NJtciGWZSRfIFB1CXp2OoJe37eu65PqX62CbW/1EwyZPnJpkPJHHciSW7TIcy1Wvs7OziafPzFKwl998pfa7lopBVZImYVPnVDHN909O49G0S6y/eiv3u0ImAUPl1oGWJVdVDLQGODGeoNaKe+TICE+dmWZ/T4iOkJevHxllOlXg5EQKuLpg9c19kaqbv5BTEymOjSUAWZdSWioeea1YiYJ6NTwvtF6X8wfASSHEO6SUZ2uOfxsIrrpUa0xl1ssWbF4aLblcD93RP8+8HmgNsC8aorfZx8OHLzCTtvEaCpbtEvEZ+AyVwdk02aLLjT0hPvTGrZwYT9LbYtJsasSyFl3hSx9bWo8JX5mBj4+n6AyaPH16mpaAwf17Orl/TyedIS///OI4UsBMqsCbdrdz6+ZWbu5rviR2tlzwueQajbGrK4hX17hjcwTLdjk2mmBrh5+B1gCmodIb8fFodoKXx+a4Y0vLVXXU42MJnj47S0eTl03NPl64ECeZty5xz+tpp1zR4dNPnuXZ87NsavHN25m21k07OZ7kxZHS71z5nv4WPy1+D/GcxfGxFGOJHJPJArcPtNSV5VxO4S62P11XyOTTT57l5GQKVQhOTabrcnHrtTZXc1H8wuvVe/1aaxnkipfkrQb1KrQM8P8CTwshfrHmaU9ibcRaWyqzXlfI5PFj40TDPmLp4rxyi+NjCRJ5G59HJVd0cQGvrqKrgmfOxRASiraLqgg2RXycGE+yqyvIzx3o5dhYklMTSYLeS5u3fhO+ZA1diGX40ZkZbNfllt5mBmcyPHx4hGOjSVwp8eoqIZ+nqsy6QiZtAYOCLXl+8NJ4Vu0smswXmUzmiYY9tAY8ZAs233hxjFTBIms5nBhPcOe2NoZjOSZT+ZJLuqX1qh6rV0n/P3V6hiMX4iAl7U1enj03SzJns39TmHMz6XlFwktxfCzBbLaAR1XJFm2ePj0zT6lX3LSB1gDRsJfB2RxdIZODgzH6WvwAjM/l2dvVRE/Eh5SSp05Ps6MjcFnr6fhYgsePT/CtF8e4a3v7koq+dvJ89vwsHlXlpr4ws+lCtfyhXoWx1HmrXQax8Hr1Xr8S2wNBwXZ55MiFS+KIa029Ck1KKT8thDgBfFkI8WdSyv+6loKtJbmiw8nxJF0hE0NTODQUY3A2zYnxFA/uL8WgCpbDjT0hTk+luakvTCxd5K5tbWxpb+KZczF0XdAkdVRFMJbI89dPnuWm3jAnxlMoAm7dHKnZEfYi9Zrw44kCOctmIlng1v5mvnJohFzRIRo2uXNLK5bt0hnyEPAa3LO9jYcPXWA4lkVKMDSFza3+6mCujWfVxsRuH4igKoKDQ3NkCw7ZosX4XJbmJg9dIS+VnWyRkq1t/hVlAJerR7p3ZwfffGmMfNHG0BRevBDn2GiCXV1B3ry7o+7s355oqDyBJPjxmVnOTWfnxQtrB75HUzkxnsRyHM5MZfB7VLJFh74WP7/11t2lLPXzQxwbTVLPPD3QGmAknuPYaIKzMxmCpraovAOtAV66MMdAq5+QT8dyXHRVYXdXaN5vUo81WsmQLjxv4SRZq/gq11+JpbTwevVOwrWxvadPT5ePLh2mWIvtllZURyal/JEQ4nbga0KI/axTC622fEDXFKIhL9GwyYnxFAXbnqccCpaNrqrct7ODnOUQ9GrcsSXC+KEczX4NXSh4NIXh2QynJpKk8jbRsMn7b+9f0Y+08Me9f08nB8/PMpMu8PDhUc5MphgzNG7qDfP2G7vxezRaAh6+8/IEn392CAXJdLpIW6CkjCrKtLZjP316moLt0ttscnIsydOnZ7mpN4zlujx5cgrHkTgI0jkLQals5fBQnJOTKe7a3s7eyxQKP3N2msHZHA/u7150EFQGbsjUaA4Y3L6ljZlUgVOTCUKmjt+j8LUjo/zcgd5lB0/tfnaVAXRsLEHQ1KpucsXy+f6JCQZnc7T4DSaTeWzX4dx0lodu62NrW4B7d3ZU42v3bG9nfC6PV1f4xNePcetAC2/csXg94bmZNJoiaPEZ3Lm1pOgXxpAqfe3IhTlSBZu7trXx1OlpxhM5ElmLO7a01F2IfXgoxqHhOPu6Q5ect3CSXLhzy0qtt4XXW2oSXkwhlZItk/zw1DR9ER+7ukLXzLKE+hXaucoLKeWF8uaO/xPwrYoU15gH9kXJFGwsV7K7K8QdW1oACJo6BctlKJZlNJYFRSAlnJ1KMxbP8c6botzcF+HUZApDV+iN+ChYLrFskZzloCrg1RV2dTVRsK98+6AD/RHGEzk8hsqZiTSO6zDQ7kdB8OjRCUCQyFmcnUoTSxco2A6qUGgLeBho8/PAvmg1hvT02RkODcYYTxaIpYt4dAWPKhiJZzk3myGRt7ihJ8hUuoCqQmuTjpCC4XiW587PMDybZTqZJ+BRSeYujXXVyv/5Z4eZTOYxVMFDd/RXlUolc1gpumzy6iSzNoYK2aJNyGewuzPI4aE5JlNFppMFXr+1lfGx3CWD5fhYgpdGSu4ewLtv2QTATZsizKYL8+qfamW6rT8CSA4PxpnLWjx+fJxPvHMfT5yc5PnzMVIFm55mk0NDcY6OznFmOsOLIwnamjyL3u+eaIh33RTl9FSGbe1N1e+rWL/vt/t4eTzBYy9N0Bb0YBoa2aLFLX3NTCbN6tZV06k8n3ryPB+8e/Nl+opAUxR2dAQv26cq2dSC5dLf6r/qNZ9LWXwL+2zFivzywWHOTKYJ+w10TbA3GubpszPVzHlF/rUosK23bGP/gr/zwPvK/+pCCPFhStsQ7QO+JKX8pWXO/Q/Ab1NSmF8FPrSaDxo2DZWZdJFDQ3FmUwU8msKurlJuY1dXkFOTSU6MJQG4fUuE1oBBImfT3+Ln+FiC+/d0YdkulivpaPJyaCjG7ZsjHByMcyGe5eWxJLo6uqQbshi1FdaVWfsdN0R5wjPJ02dnUQou8byFoSogJdGQl+FYltdvaWU8WUABBtr81VKL75+cotVv0Brw8MNTk4wmcrT6vXzg9f0UbZenTk+Ttxy2twe4obuZ7748RTJroQiJRJAu2Dx8aASPpjCVKhL0GezoWLoIdk80xPtv771kGVVtpy9YDi+OJOiLmEwm8kynczgOtAU9WI7L1jY/sUyRVL7Ib3zlBW7oKVk5lTY8PBTjq4dH2NLm5/49nTywL1pNbNza38wLw1mafcYlMp2eytAZ9GK5kolEgaJT5OREis89fb5UXJwq0BIw6Ah66Ah6eWBvJy+PJRfNnNYyNpfn1ESSM1NpgqbGnmiIfdEQB4dj/OOhCwzOZEtFywJu6jV5/NgkAa/GG3eUrN090RD/5bFxLsSzPHc+zlsXLD+r5ea+5kvKb5bj/EyG8USe84sUuq6U2ro6j67MS5xVQjcHB2MULJez02l0RSVo6tiO5Okzs2xrD5At2Dw/GGdza4A7t7XOs2ZXk+UekvJ+KeXny69/eanzpJSfrfO7xoA/BO4HLk3/Xfze+yk9jPi+8me+Rmkzyf9Y5/dclsNDcSZSOVqbPLwynSZxeISbe8PV2M2OjiaOjpbcoGTOpidssrlVpWC7fPknF3hwfxRdU/j6oRE2RUwuxHL0tfhJF0uZxfagl73d4RXNPAsXGz8/GOeuba38+j3beP58nJfL5QR7okHec6C0VOjwUIxjYwlimQLbO5ooOpJc0WGgNcA3C2Mcied4cH+U/tf384+HRrkwk+GzPzpPf4uP9pBJPFOk4LhMpnJ4NYWioVC0JAJwJWSKDp1BL+1NNru7mti8yCxfWxoRNA3ed2tbdQaOpYu8dGGOnZ1NFCyXZN4uuX2Og+U4eDSVlrCHvd1BxuYK7O4Oki26jCVyDMey7OwKVl2542MJCrZkLmvxymSaW8v1ZgXbYSZd4PHjExwZSdDy7CC//ZZd82TaG9X46uELzKaL3LgphCqgM2SytzvECxfmKNou0ZDJz9/az+0DpYTE5rbAsrGdSpHs3miIHZ3B6rnvu62P87Npvndyija/hy1tft6ytxOEYOrlCbIFnVMTSW4plzX82l0D6Irgl+7cvGz/uFwh9sK1krUFvCfGEyvecHQ+pThYwbYBdV7ibCyR5zNPniWRt3j7DV1oSmm/i/u2tyGFoKfZR8GWnJvJlFWXrLbfwvrB1WA5C+19wOfLr9+/xDmSUqHtZZFS/hOAEOIAsNy2Qx8A/kZKebx8/h8AX2S1FNrHb6SPQe4HZngX54ng3XE/rw/Dc/FZEiOlzRO3qSm2Hv4IHnQ+u+m/0RLwACH8sfOooxP0d+ynI+glGvRwdCTJG9pmed02Dy09O5nNFHlwf3f9nadQYI86Ctu62dPZRO6RP6D75F/g5r7Aj7IpOhMXGGY7LU0+fmpHC/FEgsfPThIJeDh4aoRt4z9gyv5XHIy5KCPPYKXniOk3knXAn3iFG/wFvK1zfHN4lDOxLKOTsLepCcey2emGiJ+xGMjGKCLRFUGvz6Q56OWmnmZ8z/8ePsb4/paf8JkfneP9du+8QtiKBfbShTlOTKR4cL9TjWs98a2v8vhpld17dxH0e7n76dfxO8D/w4fJaffQETR5+41RLMfhxGiKb700jhACvyp4IP9lbhZvxjT2cnAwxlOnZ7ix2eXtkTFsV5IaPMcr4hyRx97FR4Av8Vuk/Xu5bVNTVabB4y8wN3aKouXQV7RQ5wrs7QkiE0nyCYeXhz/JQ0imtTfTu/PdDA4p7OkIcmJoimfOzHDuvJd37IsuuuTMTsxxd5fgxm4vpuFAfoZc0uHF0Tm0zDS+fAyf5uFt+6O8+8YAPzo7yzYzz20DJs0BhwFPFlIO3Rr8p3vagDSkFt85I3f0Mcae+3ua7/1tjlohzn7re9zNn/Nk+1/w4C++gxPjJeVQafvaAucTg2OMnj/GdKrI5Cse3ri9gzPTpcTHvu4wpl6y+Od9n+XyynSK7W1NmLrCzbpLoD9FIR7jheE4bU0GOdlBfjKOZzpJIV3A47gE4nE+tC3AD4ix/+AD/AEmxe3fxMiOkMjqvHFHaZeYyv5zlYzocsv7Vpp3r0kAACAASURBVIqQ8to+ZFYI8YdAz1IupxDiReCPpZRfLv/dCkwDrVLK2QXnfhD4IEBvb+8tQ0NDlxfg47vJMUqGkrHrAj/x/jTRoGAm6ZDNW1hIMhR4m/NDUOEz/CZtb3qI2zZHSH76TWxnGt8Hn+B4McTXj4zw9SNj/Fd+hz5URt77Tb59bIK37u0gaCjsiTZh6os8TMWqmVWPfAVOPAIP/AnYWWY/cy9Qmi0SBNGx+JbvgwS23c6zo0V2uefJ5JIEPDrG3CQ/w+c4Rxu/6ftr/iL7bwiR5pj/PfTuv4uew/+ZVC6Bg8REJUHJCvWjYyMxUMhjY+MC4EFDQ6GIgwcVkykA/oZ38yXxXt60q4Pff3DfxbhWweb4WIJkzuZrRy7Q4vfyv9+3DTOfYeYvDzBKiMGt/wdbt21n4Ntvrea8ckDcvIfMrnfxN+daOWP5Sedtbuxt5qGOIfY9+ysI4NwvnGSgq4VzM2mUw58nc+YJQl6dsOmhza+Re+Vr1WtOY9K++X6yzbv4x0E/D8U+CcxhczHXZgAW4Egwa7wdF3hy00eIeDW2dQb45pFxsgWLaLPJm/d0EfHq5TMlp2fSnJxIsbOziZ6Ql5FEnrCp89TpaZJZi4LrMpssYCG5ubeZO7e28ZPzs5wZT9Ia8uLRVTa3+ohlLPZGQ0yl89iOi6aqDER8l/SX4Ud/Hz8x0oR5htvZx2NUppSD+s8SeM8f88iLYzy4v3teicTBwRgnv/JH7Mv+GENTEQpoqkI6Z2Ph0hP20uWvuOgXG2MyW2QuaxP2aXT4Lr4/W3QZmk7jVRUMQyGeK5ZbRBLxmUjp4jMUIokXyAI2cLj137Bz5ht8gbej73snpi/IG3Z0sLk1yKPHJ6tLwJ46PcNd2+orCRJCHJJSHljsveVcznp3s3XrOW8FBCht8V2h8roJmKfQpJSfAj4FcODAgfo08/u+hvmlW8mW/1SAPfmf4FgBgqqHaQqogBcVyv3qA3wSo+Pt/N4P43yUVwAw//k3OPCrX6ErtI2ZtMXNZ0r1xj8eGsF2FX50YpROZjBSEW7oDl8ixunROC8NxTFSzdxw+Isw/TK89DVo34IPyFLqYmFKsbx3Zr8GQkHzhrk3/wOGcilSOYFbfqzDANPMJmbpUKYxVNifeQL7bAJyZzGBAiBQ8JYVlxcFFYVSd3TQym1hoOACOu68hPttPMzfOj/LqcnUxe1jpMTMjXMg6JAzHY7rcV4eSvCdH8cQLx/jTcyyjVkCZ/476cxd8+7fBMzcD+HwD/l3NHOWnbzEPu7ovJc3jn+VGCUldOaLH6Twvs9w544OTv/LYczsac5mexknw5RPp9ZRayOHff4R0uef4kZaUZir/sZwcQJTALEgdKMAO7MvMp308uOzRRTXwnQl+UmVYTFCpOdi+KDHkehGng7Ly+T5PNPxPINFm7lUli6fh0zBQaVIviCZGR7mhYQP27Lx5y18Qifk9VAoKszMZjgxY5K3HHK2hanp+DsD9C8oyG4jRhYIMMcAL+Kvee+A9RXsvz/MrTf/Ef0t26qWDpRilrdrp/AzQU7fhC7A51VJ5YpY2BQKLhi1w7fUKEFVw9EdgqoG1sX3Z+NZUhQQjo4PA4lDGhcHSSFrlyz8nEAAzeU+/MbEt8kxxq/yBVRPC2PGAO74JI+f8fON86XvqyR2ViM5sJzLWTuxLYYov7/aZcBp5q8+qLxOrcrVd+wAqCoNAINxxpwwaSeCAzShzRvOOpB85Hfp7Pr31QbLTXwP8+Vv033DO/ijB/chP1k6fpt1hEPOTShqnh5Pmm2RDrAuzWf0BHTOGoKeJgOmz5Ru7/QToF8MalcauMQwM8efxrRa0HmOrehM4SCkXZ1c36AfRqvuAjTG6ESQIJAHkrTjUHKXJOAxFFrQCRoe8sU88bLlpqMSREMCSWz6yhZaP/C6/ghtAYOuUHnAWXlyIy9zciqFJQX7/BZmKEsPksOJf6lKHuIM9ris3kse8Na0xSbitFvPsFccIffM48xy0dK+hyf5l8M/AOWn2JU4hWSKaQxcV5LNXhpQVoEQs0gy1WN5B3BAMeZbaguJFMcYzbYzYbkIBbpUk+6Il/aQl+cGYwQDBv3BkjrJ2Q4vjcSJhnykCxbxtEXSsshnHRQEPlQyukVG2pxOpPCgYeMSz9nYBWgJ6QR9OptbfIzNZWk3PBQsG5+ucTaeJeo3MbVLbYoWxvEsOKZxhjsOv5dTF/41Rzc9BJSW2z0/GOedyTPoxBjNtRDSPCiaBFw8gK5LcrZDwnYIaSpmeSSbAkxTBexqg+UcELgEELQFdHyaymxO4uIiKE2QBdvF0UoWcGVsYU1Ssrmy5M59F8ezjXGli/6Bm3nHDXt5oOzSX4sY2vJRyrXjOHAj8JXy3zcCkwvdzdXEAHRyWAh0BH40UljzzmnKPMW9c53VGT4LzDz+Z/jDu3hkWKluO3Lh0N8y3rGLnuAc/e5xzh6dZktXBFObP/imp7Mwm2R6cJxI2fDMTb/M7GBPNWMiuah4PYBuncMlA+RwUSkSQIqLA/ddPI9S7pQ+HEyGq/cHLq7joktQ9Eq9jYukSIupo+VcCriARMclhYPOxT3SvMBsJs+J8QReQ+V3HtiNWcwzfuppTozDREFjtpwtzGhhbq8Y1jZoGvjK9+gA3/f8GncWPk3tfOzRQXVzeJkfNjCArlOf5LuFIL3pYXwUCZBHU0DUuElFNAzs6meayV98zyqdpziAKsoDUMdH4eLAA0gN4aNAj23g92hsa3HoCloMTUyRSGTJz6g0d5YU2tREhgI2iWlBAYcwCrpqQ1Gi6AK/0AnYRVRD4FgSRQWvomHh4rqQj2t4UUmIGdycg6MJXFsyXdSwHEkiYGAGSqqrKmMBAgqoOpdgAjdO/0+6pn9CR9/HMLfdDbSiPj1Zvt9pbFtgJXWiaChAwM6TSTrksNHQMH0X1UEOSTrrVPs7gIpFEJDpFBYKPnKo0kURoKCgSRcV5o2caQr0Vpo3doaiGaA9orMv4rJ/TykjbxrXoLBWSllHQKp+hBBa+ftUQBVCeAFbSmkvOPXvgM8JIb5IKcv5UeBzqykLML8jA14K+MtWSoYivgXpZB/QPvPcvD3LjcxhXvn2X/Ky73+rKrQdvMgDu1sxZ0eYOPcyk3oGQ9hsX5Ah7DUdRESwybTJleVxSBGfHK4qNLFAznZiZMsSWCho5mb8OYmvbEVtqdmezgbMspXiAOMyjO24mB4VF0kShU7NR0fIi6mAGYCZfOn+XRdSmTxZirQTo/LDdc8eYZjtHB6O88zZaYKFCQZknP09vXz7gs6kmySeVtASEGKKLZQ+aAC+svvnAq807aMt+ru87vx/h/JxAE1ZPP19M68QlE8iyvcjEfjRKZbNBxuY3vlbtJ38EwxKE0FlzDvAiLcXqyAxVIGBRhMa4WYfZvyFee1rkMZCJW6EyKMiUiauaSJ8PtSin86wl1CoNBV0q1lOjmaYIodtS3yahq5A1nCJ6l4ylsuMmieERrEsTBYoUrJqAExUdBlgxMqiWAIXyY2+ED5dI+QzQBPkbEmB0oRWlGDUKLNjwGYL/DXH2jhG4mu/gr3zZ3H63oNa/i6JQ5GSleUD2gwNbIec4qC7DooioGYkJotF5rCQgFae5AUODi5J3FJIBhdVSBwkAhdFlygLxk3VowFU4nTb41iyBfKp61pYixDip4F7gFKqooyU8hfrvMRHgd+r+fsh4BNCiM8CLwO7pZTDUsrHhBB/CjxBqX8/vOBzq0KtywklN0gQQaAwXf4ho0BL+f0c4ONi9bWg1Hjb557hvd0XN0ZsB3b5sjz90iQ3qGki/VE2dffBgkCvCWwvh9bGKQ16FTDyseo5tf5+SV4Xg9IO6Cpp1HwSH8mqEmjm4oNONEpxsMq9pQoaQkCYAIYQZKXLtA1tqlnalQPYZEJOSqaTOSwUUkBthOUt/C5nAl+n2WcwOJsjMTpOc3yaw4UwTc276CGEqgq6u8O0T8136ioyOkC2qZeWXdtpuWEAHv0Es9YgUIrz1RofkosdzTf0xWpnjdGGhcY0edrLx/7Z2ssdnndwQ+EbKJS2UzbK36dp/YxTwIuCBFrbmok0eyF+FkGyZrMfizRFPMKLX9NoCZocvVDqJUIV6B4D06szmS1yYrqA6tXw5b3kNBcHgYmKH4nQdFTFpa2goXsUoj6VmbiFagg6gx7G4gVidp6iUJmzXBxU8kDY0NA0DUVTQNPIASfjqeo9ZgyBgqy2ww8twXl5Az/Fi9UKdwE0kcI++Td4Tj5ZdU91ulEE+H0KTV4DyiHyYqFAOuWg+VXwXHRm3XyBXNrCi0IWcAVYEhwcbFz8HoN0oYiLJGeVAjRCFTQpCuoi0aHKWPNY50mMaTyr9XPjvsuv110p9W4f9HvArwP/ALwH+Gvg54Ev1/tFUsqPAx9f4u155ouU8s+AP6v32leCSUlJVTpzOWJA0KvizV90tWLzzrmoAiVlZZd7hbnBixv5moA2dhA5FyPinSGbGoSEAGXpHEuYiz+4y/SS5wG0lg16C5eAbtFUNKDsXtUqaYuLykEHer0OBSAiMghFxXEK5JEMT6TwtYWq8ZNkxiKXsejzqxgZa55COwD0RHw0+zRa/AY7oj4Kp4eJFR2m4ha725sQqkJXPk6a+Q9dqW23oh5iy/btoA7Az3ySmS//Ds28gqcsf2Vw5hGY5dbvIlFVbj3Mln4vqwgSXAMsNYB6x69w+geDbOVo9TcTwO4unZY5l0SmwIxrUcgIaPKD0UKkmKxayKVgdoBZfMzYLvFph5gFqq7Q7BicnlMJh338eCTDuYxE1wUt+BFAGgsLhRwO8ZzAg4f+lgBTcxnicUkaSZtq4g34sRJJUkIgXcjnFdKWSim15mHK8pDLgl02xWYtX3VSnVOi6IxWB8ucvpM89wEmb3SfpQmQSuk+dKCH09U2S2IQ0HQcVSFmCyKmjqkohDQTR7FK8VWtdCznuriqRlsIYhmLUTuPKQUhDJJY5HAxHJPWQIDxdJac7mIXbFRdJaJ6sZ3K6CrJkqvpmyoQJM6ZVJJHj44t+uzZq6FeC+2XgX8lpTwmhPjXUsr/IIT4EiWra11Sq8ygZIkkcUnli/gAv9BBzj9n8cZy8M4cn3fd8IUnaCWClZni7OAUrifMtsh8Zypnu4wkC/QEPZhcVETNLL4gIlOWsTawPkcbLbpg1kouSCCUqGTDCgDN2/EKOB0rknQK+DBK7oFH56RU2BkJYgpBMCLJZgoEvAbuWIJ0agiVIjolt+cn52ewXMnpqTQf2ZOiRcnQruRxhMX5qRksJEPjCiY5binLlEHBxK1mj7pCJufmikT6O2DrG2j72T9n7OGP0ekcnLeWrqDtQbWPYTC/ntznizCdzZFHQZYvaqs+nh5PM8ODvNcapc+NgQoZDeJOFwNbwwyeneFCMkc4EOCsESDa34z5yvl5lroHyW29QRL5IkIRnJxwCWgqmq4wO5fh7KTk9X1h3NMWOdvFq4GwS26XFwUdsLExVQ2vaqEKScAAw9bY2mxwdDBOjiI+JIaiETF1xrBxcNkU0plJZDF1hWaPH6voMhVLsbUs2zjtSCeFXyQRCrSyj9DWXRw9I0jYgrfLZwjXZAwsLiY/mtUCc1aajAVeBHrRBK9KIu+QKzq4joNeNDD9GqmMTTZfJOQ18EqLIDk86LR4BKKQR8dGs21iaRcFmwiCosfBQMN0XXI1PbESNmmh4nIX8FKgXcvx48s8cOVKqFehhaWUx8qvi0IIXUr5fPnxduuOHEGy5XKI+UQwdBW/X0cRAuKVVL8HsUDR1FouBpPV11mgJ36U3d49+DM52kSCHiNDLp1hMl2kI2BgqgqTiTyT8Rx60aSj5lr6EgrNwsCgWP1eiUHvjpsZe/lFwrxyiTJLU0qdV2QdcdrZGw3ib3eYSRVobTLpCHk5M5FgNucyrgQYCJeU6+YInJsrcNpS2U4YjQxhMihAr3qE83I/qbzFdw+fYqeTYIAUaZlEYKGj0h00yCUvtscsTXTIBGpZK817Yr1uEtl+K5Ff/m/k/uUPiA1+D2/ZdX7E7uG2/Ci7ym52JTV6ISuQ+ED3IMv39+jJOCGR5bbe3Xxv+O28l0fQSBKjmRPqNuaKJrOhNvC4eHvDvDSXIxvuI7rAyRhF0uNpYSKbZyJeQDV8tHT52NMZ5tRkgi3lEpycD6aSOYQNLQEvbtHFG9DJWi66K/GYGls2txJozXB6Modtu8xqOjLkw8oUSdo2PlSikQDF0TSGrhLXPMwVipiqxpjl45mzCUZdL3eWawlm6ECVGTpkEr8CP6GL3FkgHyahvI4mj+R+nsUL5djXRQqKj4RTJIiCv8kkJxRyDkzk0hRQafOYNIUDIASa5uLKLKrfh6rlESmdOJJ4QVLAwLUMZjXQBKh46dJ00raNA8QkhGkHhquWIsB5dALYGEgkBW7u68Czs33Vtw+vV6GdFULsKVfvHwM+VH6cXfwyn3tVMkqA5gUKLYuHpH8zXSEvo+kiQ8k8fUCEIDRvJxc/OG8mVwlTCWj7cea9ZzpD3ODtIpsp4lcN8DQzmsxzPuFg6yZbm006WiS2nqcj6CV2en4Zw+K0IBhHp2S++9CYmRuiuamInFtQ4mFBVg/TXFOH5Y90kNBU/LrGgZ5AtSRgX1MbI3MZusL+UlSekvVY0FPs3urDe7ITy57FLSu0D/H3/HXrG9je2YQ8GQfSuJSWtWwN+wn7DCYS+ZpQP8zQSVikqjVwl6Dp0LkT880fw/yOQWrwu1jYzLGbo940W/gRRk3A2sZCIAggcNBxCRA2dXx6mMlMjp/I/TS7Z7nXepHj9PLdWDe/f88+4kMxkqk8TncLfb0q08k4C1dPzmJy/JxDzhEkLY1Orxcj42Vs2OKOgV5enM1QsB1G8z4CwSAhU8XnUYnN5vF7DAxTkMw52KbGiOXjTMphztUoSofdra30RHXimRxPnJxh86YAreEmvPkYjuMy6yps6vHQEfTz0vgco0UvtnKxZ+zaupcTZ4Jsckfwk8WglYSnhXQuj1eFl7mTXmAzzxJmvlU7ZIWZw6KAjuUYFByX3hYvXi1CJl2gGPBAsAlUQWwuw7miQcLRmc0YFPGRKScE3KIEF6QDPq9Of7OPaCRAIF/EdiRZy6VNL2JODFfDB1ngPBAhQCepkpIrpKrLp67H9kEf5WJ8/COUliIFgH+7KlJcY7qb2smm5sd4vBjsiTaRLNgUpYOpCHD9oJnQswszfhCTi5W9jtoMTmnYVpzJ2vgP8RHA5pX8GGdOjrCpxcfmiE53QAGnCK5ElUVwlUVrohaSVsJ0uTHKDiSjwGDGzyYZoB+VXK1S1UEhisVceYb0c2pkGsNQCHl0dOGwNeyryr4taIBrUckpjM5lGZ7OsKXdj68lQiIuyRZLsZu9XMByJR5VEPWrkHGQKCTUZnqCYXYPNDN6fJK5cjWJBYSaNpNLJQgxgYPBEydLWdl5roaqQudOuOu3OTNhk8qnGPZuIZDPMsMRourFZUG6CCCBJr+OlY6QNdrZ39eMR1U4OjyFIvz8UH0TmiU4bOykIFQOX0jx9pv6ODWRYkdnafXGl5659KG/IYpknAQ2FqbjYjlpzk4BAibHx7Bw2dXRRJfhYKgwM2WRUsByLNpCYQxVwXbytAkvyZkM02MpohGDnd0h+gIWpuZyMp2mz5/Db0m0fJF+T45jYwlyuDThp9sI42bnCJJDQVQnqlYlw9tu28Xgcy9gMcwOf5Q5TSOjtmA26QR8zXx7xuLWfILXeU/QBChuKa7m+NsoZoqkVZ14VqKp0GOG2d7t49hYgtlskQu2HxXBhKUx7Epm4wYeXcMVElxJXhbQDBUbm1jeRrMFSroJx/TQYpYs1/hcjoDHrso8W+5jNgp5x2RWLRKkyLmRcYpD8XkPAFoN6t1t49Ga189B1a1fl5jNPZipUoV9RUEVUcnbOkkb2iMR9vbq+F7xga8JwptAaQd3qjrjBNq6YGKMioIxmV9ykHRn0IA5csTm0iSSBW7bHsEUkHMcXhhNMpHMsSfaVLK4agt+FiHS0cn0+DQqpce/mfjo6YzQ4aiQaiLrzs0739ZDpKwIEWLM0MSE7WNnW5i9myJ0t5slBbIE3T6HvJYl7bpIswu/HqZtZJAcKZoAQxWcnc0SzMQAlxx55hyX07NZdEPFlmo1XiaBF51+2hnFJ2NMig6Ktrv4djaKwqOTJt/V340jLBx/K2fyc5xkgHb3JbTyRc/59jKVKdDmeri7zaSto5dfONDHs2dneeIUbAo1c9+2KJnZKG/p20ZC+Lnvxiim32B/08WBc/8tO3B/PN+SucvjcsyXw6+rHJ5K4AXSRYnqLdcbFWF4cgYdgakY9Pp0bNvF7xSJGgpeVSPrpOjRm2gOGATtPH1tBhE9DdmSUu4zXHK+NINTM4xcKNIa8KKTRs3D1PQszI2zrzvEJEUSqQJK2bBN25KthoXWsxlrJMEbtjYzPAMepYmBaCejo2fI0cFTxn204DLgniJkgeOBjL+LqUyGOcvCp+gc6G6m0OTljAUyHCQmM4T8AYZiGWYLHiYxEAiCaEw5RXQENpIur5d43ioVYtsgXS+ZvJd8ymFLS4CePpNmU1Ip+qqk11RaQfWh41DAZbjYTmIieVUPmV6MlZRt+CgpsoUZyR+vmjTXimBX9WVFQYUIsjka5vhYgpDpwVEEWeEFI4AZ7IDmPnKzU1UrzIz0QnIMsoMA1UyZj5JiC5InC2zHYZg0m0IeREYSkwlGZzMkExZYNomZVMmqW0aZtQDnzR5shomUS0fSSDb7BGQl+EP4UnPz3N4LVp4WAviJYRPldftv5O5trUTMRaoyF2ACVjbOPx8ZZ4cb5EBbkNPd76d79H+gAK3xZxjyvw6L0uyqkyFqSLZGVCbjcRxHUllRWARCW/Zjn0sxm5kjwxZmM0VOjCcX3Zr53l1dPHZsgnS+SEeTn+lkJ6eL+9ivniBCKRsXD/QznMkyXlToCMDd0d0c6I+QzFns6Axy55ZmfvGmCKbcAroXtLIN7M4vlo4ESsdrK7ZTThO5QB9dLT7e0Cn5zvEZxpQ0SrG0XMp2wclD0CsIt7Zw2/Y2jo7GSScsRDhItDWIE0kTDZXc+khXyYV/JZFmU/mYCfQ1WXxvcpAJO81erZlIi8LJ2Th5WzLmwNCIyZZOH4GwSnEI/A4cS5rs73SJ510KmCiKw6+/fjMIhZyr8vV8gZ3tQfa3byVxLsDM2MMY/6u9N4+O5LwOe3+3qqu7q1egF+zADDCD2TAzJGeGokiKFEVFkiVLtmL6REeW7SiOpESO9Z7t2I4cxU7iZyYnfomXOPKz5ch6lmPTkrxEsXaHsiySopYRJS7DGc6+Yl8bQO/dX/74qoEGBphpAN0YAKzfOX0aXajuW+ut+917v3t95zGwGJQOXixNkS+A1xJajATfu1agVFKMp3JkyiHeEGnhRj7NhdQ8QjMlFBHTy2AmjdcUwqaXUNBmRuUpmSV8Pg+HD7SQKRS4dmOObN4kEU3yrfFJXuMcz0qMIkUCn+nHKuWI2CCW4vvXZ2hv8vOX37220Khoo9SatvGTwH9DX5+Zqn8pWEgE3j4067lj1Uoobvk5VzC5OltmdlT71x7JB4gSoTPcAfEe0hPfAec7dtdRGD23oNAqyiTNorVmA9P4GQ+EmS+ZXJuF8axiZN4gX7aYxmB+cvHmX6DEwoQyPTD00dbey2h6DIaHgDS2EeF8PkBnyMJu6sGeTWEztbBPvkAH0XQWgzDxaJR794awPXko5JdLWxGjmCXmL9AWjFMIGjw5n6CScPhGPsNH88cIOc9fL0UiXmgNKrrDfkbm8lyfNoAyJeDMbIje6H5SpVHKiQFMY6WYrGZoJsPBziZQugbY3xglZPYuZPolyD+PArqTcZLNTVyfnGfek+NSPsIh4O7uZt58SNdjs22BbApMr37dgup0l1goRH9Xgp6mABfH5yh5LLB8WGJiIfh9HibKOdpCIfD4+PqlWR7Z1053Nk9PUwDbMtgXWOoRvTozx5nRIspTZH9S2wNjM3myyqCgfJQNH3f1NbOvM8mNmTTnR+fJ54tM5EwyyqQfwIBwrBV8OVJFkwJeBrMGP9nfBmIwOZvm2liUnuYWfNkx/j7fyXXzjbyhlMZnhGnZdZDC9A0GZ7LsiQQoR+IMzqbw+oQbRoZUucB3ZyKY3ihT/jQdUR9XJrJkDINwi6VnA3gM7r27k+n5PK0RP197ZYyTM/CWgRa6eiFXLPPieJqz02WOoQMCbej77IgRp9zejDU5z1Q6zfVMmaueeb5xYZyzI9o/8eP3767p2rwVtVpovwE8ppT629uuuR2IdC3c+DjvN5SXpnCYjniJaMCDxxCilxPEmlu0AmzeRcDTRro4rJVM62GIfAOm2qA0vHBTBGDJb9s0Me5pRSnFriY/ht/LhbFxshQXYpb3VbarkjzmKLPFmQI+7GCIXZ19jI28jKGuMWzGODcfpWSb7G/eDalpmJlaSAFJWa0UmcHHOK/MRSlnwhyJ1d6ga9+eVoxwO3vDOSiVeKAzSnlQG5Kv5Rz/tawoOQmUUWZpUYOEcmF6IwF6IooIHipOua5kM6fO2gQjB3nt0btpbum+bcf4yvvEXI7J4SLD5buwxs+RJ0DGbufSxCwqFCUQS9Db1w8s69q9Owb+CIh5yxxAfY4Wz9eVYpB79h0GYD49xbVSiZyUicX95EuQiNnMjc/T05fg9HCKyfk8wVSEtx1uI1MscWpsnr5kENuzOKTvCZcohufpSQapjJt7wiV6Z8IMn5vE1xrn+/PCofYI7c1l5oKzXJ1IkzKEG5kC9+MDyfHQPYche4Nd3e1MqHnefm+/9s6LwcXpEt8fnOELL85zOAn+oJ+W9vu4eqMEovAa8LbDrfz9uTFyBd3ZazqTxzIF0ygT8Zh4DFClMkGvsL8tRGvEbU5LUwAAIABJREFUz1Aqyw/f3UHY6wGEgc4ItmWSKZTwmwBCXzLEtak0ouDCaIrLY1kU+pGVcY7v3p5mTpHkfPoMQSymjGaCPg+tEZveRHhJUdCNUKtCy6Nb2e0Mkrtvmvo0XrQ5O+lnhjht8SYGWsOQ/j6Ek+ALQlM3drQde0KXfqapCzoOw9RFmBpe4kOrHsJ8jxEmUpPYGHS0+6CcI2pmCZa0hZKiTLmS1l41Gqy2YSaMZrrCbZCfJdS5n/RQlvi++zjTfC/JvWEY8UImBTMvLny3Od5GWyCNmk5hx3vp3DMAwdpNehs40gbMjZDJzOM1/ISq9jFaLmA6/sN5wIr10tbdxGSxzOnBOfppB67QCYxnhcvzNkmi7CreuhT08onKjx3v5tQ1m77etzLxlZcZSXs4N5FhX0uMPS0hjrQHsANhMvkSqUyeqG0t+udWmvR4G8QAinpoakmZPQkvXtOkrBRXJuf57sVZ0pRIv5RlVyLAgaTNa3ujUCxwcXSOF65Ogyox0LK4nzYwkLSBsh6zOssOtQSZnMnQH9cW3bOvDHPq+gxzFNgdCXJsd5xk0Iv5rAchR6xrH0z6ic1cJ2aWIdFEpmRy+uoofS0xgsEwVy/N4vf6eGNPG1NTY+Sj+xAMRspx7u+PcyE3xNfOjhEIhBCfYipdgAAEfB7GTQ/nJ1Kksl5GLpnEQkEGUxYPGi14gza5Ypnnpk0Otke4OD3HwCFdaPTk5UmeHipx765mdvWGuZgdQjm3yQS6+GFG2VxJZSkQIcAU+1r9nCqXGZzKsLclxOmhVF16edaq0H4F+E0R+fdKqfHbrr3VCbQtGWYIJoGO3fQc6OcbF0ZJGQEy/mbsYDP4m8D0Q3MnNO+CiVPoCYpB6LgLrnwLpq6iM7+cn6/67f0MYzKIB5i7MU53IsDdgTRzhRKiYCyXQZaNvip+uIpinPS309XcDbk57Jb9kJnk9IyQLV5g2I4SC0UgtNh2rQiMeNsIF0aYVU1cyYdpmcoRiwRZM5bNueszfGMwhc1RDvACAA+oF+lx3Ok5FBekhyORNp66MMbXLiseJcw7gOcwyZsBOttb6YiFyXpifGcN8/dsr8mJPa0wMQBH38rVoQyPDvRwovri9+rS6F98SecDHu2KrrncdOWc7e9o1lYdcKA9gs8jXBib56unRymUhHjQS9IQHjnQSiLoZ397GNsJsPQlQohSurKvVDVNLpW4NDZLb3JxXf37UXweg95kmL97ZYQXrs8wU8jj8RgYpjAymyUR8lHG1A83f0T7f+N7gDJYFqdGsnzjgg4IPdof48pEhvv3xsmW8nxzaJgH2iP80L37eHIixMGuODllcm22yJsPt/Pti2NYniJvO9LObK7Il18aZDxdJuTzMluEs1emKZfhCy+PkgjZjM/lSIR8XJrK6urOpi4xP9AdB1M3qMH0sCsZRjmlJXRqhHBpqsDVnJ8AcYLkOTk0y3ljFgPhylSar50d4589vGfDLe9qVWhngV8DfloWC0kJur3d5rdH3ijRxJJhhsLP0fYEL8xluTiW5uJYmqDPw9FAE/hsMARiu/XQ09ukHc1WEJp6oOUATF6B+UWFVrHWMsAUcUrhTs7NpjDnhVErQKHkJ10sEgp4mcjNUaoyJOLO96qtvEBzm7YSg3EywRgXzXaulyOEYwl6u1qhOAPRXVTsujBweO8eutIFZjxp7mtt4UBTEdLrKFhSzNHfFqUQ9LMr9H548kMA3MfnSTtTkb0I1yYznLw6TUkJeRRjlMgAB/Hzcmsz8+k059MGvcEmHmppvmVka8VuQr4YT2W6OF/Mco+d4LlJg8UO3R4GOsoLFVDXFjXzsGRW9vwMzFwHHCvKhra2Et40RP0ezo6mmJjLUZgqsb8lgT239LwfsoG5pZVnr07McnZwHjMdZH88vPiPchkzPQ+pFK9NKqbaclyfzJItFMlMTXB2StGUj9HpRIwmZ3PEAhEIt0M5D8Zij4GDSQvKJcJ2H80hm9/44mkKoU4O7QtwftbkyTOjxENeIn6L972uj5cGZ/jb06NkCmUMQ3jPfT30xGwujM7SGvYTDViMpHKURNFkW7zz7g5yxTI+j2OhVbVGrFjVz5wb15Vz72pflt9nMZY1GM+DQRKbSXwY7I6HaI/6GJrJ4fHArauV1X42a+FP0FUwPsXSoMD2xOdDe4MqiZ5eKJfpjyhKfbofZX9EwZwNvqguP+GPQlT70rSj2YJgDNoG4PoLMH8d/ZzXT8uKH+1ZbCZVN5eYJYAHvydEyYThdIZw0cs15jluWFSKrqykcgp2gowRxPYHuJazmCwHsWO7efPDD+uyRPPjkBoBosA0NnC0twvG5okVJ2DvAERu3Th3VYpZbBuOx23wHQFnLw/xAl9nFwroo8jrO/IcTRS4OjnHRWseXyHnTHnx8NjxbnrjNmZ+jn0dcS7OLCbYrqS8VqrCcGosz3dTQQbTFqGxec6Pakeyz6uthOqekGsjAk4BRYDrU1n6C0sv8ZjAw70BvnlxgomJCaaLJa4MF7jeLPTHb99NqSdkYCRNukIGVP329Yk5LozOYhSy9MdD/MjRBJ9//gYvjKTxAHHDYHeTRfmGVmh/++IV3vXaPn0tZsNgGNiWuVBsk0KaE50eHv/KZV4YnOHErhgDBwb4r0+eZWgmw7cuTRK1vTzUn6C/JUjYb5Eu5Lg+leZvXhgkZHkI+71cnpynveTXvSCKZfYkwzd1eV/ZAlYUy2VeGUlxjKo0JvFxqH83EyMpcv4YvjnF3W17uDJr8t2r0zzcn+Sth9sXWv9thFoVWhz4VbXZ9bobipeAk1oRCEfBr52d93RXnahIEgIJPXyQsjb1m3t0sq3hAa8N8T5I7Ia5y9p6mxJgauEGKTKKzF2lD7AND3PjYwjgo4Qv7aWbEh58QGFxqFpkyZk5M14gPWVwPJigu70dT26WE0d7sY2i9smIoX19dgwy07pKw0ieA5EO7PaStu6WpSzUjGHo3xdjYVhro3N3fI76jQGPdFqgZrGjisABG170L0Roba/Jg/taoZzk5JUpnjqvv7daV+6V2pv1JcN4Ip2EPAX6W8JOj9C1WmMroW+7yrHvaglBML5kjUyxxFPnJjgzYTFcjNCbDHNvb5yu9kUn/+0k9IdvXh43I1yanyLe0gx+i0y2wCxpDK+PQqHAtJh8Z0T4QYLADG862KIVl2lpV0g1ImSUl9NXh3n3sRZAeO/r+jg9nGIik+e1fXHe/9AeLo/PkcoUmM0WSUb8FMplWiN+ZjMFZtIFLI+JxzQolBT72oK0hv1kCuWa5lxWWjyeuj7NONBd+YflZVjFKJWnmZyeZcjq4L7uXh4uJHjq3BjdMbsu/jOoXaF9At0o5ZMblrhlsLHJ6ss5GIdoh35VU8qB3QSmB0oFMoE4w5KkLdyEbXpAPDrpNtYLkxcg1A45A9LVM8J0LQYPBr6yRYECHoQoHpoCRSbTeSz8BKp8cJWzUrnJeg8coyce5HtDsxzwN9HX3QOBIGBohePxQiAO0XbIXCQFPHN5Duk2uTvcrBWvsaae0ksxTP3yVbx7GQygY8k2+52jCvvabLjSTib1Mt/F5FCl25BhMNDZBCI3Ka1qxbRSBdOL43P47QAn2vzcvydRvwoNdhgyVYnRxQzk55escm10nrm5GSyVw0eO3dEgx1tNKGehtiyYFRkfnyebnmV8HGItQV64MMb4zDRNljCez1MslfAoiAQsYmk/RIJQLumkaMO8qY74qaFZnr40x8O9io+8pRe8NpfH5/EYBj2xILGgl6EZk7947jov3UhRUmWSIT+5YolXhufxmAY+S+hvCfPu1/SQCPk42B6puWuU7TXZ3xrmzOA0ZXSlGl3LzWBve4KizJC7coNL2TDzvjiHW6IgwqnBaZ749hXe/ZpdmxYUeA3wMyLyEaiaiQ0opR7e0BbcKTy+RddJsA2auyCw7AlUSOvhpccHpQKvzFgMzQUphMLsA/2k9NnQdhCGX4RIGxQVXFostOjBpBkvHo/FfDFPCYMCZZp9HrJFPTQVgtiMLxluCos3WXx/P8+Np3jmcgZvHAbCTWD5Fi9oj1/fmPHdMPwMESLcv6+d/XEDiikINGu/30YxvbD7HXD508SBJSd+Tm/9ZK7ExbFZ+nKVOmPGkqd7rV25l1Ot+OpZboZg01InSrEEheySVbrDQMFid9Tg26Us7QG5aZ21kCmWuDaZJhH1cyBmOr+fZaDVy8SMydH2MCevTjGTE7ylLLNKiHn0Q3Xh4eLxsbyn5YI/rS0IKg+FDMd2NXNpfI4hp7LFQEeUA61hro7Pky7CwbYwM5kCvckQx3qiXBrP0B7109lsL5wXn2Xy1LnxmtrNHdsVw2dCy8v6YVwAKHq5PmtwQ8WZmLtCXuYYnJxlasoi4DW4NpkFZjjatfHKG7UqtD90XjsHKwzFYcCnHf7+6M1WjBi6XrVhgWGyvzOGf/IA3UmnV+T1WQbigh3fq4ej4Tbtc7u0mHZh0wyRKHO5MpNFhQ8PyYCPAjCezmNgYVkBKHgJkK8KVFQIgC/EwUQYJQZ9wRDMXtJRVm9VsZ1CRg+HCWJbAY7vadOWRslasJ42jOGBE4+Rufzphe2s2GwkdB37k6eH+Na1Ig8S4n4Ac/XmxGuhnnXnlxCKQXXcvpzXQaAlsj3sa4uQKZTxe/U1kikp3QJuHVyfzXJuPINYBvvaFnMDp7NF/JaHwdk8BaWYmy8wVS6jImGQtLbE82lQJpi+myy0Cpmi8PLIPIdadIu9x440c3ooxcGEia0yHG2x+OqLGQrpLCMTRQ60RYgFbV4anMArsDvsYyBhQk5b4AMJE6Ngc7Bq2WrYwIlOG/CTIatTKoNNfPZshjccaaW1JUFuIseVoRQPvaaPXLFI2O9hoCPc8CYpAIiICewBHq9n9/I7TcaOkM7oqhW25QN/GCz/Uie16dNPQ9MDphfbV+LA/kOAcHJwhqcuTGGUbI61RKD7OPgiMH0D0H6lScDDQVqOv41YwMunv3ON1kQAyzJ5+twkiVYvbzzUQtu1DFwa0pPWHRYSdK0wAeXF9nk53mNBwYbyHHiXOaM9PggmtJ/Lr4d1OkO+jm5Pw4Rk75IcvrSznbGcDoZ02iW6wnla5w3sMhyP2VBPi6re2Mt8UaaluyyvtKopeEzh/Og8HlPYF1tHGgzQFbFRSr9Xy6osb/ZbjM/mUZKnhDBftsEK6ch6uQTFnL4ml1HxR54ZSjlNsxWHWmxOD6fYnWzi5eF5DnVE2N/RzMH2Jl4YTBENBehoDvHsxQmevTRJe9TPu+7rw66qXmv7PBzbvdaAS4AYWcDkhp0kJxHsUJh4UzNnRq/y3KUxPPFxDndGmc0W6YkFN8eHppQqichPs3q12W3JaNlHCEhhMJwq0pYrY7MswladWG94dHDAHwaEgbhj3rf4tYKJ79IXnOiMat0eDgzmSeSuQQ461BjDF/LEwxaH/PCGPS0Mjpwno8C2AqRLixPMdR5akBkV4dpEjrvbLChmnehq4ubpPIYFwVZI9GtfHizOYdyI/6waMcEfual8+WUg5nea23ZFkGCc3rFZuCA3O683wEoR0Q0T6WYxyQat4JKr117obi5TiKTpTgYWyi2tFe1nXH35qaE55sMh9iQNPIZJey4Ns46/1B/VCq2Uv8lCq1g47VGbvzszQm9rnJeHx3nmYoqXx8uMzeVRHq2oAqEwb78nzn7HQvzcmUlK4uVITwv39LXdVDJ+zTgFUsGL3ZzgUDhJb08bvd45pDhPxAiTFeHklQmm0nmuTs7f7hdrotYr/ZPoEty/VxepW4CWWBvpaZMyFs8Pphm6nuKB9iwDSR9SDHEo6YNcVc0001qw1DCsxSFQuQS5nB5qevwQbkHbZxMEgH2eCBHbyzfPj3JjLMc0OUZyWcJ4+erpMaYyJZRkOIy9ZH76BCBECTa10t6R0PKLOaeZwWJN+MXt80I4AdE2CFeVjPRsfMLvAoYBviA2fdhcXPD5eYDM1Ai2qXsTHPLDQlX/eg13WTmdY8P4mvS5yzkKLRgBe/Whjw0MhDeeXnAr+rpCKH+IPYmQVtzPn4a8LrmECNjNzgN2+dBYX5MnL08yNpfn9NAMYHG8r21J7lgmX+JMNLUwITyTL/H6fUnyRcWjB9vq87Cwo5AeAfzMlWxG8iaXZ4Vj8Rb+wZFeHoz18Fw+wTMXxvAYQlukPtfJWoICHxKRXwKuUTWO2a5BATucxMZiBJMiFlZ5HjJ6LuTxFoFSamGeHLDojDW9Sy+kyjKPVyu8QAwinZCawAZaYkn+9MUUZ0aLZEomQbOJwx1BOpuC3N0d42tnR5kcvc61TIQelrp5Z7xN9O4+BAHHV2Z6deTVsldQaKZ2/gdj+oJvFIaHzF0/TPr531pYlAeGJ2fojS27KMUL3hXyFdbJShHRDRNJgi/EQqHgYDP4G+CrWwtmiaLPQ8YK8crEHPutMLavarggcssH1WKj4TLfvjzJQ/0JYiHvQu7Yc1emeP76DL2JEA/264jxPd3NXJnI4PPIQrPiDSk2f0Cb8R6LZLKVhzoSHOxpgdk8hFqxE90wWOaZ85PkiiW+d22aNw+0b1qUc+cFBUIJEB8RO8hd/Z107d2rh3LV5OeXzgc0LPCUb1YmhkdbIoYHLAuinZDSU4SeHS1wOeSlNdFKU9DLPV1NDHQ2MTiTJp4I81iilcsvprAn5whefwWbtGP5eCn5g0t9PKbl+NlW8Yv5whDq0ikcjcIwOZe4l86qRR6gbf/xZTlZAkPPQrCFetGQwEAwBp6q4IoZrk9EeAOcHp7i21fSnB0vMjmfJ1yGPd7at6lynDL5Ej7LWOEBoJa9w8H2KJfG5wGjPlZwIKqdyF4ftj/IiX1tOqG9FIVsyLmHFD1xm44mG69p1qW/QK0FHv94Q1K2IoEYeC1sv03/7j491Fg+mdm0liovw6MtpGXhch0FzWtrzfJBsk/bscD9ezuhqY37+5PYXpPzo3NcnspwajiFMkyOtEc5uKsdvGNwPQSkHR+VTWc8TsawOX19loO7nSfmglJbAW9QK9NbDJk2jJj09+9n/smqFnOAXZhf2mG2rHQU1n/7TPo7SrhNn69J/QDCCulE5DvIwR49tW53PMjliXk6xpphcmjNv7PaA6CivA62L14nlUolvYkgD/UnNm4Fe8NAUB/PtoHFiid2s36A5OY42N7KfbvjvOFAK0Mzmc2JclYQkX+CTq7tRFeA/hOl1CfW8P0Y8HHgzehA+S8rpf5shfWagN8B3uos+j2nBV59CbWD4XOc6QmgBLlZMvkSp4dTHGyLaAWyRKEZSyYd37zcucVjiyXiYm1d/ODR/QA8f32a7w4WONIZ4WhvmL0tYR0BDMYh3KktrNyozj/z+yHUwvmcj6cvzlD2hvXFaVhQLt5sJQIZvFya8dAbCq7YsLcuGCZ4w+TQ/iSFkxE+embpetmUvqiXRxG3GnYYmnYtfhYF2ZtLc28mNnCs1QAyxFoNmDS0k71OLCmzFLp5dkZdfGjeEBgmGY+HCzM+9hQVtoW+fiId4PFx+mpqydC3HtRa4PEjwE8C/wW4AuwCfklEOpRSj9co66Nod0srcDfweRF53mm8Us1voR/6u9F9e58UkStrUZ41EYyD5dWRScvvOP19vDw6ydMXZ1GGl+O7YjdHCK1VVIVlL/rWmtrQTeSK2kfjDGH2dbaAZbOvJYztrVJIdkTnQwUTkLuglwXiEOuls20fD1pJDlWeXoahLbEVeHl4lhdGSuQCcM+uFVepmVUjiiKcniiQ5ggHqzq103Fk2Q/MQG4eElu8WnswDtGuxc/5NAstq7YK5dK6SiGtxkBHlFyhtCT7v+7DeV8EvF4mCPLtoQLZRIoTfY7SClbk3Jx1uVFqtdDeBzyiVKVSOIjIl4GvA7dVaCISBB4DDiul5oCnReR/oS2+Dy9b/R3AW5VSaeCyiHwc3Re0vgotENNKKBDRfh7LBo+XQ91JlOnVCmSleXqrJDMuWR7uIONvIp2dIxBsxa44mc0SRa+pFVh1WLxU1Dd/KKH9DpVk364T2KEmjre1rS63ikMdzUh+Pwc6Nn5h3iqieLCzmfMH3w6ntUI7R5SjPfct/YH0JORntZN9K+MLwN43wFd86FLBJSgur5Z3h/HadbV0ba+5kP0PCp9l1n8GRigJ3jDxplaO9Xexf4Xh5LFdsQXZ9aJWhRaEm1p6Vxq61MI+oKiUOlu17Hlgtb6esuzvwyuuJPIB4AMAPT1rrAQeiuuLJFhJCNJPibo8qew4U54WcghDw1c53KwvlAtDKV66MoVvrpnD7VVRq1JeZ36HkkBAT3LvOq79ev5oTcoMwPZZHOttqUve2a0iirbPy5HXvYXM6f9IGujHDzNXl65UyOqcPdN30/e3FCJ6Yr/h17MEVAlyW0yhWQEI1C+4AksjoU+dGydXKNVXsYViYMewQzHu7omD7+ZrshFBnlqv/C8BfyoiHwauooecjwNfrvH7Ood1KTPASjH9LwEfFpF/jB6e/hRV3eGqUUp9DPgYwIkTJ2q2WzP5EqdGigz4mrBDSadMc52STwHsGM1de5iciDDibSUT6MD2muwJlMiHUuxpjSzNni/lddJsoEkX8bMTOizvsdeWxyXCTQGL9e7CrS42MSGQrKrS26QtzCUobfk2MoWkbhjg9UJBtJUcXmeppUZheJYGgupQ9GZ5JLSi2KBOOX7Ne/QDOrFH+9NWeCg3IlG61rv4Z9BNUl5wvlMAPgN8qMbvz6ELT1UTAaco/VL+L+B3gXNoK/AJ4N01yqmJU4MzPHV5hrjVRW90tzbp64k/hB2IQabIs8Pg6TY4sbsZPCXKPkOHtKtPYDEP+TnHTA+AHVg516wWTIt6KbVVMQxtfRndUL4G+4/rGQo3rWdtPeWwEoaho3GenL4BY3vu9BYtxTcGuZVulY1z+xSPddJ9N0w9Cn2PLp1zXEUjEqVrTdtIAT8pIu8FEsC4UmqVNtgrchbwiEi/Uuqcs+wuYHlAAKXUJPCeymcR+Q/At9cg67ZUTlpb60PaVyVGfS00y4LmLmIID+3tXJD33JVJXdHz7tIKxQhFO6j9YfA366GmZx2K1rNJQzzTItP/RtJnP0eg/y3Y8b7NkdsIxNDBoZKAaayeFnOnUKpmt8N6qfvwzx+Cu/7RikG0imVW6f1wp/pyRoH9OH05K6W4lVJfvd13lVLzIvJXwK+JyPvQUc4fBh5YQc4edNnXaXSKxwdY3de2LhZOXvoRbZ156hdBqpAJtDI4XWKgO15lTsuy9ypEtN/BF9HDzmjPLZsB33EMk4vtjzAzOovX6uPEnd6eDWHo4X7BqyOKdzht4yZKhfVZ63cSw+NMFbz53mrIFDaHWtM23otOu5hj6bxkXYG5Nn4a+CNgFD2U/KBS6pSIPAR8USlVycA8Dvw20IS27N6zQmpHfQjU3tZtrVzK+Lk4VWL6xjjH92iH7rFOG7+0cKjDXlpPS5UBAa9jlfmCTgu2LXwRi0nfvoNcIcuuXZ23X38rI6Kj3nmffqDUcf5pXRAPqKJ2TdRzbm4jEdF5lSvQlwhxZii12J2rjtRqoT0O/KhS6ovrFeQMJd+5wvKnqOrGrpT6NPDp9crZKvT27ienLHKlEplcDtsysU043h0GlE6Orcb06CTPYAy8EZ2AuJUxTOymNg4cuhciWzx59nYYpp5dYdl6qLSKz+eOUczrEuqlnH74beUHXQ2slNhbL2pVaB7gK3WVvMOxW/sg5ePZ6wU8wRIndt/eT5AxbUbzPlpiTdg+JzJ0m4hWQ0rq1IIIg3NF/vTZKX7sdW101tAsZOviVLDIzzkuiK2WaiI6Rc70Ov69Bgd9GkxDigw41Krq/xPwb0S2+aNhM/H4OLBn15rmxZ0ez3Em28TlUvPNBRxXoeKPODW4OX6fTL7EycuTZPIlPvnNa3zl5RH++BuXNkV2wxDRFlrAmVq2VfH4nOHw9u5VVPFhN+IBXKuF9nNAG3q605JOa0qpNWa0vnpYa+ToYEcce9897O7cpW8yw9Qt9G5BI592K1Ht0P2JB/owVZEfe6B3U2Q3DMOAYDtkxxsSIKorlYIJ5WLDI5/bkVoV2o83dCtcALD9Pg7u6gJ/EHBKaJu3vmgbVmt/FZZMYrYMfvFtR7bgEG0dNLVDLrRiaestR6U2n8tN1JqH9veN3pCdyJr9W4bpJHhWJrpvvaHFTQr0DtcOqxve0LZ3trvU6EMTEZ+IPC4iF0Vkxln2ZhH5mcZu3vag2q9UzZr9W2LqCiALSb7ukGLTsOylFVNctiW1PpJ+Cz1B/D0smg2ngA82YqO2G6sproGO6NqK5RmGzjmqWAruzbVpZCTAi2NFMsWtZxVvRUt9q1Krw+AfAnudjP8ygFLqhohs84zK+rCaY37t/i2nVvxCdvXWHHbuRF4Zz3LyRo5c88xi3S6XbUetCi2/fF0RScKSZt+vWurmmBfRSZ2G5SRQiqvPNon9bRGknGffJkWLXRpDrUPOzwB/LCK9ACLSjq6+8eeN2rBXJ7Ks5Ld1c/9Nl4Zge73c1bnJyckudadWhfavgUvAi+g5lueAQeDXGrRdr04WfGaOWWZ6ts/cve2O4fordwI1KTSlVF4p9XPOBPJWIOx8zt3uuy5rwbmp1lSZ6c6xWnR3W2J6dWVYNxCzrVlz4o1SakwppUTkiIh8phEb9aplm91Mmz3tqqGIuFkyO4BbBgVEJAD8Mrp+2Tng36ELPP4X4E3AzuvXeSepVmirdZfaQmz2tKuGo5Quhb7VNJvaARbwJnG7KOdHgXvQvQPeChwBDqAV2fuVUuON3bxXKWJsi6ktmz3tqqFU5syWi2w5hQb1rai8g7ndUXoLcLdSalREfhfdIOX1Tg2zHckdK8dTwQpuu6HnjsDwOH604GKXb5dtx+3OXEgpNQqglLoOzO1kZQZbwC9kGK5CuxN4g/qnCPNAAAALvUlEQVTlKrNtze0sNI+IvIEqG3z551p6CmwndpxfyKU2DEP35nTZ1txOoY2i+wBUmFj2eS09BbYFO8ov5OLyKuOWCk0ptXuTtsPFxcVlw7gOg23GjkpmdXGpM5um0EQkJiJ/LSLzInJFRH5slfV8IvL7IjIiIpMi8jduVY9F7njQwsVlC7OZFtpH0VU7WtF11f4/ERlYYb3/G7gfOAp0AFPA727WRm511lxjzcXlVcSmKDQRCQKPAb+ilJpTSj0N/C/gJ1ZYvRf4slJqRCmVBT4FrKT4XpU0smOOi8t2Z7MstH1AUSl1tmrZ86ysqD4OPCgiHc7Uq/cA625w7OLi8uphs+ZThIDUsmUzwEq94s8B14Ab6PaqLwIr9i4QkQ8AHwDo6XG76bm4vNrZLAttDogsWxYBZldY96OAD4gDQeCvWMVCU0p9TCl1Qil1IplM1nFzXVxctiOiVONrPDs+tClgQCl1zln2SWBQKfXhZeu+BHxEKfVZ53OT893krSbDi8gYcGWdm5gANnuivStz58h8NezjVpK5Sym1ogWzKQoNQET+HD2z4H3ockRfAB5QSp1att4n0NbbTwFp4BeBf6GUaljqhoicVEqdaNTvuzJ3tsxXwz5uF5mbmbbx04CNnk71BPBBpdQpEXlIROaq1vsFIIv2pY0Bb0N3nXJxcXG5JZtWZEkpNQm8c4XlT6GDBpXPE+jIpouLi8uacKc+aT7mynRlbiN5rsxV2DQfmouLi0ujcS00FxeXHYOr0FxcXHYMrkJzcXHZMbgKzcXFZcfwqlBoImJW/d3wDiQiYlf9vVkVTaT6fZNkeqv+3qz9DFX93XCZItInIhHn7005tiJyr4js3wxZVTIfEZFHN1nm60XkI5XjWw92tEITkR4R+RTw+yLyIQDVwLCuiHSJyOeAJ0Tkd0TEVkqVGyXPkdkpIo8DD0Bj969KZo+I/BnwMRH5dUduo/ezR0T+GviEiPyRiHg2Qea/AF4C3gyNP7Yi0i0i/xtdMqupkbKqZCZE5IvAXwJHRMTaBJndIvIF4O+A/4eV53Svix2r0ETkHuBrwBBwGviQiDzhlCRqhLw48Dl0pZDfAx4E/kxE7mqEPEfmu9EXxS8DPyAiCWd5wywJEfnnwEn0cf0q8C4R+SPnfw25nkTkI8Bz6GP7a8Cb0EUMGm013YWeR/waEelvhIAqy/o3gFPAaaVUn1LqW9X/byC/AEwopeJKqd9RShUaKUxE/gC9n2eB3eh79Afq9fs7uR3zm4CnlFI/CyAin0VPp/qWiPyBUipTZ3n3APNKqQ868r4JfBp4j4iMKKWG6ywPdPXf/xddzeSfA98EPt8oS8IpFNAP/IxS6tPOsheAr4nIzyqllpeIqodMAcrADyilTjrLngYiIiKN2FcRMZVSJfT18ingPuC0iFxVSuXqKatq+/8B8HWl1IecbXgN+qafRZfRqivOcQ2iK0P/J2fZjzr/PqmUutwAmX3oqtV3KaUuiUgruqrOwjZt9HzuGAvNKQhZPRY3gICIWM7JGwQuAj8OdNdBns95r5jos8DBynLn5v44cAB4/UblLZNZ8V19HPgLpdQTwHXgh0Rkdz1krSBTgBx6Hu6XnGUGemh0mqperXWU6XEu8N9USp0UkeMi8grwQ+hz+c5qP14d5JkAjjIDXQr+E2jL+4fR1ZTrQpXMSjPQnwAeFZEPOg/DP0QXcPhktQ+4TjJN57gGgcNASkSeAH4dXRTir0RkpWrSG5EpSqmLSqkPOcrMUkqNoOsivqGy+kblbXuFJiJREfk88CTwJRF5j3MQL6Cf7D/mnLwe9PBsN46/aT3mvIg0O0Os3weoMtFHgO8AH6xa/S/R1tPxjdx4K8jMOxfIrFJqylntt9BDpIfq4QdZQaZSSmWUUieVUilHfhldu24WvZ/1lll03itWUQfw35RSQeA3gX8LfEREVioUuh55JWd55b64hn74fRzwA+8WkV8XkaPrkbeKzKyjuE+hrcGPAv8deB3wL4FH0X021j38XGk/HaU2gq4c/THghlLqgFLqbcBfAD9Y5/1UVf8ToOh8fBLYJSK+evhEt71CA/4DkEGXJPoS8C7g3ymlPgN8F/jPztPn+8Dn0f6tH4S1O3lF5Ajw18C9wD4R+ZGqf48CzwAPi0iv8/tl4LPAY0qp/Hp27hYyq7vZizMc+3t0ZZJD65F1O5nVlkLVsXsncKbKqmmkzL9RSv2us78TaIvivegHV73kGVU31j3AK05hhQLwEeAI2jqs2z6yeB++H3ijUuq/A3NKqWeBfwP8M1hfUOI21yzAJ9FWml217PPAHmBdD+FbHVtYeDhW9qUEhJRSOamDD3bbKjQRMUQ7+HcBX3Ce4o+jn24/IiJvUkr9BvB2dEOWe5RS/xNoQTuY1+PE9gJ/gr6JngTeX7G8lFJpZ1kW+FdV37kKXBWR9bZpWlGmUqpc9cSuvP82upbcAyLyiyLyuKwvCLKazFJFpnP8TeA42rJARN4nIh9c5Tc3LLOKiu93Fu20X0/Y/1bHtXIjfwv49yLyoiPjaeAyeqi2HlaTmXcspiLaSQ6L+1gGLktVukqdZFYeQN8Cvgw8UvmCUup5wET7u+ops1x9/TjrfgFtBLTWJWqtlNo2Lxb9UUnncxj4HvCjVeuE0FbbUyt8/yg6QveWNcprcT57gajz94POyfj5qvUFHbG5AvwB2lp6Ae0DWus+3lYmYKzw/d9B3wTjwDsbJdPZ12a0f+ld6IjnCPD2Ru4nYDrvB9FD/P/YoHNpAP/Dub7+qbPsregbtbXB+1gpGrEfrXB+vhZ569lPZ3kv+sH7BfTw9ll06ftwo69ZYC/6QfGmWvfxlttSjx9p9Av9tPhDtAPxq2gn9D90/vefgeeWrf9atL/sB5zPrcD/dL7/4XXKe8eydULOyf86uiRw9f8eRFtL30C37lvvPt5WJlqxGICF9qMVar0BNiCzotTexKLy/NVN2M8wOifss2jL7F838lyib/RAna7XWvfRRkdVK9frLzdYZuUBcQj4OUduo2UKi0q7Be0OOrzW47ziNtXjRxr9QltWf4euL+5BD+muoKNQSXRHqXdVrd8NPAW8uWrZe4DIBuRdBB5ett5h4M+B365aZlX97dngPtYq0+O8/0it+1gHmSbaR/KraB/IZsgUtJL5ALVbD/U4rgtW6SbtYx/woVr3sc7X7E1WfyOP7XL5G33V5Uca8QKiVRfSB4CLyy6uP0eH1JPoNnejwN6q738HeKSO8p5AR7v6qr7jRYfz/zd6mPsMNQ5n6yzzrZss81ng0Tsgs6ZhyTY+lzXv4zbfzzXJXMtrU5VUjQesH+2k/Bw6UrILHcL+GnB31XoVf9g7nc9/jR7i/TbavP0Gzpi+EfKqlr8dnbJwA3hvI/fRlbm15LkyGytzPa8tFeUUkX+KHot/D/glIAb8CtqcHcGZUweglHoB3YT4nziLPoDOSwL4W6XUA0qp0QbI+wnnu6aIvAmds/N7SqlOpdT/36B9dGXeRuarYR9fTTLXTaM05Xpe6Lyi91d97kJr9Q70+PxTVA11gHeg54UFqpbV5OeohzygE2jazH10ZW4Nea7Mxspc72urzeX8ffT0msqUiTQ6498GPoNO9vtZEbmglLqCdkp/RekcMGDNyYcbkqeUurHZ++jK3DLyXJmNlbk+NkNrrvXFYkj3HrT56nU+H0aHlV9C566MURXJ3C7yXJnuuXRlNua16QLXeAB/Dj35unqZCZwA/vF2l+fKdM+lK7PO23Ynhd/igFWS/Z4A3uf8/UF0BDO53eW5Mt1z6cpszGur+dCAhWoAHnQ0pUVEvo6ukvFTSqmx7S7PlemeS1dmg7jTGvUWT4Mj6Gk1Q8Av7DR5rsydI8+VuXVed3wDbnHgvMDPA/6dKM+VuXPkuTK3zqsStXBxcXHZ9mypmQIuLi4uG8FVaC4uLjsGV6G5uLjsGFyF5uLismNwFZqLi8uOwVVoLi4uOwZXobm4uOwYXIXm4uKyY/g/IsITBk4XposAAAAASUVORK5CYII=\n", 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\n", 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    " ] @@ -457,7 +468,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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    " ] @@ -608,7 +619,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -647,7 +658,18 @@ "cell_type": "code", "execution_count": 17, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\users\\kanderso\\software\\anaconda3\\envs\\rdtools-dev\\lib\\site-packages\\pandas\\core\\indexes\\base.py:3071: FutureWarning: Converting timezone-aware DatetimeArray to timezone-naive ndarray with 'datetime64[ns]' dtype. In the future, this will return an ndarray with 'object' dtype where each element is a 'pandas.Timestamp' with the correct 'tz'.\n", + "\tTo accept the future behavior, pass 'dtype=object'.\n", + "\tTo keep the old behavior, pass 'dtype=\"datetime64[ns]\"'.\n", + " target = np.asarray(target)\n" + ] + } + ], "source": [ "# Calculate the clear sky POA irradiance\n", "clearsky = loc.get_clearsky(df.index, solar_position=sun)\n", @@ -663,8 +685,7 @@ "\n", "# Calculate the clearsky temperature\n", "df['clearsky_Tamb'] = rdtools.get_clearsky_tamb(df.index, meta['latitude'], meta['longitude'])\n", - "df_clearsky_temp = pvlib.pvsystem.sapm_celltemp(df.clearsky_poa, 0, df.clearsky_Tamb, model = meta['temp_model'])\n", - "df['clearsky_Tcell'] = df_clearsky_temp.temp_cell" + "df['clearsky_Tcell'] = pvlib.temperature.sapm_cell(df.clearsky_poa, df.clearsky_Tamb, 0, **meta['temp_model_params'])" ] }, { @@ -759,7 +780,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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    " ] @@ -792,7 +813,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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BZZP0GUBKND2GDXAknDsAm0j0lUWRUj4hpZwppZyZk3PYQ+dUDpLHH388fhwLOjs7EUJgs9mwWCwUFxfz9NNPH5O2AHR0dHDeeedhtVopLi7m+eefH9R9lZWVmEwmli5dGr+2dOlS8vPzSU1N5bjjjuOpp57qcc9NN91ERkYGs2fPpqGhIX79ueee45e//OV+ddjtdoYPH36QPRu6qJazw8xA7qxDdXf1ZZE5WEvNO9vtvLmtEeCou8iOBsmWuyNh0YoJMH8w0qPs75LF7PuKEEIDPAsEgBsApJQuIBYc1iyEuAFoFEKkSimdgAtITSgmFXANNCFAZehw7bXXHtP6y8rKyM7OprW1FYDnn3+eyy67jHPPPZfs7Oyj3p7rr78eg8FAc3MzZWVlnH322UydOpWJE3s1CPe474QTTuhx7Xe/+x1PP/00RqORnTt3Mm/ePI4//nhmzJjBhg0b2LRpE01NTdxxxx388Y9/5JFHHsHhcHDfffexZs2a/ep45513OOussw64T6FQCJ1u6Eog1XJ2mIm9/CvsjoNKH4i+LDKx6yOzbQdkWVs4uYAfTcijIN1y2Kxxx4LBWhT7s6QdLDEBOL044ztpLfu+ErV0PQ3kARdIKYN9ZI2JrphlrAJlMkCMqfR0h6qo9EtZWRnTp0+Pn5922mmEw2E6OzuPelvcbjevvvoq9957Lzabjblz53LOOefw7LPP9nvfiy++SHp6OmeccUaP6xMnTsRoNALKxAshBHv37gWgqqqKuXPnYjQaOeOMM9i3bx8At99+O7/5zW9IS9v/b+s777zDwoULAfjrX//KBRdc0CP9F7/4BTfddBOgTLr585//zJQpU7BarYRCvc3nGRqo4uwwM5A761DdXX25lWLX97W5Dkj8ZdoMTClKZ2t910ELxmQOt+t1MAxW9CaP34GI5YH69X10+X3HeQwYD/yblNIbuyiEOFEIMVYIoRFCZAEPA2uklLGH6B/AzUKIQiFEAfArYMVRbrvKQVJy69vx41ixZcsWZsyYAUBXVxe/+93vmDFjBqNHjz6gchYtWkR6enqvx6JFiwZVxu7du9FqtRx33HHxa1OnTqWiou//N5xOJ3fddRf3339/r+k///nPsVgsjBs3jvz8/Li4mjhxImvXrsXr9fLhhx8yceJENm7cyK5du1iyZMl+5QSDQT799FPOPPNMQHGZrl69mq6uLkCxjr300ktceuml8XteeOEF3n77bbq6ulTL2VDjUOKsDlV4HMgL/GDqGoz4Sy73cMdHHap18GA42D4cyH2D7dexEKcqhxchRDFwHTANaBJCuKLHJcBIYDXQDZQDfuDihNsfB94EtkfT345eU1EZFGVlZTz00EOkpqaSkZFBS0sLq1evppewRQCWL1/OBx98sN/1t956i66url6Pt956a1Btcblc+1ms0tLS6O7u7vOeO++8k6uuuoqioqJe0x999FG6u7tZu3Yt559/ftySNmnSJC644AJOOukkamtrueWWW/jlL3/Jww8/zMMPP8ypp57KJZdcEhdfn376KVOnTiUlJQWA/Px8Tj31VP75z38CsHr1arKzs+NCF+DGG2+kqKgIs9k8qP4fK76X4iwWZ7VqS/0Bv0SPlNsy+YXuDYR5dVMdH+9s6bWsvgTAYMRfchsPt8XnWATDH2wfDuS+wfbrWIhTlcOLlLJGSimklCYppS3heE5K+YKUslRKaZVS5kspL5NSNiXcK6WUv5VSZkaP36rxZt8uGlf8ksYVv+zxUj9a+P1+duzYwbZt23A6nbzyyiusW7cOvV7f5z0VFRVMnjy5z/QD4bnnnsNms2Gz2ViwYAE2mw2n09kjj9PpjAuiZMrKyvjggw9YtmxZv/VotVrmzp1LfX09jz32WPz6smXL2Lp1Ky+99BIvvfQSp5xyCpFIhCeeeIIPP/yQ8ePH86c//Qno6dKMcfnll7Ny5UoAVq5c2cNqBvQpGIcaQ9emdwRZOFlZ8bkg3XLAweEDLSUwsSANfzCMPxiJzwgcDMmB6hV2B3aHj4I00351xYRbo8MXr/NAJhkc6eUQjvXyGQdC4gQNoN9xHGy/vq/LTaiofFcINCsxUJubj37d5eXlGI1GRo4cCcAFF1zAPffcw6uvvsqVV14Zz/fYY4/x7LPPMn78eBobG8nLy9uvrAULFrB27dpe6znllFN4991397t+ySWXcMkll8TP3W43oVCIyspKxowZA8DWrVv7nAywZs0aqqur40vDuFwuwuEwX3/9NZs3b94vfygUisecJdLc3Mzjjz/OunXrePPNN5kyZQp6vZ4TTjiBhx56CFDE2WuvvdbjvsWLF/Ozn/2M8vJy3nrrLf7yl7/0SO/L+jjUGJQ4E0JMkVJuO9KNOVrEFu/0BsKkmnUDvkSTZ1j29YKO5QPBhuoOjHrNQYu+xJ+9LZ4aE24js228uqmO2g4POxudXDCjKJ7nUEXGt4VDmSGbKIqBwzKT82iO71BbsV9FReXQ2LJlC5MmTeohIhYuXMgbb7wRF2fl5eV88sknfP7553z11Vf87ne/67Ws3sTXgWK1Wjn//PO56667eOqppygrK+P111/niy++6DX/tddey0UXXRQ/v++++6iuruaxxx6jpaWFjz76iEWLFmE2m/nggw944YUXel2a4+abb+aee+7BYrFQWlrKV199hcvlYs2aNYwcOZKqqir8fj/jxo3rcZ/JZOLHP/4xS5YsYdasWd/a9QMH69b8UAixVQjxayFE/hFt0VEk0aXVX5xQoptqMPn8oRA5NgMjs22HpW3JjMy2UZBmYv64PFaV1fPFvnbqOr3UdnipsDsOyK3W4Qrw+Jo9PP7J3v1i8A5H7NRgyjjUeg7F1TyxII2pw1PZVu8gP83MrJKMuNXzQDkWsWabazp56as6Ntcc/VlcKioqh5+ysjKmTJnS49pZZ53F+++/j8+neEtee+01rr32WoQQaDSaw+bS7ItHH30Ur9dLbm4uF198MY899lgPy9mCBQtYvnw5ABaLhWHDhsUPm82GyWQiJycHIQSPPfYYw4cPJyMjg1//+tc8+OCDnHvuuT3q+/jjj+nq6uK8884DYNasWZx99tkUFRXx8ccfc+utt/L222/v59KMcfnll7N9+/b9XJrfJgbr1swHzgaWAncLIb5AmZH0Lyml50g17kjRm7VhsCvJb67pZFVZA4unRZhenEGFXXmpf7yzmfnj8jhlTDb+YIRWV4B9bS4ybYOzoBzI+lv72ly0ugJ8vLOZ7Q0OGrt8FGWaGJFp7nXrpP54Z7udF76qBQRWg7bHWmeHsiZYbIz9wQgbqjv6LeNQ1x4bmW1jZ6OzTzHcn5vRbNBS3e7llU11BMMRrAYtjQ7fAVk9Y/TXD28gzOaaDkAwvTjjMFq5ZNLPI8tg+/Ft2Q9WRWWo8cgjj+x3bd68ebjd7vh5e3s7waCyssuDDz7I/Pnzj2ibMjMzWbVqVZ/p/Vno7r777vjnnJwcPvnkkwHrmz9//n59evDBB3nwwQfj5++88w433HBDr/ePGDECs9m837Ia1dXVA9Y9VBiUOItu7vs68LoQIg24EPgt8JgQ4jXgcSnl50eumYeX3l6ivb3AYxtLzx+XR2u3jz+vbuT4onRCkQjl9i7K7V3sanKRatazo9FJIBRh7LAU/KEIs0oyB5wxmfhiOpD9GWN5RmbbKM224g9FMOq0PV6WM0sy45ac/l5+CycX0OUJ0NztZ/64njELhxI7FRvjWSU91/5KHNPqNhf+UARgwPHqj5hY7UsMD+SK9viDGLQCjz9Eub2LLKvpoKye/Y1Xhd3BqjJlA+VE4XeoAmV6caxf4oBiHA+WvvrRW77k37Hkvn5Xt7hSUTnSXHrppSxdupQRI0bQ0tLCjTfeeKybdNSZN29er6I0EonwwAMPcNFFF5GamtrLnd8ODmhCgBDCBiwGLgKGAy8CtcBzQoi3pZTXH/4mHn56e4n29gJfVdbAi1/V8Na2Rrq9QeodXsKhMDNGZLB2Tytb6x1kWQ1ce8pIRudYKUi38MrmetpdAeaNzWV6cUafbUh+MfVWf9xNGgxj1GvjL7XEvOPz03hnu52Fkwv6jKdKvj/R+jE+PxW9TkNtu4ddTU4KM76ZXnwwsVOxF3B+mpkcm4Hx+Wlk2gzx9NhM2Zp2D21uP9VtHkqzrSw5ccRBC4tD2Xi8wu5gV7MLjdCg12lw+cLoNQdm9YzR33hNLEhj8bQwIMhPM7Pyy2oWTi6Ir0sHB2ed3FzTwa5mF+0u/0FZ+w6krgq7g5HZNhZPKwBEv2K6N2tm8jOvTpxQUTk4ZsyYwY4dO451M44pv/3tb/e75na7ycvLo7i4mNWrVx+DVh0+Bjsh4GzgUmAB8DnwFLBKSumLpv8NRaR9K8TZYEVHllVPuzuI0xMkN9VMts3IzNIsThmTw1vb7HR7A2iFwKDTMC4/VXFv7tCyxx2grK6TKcPT+n1ZJ/5MJPbSjVngoGegeqL1acXnVWyq6WRrbQeuoOTXPxzLqFxbj7KTtxVKtH7sanLyzvYmujwBKlu6STXrGZltY1+bq1cxN5BLLvYCzrEZerVmxWbKzh6VzVOf7CEQDDMy23LIL2h/MMzmms54+wZrlZlYkMbYYTZqOzwUZVg4viidgYTHYOhtzOaMUfZOXPlldXzLrNgEjsFOSkn8bmLfYygSYcaIjCMqchLHM9aP/ujNmpn8zH/XJqaoqKgcW6xWKy6X61g347AwWMvZn1BizJZJKRuTE6WUHUKImw5ry44C/VlXvIEwW+q60GkknkAETzCIAAw6QVldJ75ABKNeQyQiefmrOsbkpTIs1UhlmwuHL4DHbyI/re9F7vp7MVXYHazcUMOeZjc3nzmGeWPzMOo1cYuLOxBmdXkT75Y3UZxhxqDTsHZPGx0eZSuKx5bO6FGHNxDGqNf0eDnGrDj+UIQRWWaOH5HBsFQzf/t4DzOK09nb6mZyYRoXzyqmwu7glc31dHmCXE1pvy/nRJdrTEQkEpspu7G6g1qHl3ZPAL1Oc0juuN5cbYnt6Mu129DpZcXnVei1gk6Pn43V7dx29sR4mYcSC9Wf+2/+uDx2NTrp8gTxBsKDEigxcbSz0UlrdOJG4vd4eOPY9udArVy9Wc5UMaYylOlrR4DY9eo/nX00m6PyPWewMWcDTgWRUj41UJ6hQmKw+ud723pdgmJzTQftbj+F6RaqWl3UtXvQajR8tLOF0bk2ajvdOLxhpAwTDEcYnZtCfrqZNmcApzfItvounly7l1vOGt+r8Ovv5T+xIA0i0OH2s76qgxNLs9nZ6GRTTScf7Wzh9LE5ZFoNbKvvRCskHn8Im8mAVqvl9LG5bKzuiIujZCsYELfieANhvtzbyvFFmfxo4jCeXLuXhi4vGiFod/kJRyRThqczMtuGVa+lJeyPx4j1ReILuC+3oDcQxh8MM3NEBk5PCIcnyP9+VsXiaYU9XKCDdU1mWAw4vEHGD0uJi4FYOzZWd/Rw7SaOx4rPq3hru53hGRYyLEZaXAGWv1UBGoFZr/xqHKyYSBROiQIR4L2KRrbbnayv6cThDXLzD8cOKKx6E72J1rgDGa/BMtglZHpjR6OTrfUOCtLNpJr1atC/ioqKygEwWLfmf/SR5AfqgdVSymOwXN/BkRisnm01sLm2k4J0E/YuX3xhVxCYdDpOGZ1NVZsbfxi0kQgVDQ6IRDguL5V9bd24vEFSzFos0RfP+MIUPH4rLd0+OtwBKuyOPmPJoPeXv9mg5Y5FE3nkg134gxGeX1/D2j1tnDI6iwnDUhiRZWVnUzfdvjCdniAOX4gTS9IZX5BBls3Yw8KSaGlJDMyOxSqVN3QhgX0t3exudpFq0tHp9tPlDTDekBoXA60uP7VtHrp9g98oti+xUGF38Pnedjq6fTi9AV7cUIPJoGNfSzcLJhcwPj+VfW2uQc30BHhxQy2bajqobnMztSiNVLOhhzgFxbX70c4W3gs1IQTsbHSy+PhCyuq6kFJy5oRc2lxBPvi6iWA4woJJ+YOyEsWsb1fMKd0vXi8mnGICUWlHmDW7WjHrNeSnmxBCxJ+R/sRVojgyG3pfdPhwB9gnl3dg4k+ZPVrZ0s2eFjeLp0WYMyb7kNukohdziOEAACAASURBVKKi8n1gsG7N44DzgA1AHVAEzELZP+7fgEeFEBdIKb8VEXgjs21sq+vC6QsRjEQAQWWLi51N3UwuVCxFZXUdjM614fGHSDHqCYXCDEtXYqO+3NeOwxtEpwUhNLS5grywoZaTR2XS7Q2TYdFxztSRZNuMvb7gB+MiKswwo9VpeWNrA5MK0jHrtWyq6cSo1/LyxjqyrXrSzFoyLHoyrUaKs2zsaHSSZdXj8YeYPbWATk+gV/dizE3Z2OXDatSRm2Lk68ZudjQ6SbNocfvCRBBUt7vjAsfhDeEOhthS28m5xxf22e7EF3hfM/b8wTBpZj2f7W6h3R3AE4ig84f5tLKNDm+QXJsRpy/Eoin5g9ou6Yo5pdS2u3H6Q1S2uPEEnPuJUm8gTFWbi32tLuq7fFTYnbgDIcwGDbUdXvRaDaeOycIfDFPX6eHU43LjOzEsnFzQw6KXyJNr9/LmVjs1HW4un10aF5aJAibm4stPM/NeRSM2k45Uo4nhmRYm5Kf12J2gP3E10PIkyc9Vspg6UMtacnkHIv6mF2di1Gtp6PSyurwZpy/YZ151SQ2VoUbOBXce6yYcMlJKrrzySlatWsWYMWO4//77ufrqq9m1a1ev+a+44gqGDx/OH/7wh6Pc0t5Zvnw5+/bt46mnhr5Tbt68eSxdupSrr776sJU5WHGmAS6SUsb3SRBCnAsskVKeJIS4HCUurU9xJoS4AbgCmAy8IKW8op+8y4BbADPwKvAzKaV/kG0dkH1tLrbUd/LCV3WMybNx8sgsCtLN7GlxMzZPETnPrqslEpH4QxGEBsYOS2NKUTpzR2cBkg3VHaSbDTR3+/AFQoQjETZUd9Lk8KPTgi8Y4YGfHD/oFfp7e0FlWQ1ICfYuD05fkFBEMjYvFYtBy6zSLNz+MBFgUmEaTQ4fbn+I1RVNtHUHKM6yxHdBiJUfm2TgD4Ux6TTUd7npcoeYUJCKQBKKRGjvjhCUYNRAlzeAWa/ln5tqCYYilGZbOH5ERp9LNngDYV7YUEN5g5MLpg+Pz1ZNFFfKOnF2ijPNpJgNTB2uY1uDE18wTLvLR12bjo1VbViMes6ckMvMkv23JIm5Y6vbvSyeVkhhhpnLTi7hlc31gGRWSWZcJI3MtvF5ZSv+UISCdDOtLh/bt3cSkjB7VBZXnFxCZYubYCjCW9uaOHNCLo1divX0+Q01vLKpDncgzHWnjer1WTqxNJO1lW00dHl5dXMd00dkYHf44q5ybyDMf72/k6p2D12eILtanITCkgq7k811nTg8QaYVpfeYANKXGK2wO/hoZwvZVkOv+ZKfq0QxNbEgrceWX4OxrCWX19d6cn2JK38wzNrdLTR0uvl0dwsnlmbtJ1yT26nGpKkMBSyjTzzWTThkPvvsM95//33q6+uxWq0AfQqzochtt9026Lx33303e/bsie+p+V1gsOLsR8DFSdfeAp6Nfl4J7L9yXk/swB+iZfUZKS+E+BFwK3B69J7XgHui1w4LEwvSSDfr8QZDpJl0lGbbKMm2Yu/yMj4/jfVVbbQ5/YzLt6HTarE7vOi0GrRCMHZYGp/ubkOv05CdYmRkjoV1ezuIIAmGI2gAnVaDhF5dmn2xuaaDVWV2Fk8Lx+PBLEYtkwrSyE7R09Dpp8npZXSOBbvDR3O3D1cgjEDS7PSysaaT0mwr+akmhqdbmD8uj88rW9nV7KLJ4SUQilDZ6sLlC5Fu1hOKRPD6wgRCYSIRyaIphVS2dOMJRKLfA9g7vdz7VgUIqGp3MzzDzGd72ijMMPfarwq7g+0NDro8QUD2mJAQi7nyh0K0ufwUpBvj96WYtWTa9AgEzS4/ra4QBm+IVzc3YNTpmD0qq8fL/Mu9rfzx3V0IAQat4IIZRXHB+fGuVgCmF2fEY85WldlpdvrQagRaAZ2eAGaDlr0tTvRaDSMyLTzzZRVt3QGKMsxsa3BQbndgNWgBQX8LvJ5Yms0poztodPpINRuYPy6P9yoa2VzbRUG6mY93NfNGWQNCoyHHqmdno4t0sw4hoTTbhhCCd7bbWV/VQUOnlxtOH9On9WhiQRo7G53xRXIHsjLFLcTeEJtrOvvcq3WwxOLISrNt8QWYEy2kiUu2rNnVwn+9v5uIlHT7w+xrdbOqrJ4tdZ1kWU3cePqYuDVyoEWEVVRUDpyamhpKSkriwkylb0KhEDrd0NpqfLDbN+0FfpZ07afR6wDZgJt+kFL+S0q5CmgfoK7LgaellBVSyk7gXhSL22Fj7549fPL3P9P43pOsef4RbrnrHn79++W8/uI/eOSJp3lz1WtUb13L5vWfE2ndy8kjsyjNtiKE4L3yRtpcXtLNeuo6vHT7wmh1GjJtJvJsJsYOS2HOqGyGpR3oQqaix88Ku4M2V4DsFCNNjgDlDV00Ovx8tKsVjUaDXqshy2bg5NE5ZFoM6DUaSrOsDM+0csWcUt4rb+SJT/dSVteBlNDh8dPR7afZ6cVi1GLQaUm3GUgx68mwGvh8TysaIUg1azHqNAggHIEUk57STAuF6WZOLM3EatTtNws1Jr7y08xMLkjj0pNK4oujxqxpz6+v5cu9bVS2uAhHJE5PmPKGLjbXOehwhZARZUPa4kwzqSalf2V1Xaz4omq/bbOq271IImRaFDG0uaaTZ9fVsq3ewe6mbtZWtrG5piPepvHDUphVkkmKSUeGRU9+mhmTXsvayjb+Z80eXt5QQ4tTmezQ4faTbtEzdlgqJ4/O5rLZJVw4o++92fa1ubAYdYzIsER3F/BSkmWl2enj+Q01rN/XSSgiybAYMBn0CCEBwfAsC9NHpHPacTksnFxAttWAJxCmuq3vaeBmg5YLZhRx8qisXreYSt4+al+bix1N3bxb3ghI5ozKovSQBNA3uxHEto36cm8bTm8Ai0FLud3J/1U08eqmOj7f00a72w9SYjNoSDHpyLIa2dno4ou9bbyz3R4vNSb6yuo6j/r2VyoqQ4G6ujrOP/98cnJyyMrKiq98H4lE+MMf/kBxcTG5ublcdtllOBzKNnTV1dUIIXjmmWcYMWIE2dnZ/Od//icATz/9NFdffTVffvklNpuN3//+96xZs4bhw4fH69yyZQvTp08nJSWFn/zkJ/GtoWK89dZbTJs2jfT0dE4++WS2bftme+2SkhLuu+8+pkyZQlpa2n73v/7660ybNo3U1FRGjRoVX3PM4XBw1VVXkZ+fT2FhIXfccQfhcO+/73fffTdLly4dsK+rV69m+fLlvPTSS9hsNqZOnTpgXStWrGDOnDksW7aMzMxM7rzzTtLT0ykvL4/X39raitlspqWlhc7OThYtWkROTg4ZGRksWrSI+vr6A/2aD4jBSsWrgX8JIW4BGoBCIAycH00fCxwuJ/1ElN0IYmwF8oQQWVLKgYTdoFhbtoO1bygbre5LSnsl6fzL7OHMv/M5RuVYGZNrwxMIsfWTd/nsyd+j1RsxmEyENXoMRhOpNit5Gansk1r8Uscnj6bzg1NO4vbbb+9R5qZNm1i/fj1msxmz2YzFYkGjMzCWCKIjwI4dregiWlwdbdj0JgQSjVBkW2mWIpQyLUbGDVOE3M7mbjo9QTbVdmLUaZXYqjY3SJhWlMlpx+Ww4rN9mAxa3F1httZ2EZaKZaswzUy6Rcf6fZ1IIMtmwhYOIyOSTIsRjQZOGpVDSAq6fUHWVXWQn2rkunmj4/2JWU7STDq22x0gFJchKG7MNbtaEUB1u5udTd0ArKtqwxMIk2LUMnVEJuFwhK8bHfgCITKtRlz+ECkmHbNKlb0uN9d0xuOsfjRxGFtqO8lJMdLo8OIPhfEGwhh0Gkbn2pQttEIRXtlcT5pZjwbo9gao6/Cg1QhmlmRQ0+6ltVuZALK71U1hmomsFCOLjx/O6vImRmRa2FDVTpPTT36aiXljc3uddesPhpkzKruHG/WfG2tp6vLg8Iex6jXkpJo4aWQWS08qVvpl1NLtD9PuCsYtYKccl01RlpUfTRzW59IfMfchCD7Y0cTK9TWcPjaXbn+IxdMK2dHo6GF9jc0YVVzZEarbPTQ5vFS1uVg4uYCyuo64a7ivmLpEl2Usjmxkto3nN1RT2dxNcaaZvW1u9rW4STFpGZ2XQqPDx5zRWZj1Wo7LS2Hl+hp8oQh1nR6yrAZsJi1ZNmNchO1qchKORKhud+PwKhNOVPemyveFcDjMokWLOP3003n22WfRarVs3LgRUETEihUr+Pjjj+Pi7IYbbuDZZ5+N3//ZZ5+xa9cudu/ezaxZszj//PO56qqr0Gq1PPXUU3z22WcArFmzJn5PIBBg8eLF3HTTTdxwww28/vrrXHzxxdxyyy0AbN68mSuvvJI333yTmTNnsnLlSs455xx27dqF0ah4PV5++WVWr16NyWRizpw5rFixgp/+9Kds2LCByy67jFdeeYUzzjiDxsZGuruVv/uXX345eXl57NmzB7fbzaJFiygqKuK6664b1Fj11tezzjqL2267bT+35kB1rV+/nosuuoiWlhaCwSDNzc288MILcdH38ssvc9ppp5Gbm0t7ezv/7//9P15++WXC4TBXXnklN9xwQ69bWtXW1jJlyhS2bdt2SJuuD1aclQFjgJOAAqAR+FJKGQSQUn4KfHrQreiJDUjcoTr2OYUkq5sQ4lrgWuCABiHXLAbOFCWs0ePyBZlYkA5C8HVjNy63V0kL+vEGlVC4AOBqUfywMaoAEfLtJ87ee++9/a71xZTTFjHnmrs5a9IwXIEIGWY9Lz35EA9v+RCN3ohGb0ToDEitgWqLhZDQIbUGrBYLY4dn4Tb9gDc843m7vInCVBPD083onXXsqWumuDgbk7DibHbgaHcS0RiQFkFeqo0sq5G9rW72trpZXdHEhTOK2FjdgcMTZE+Lq0fcWcxN5vSGWLO7lU92tTI2L4XpxZmU27sIhiKUZJvJTzNTkmWlssXF53ta8QRCXHvKKDJtBh75cA/BiMQbCDGzJJNJhemMyLRQ2+Hh1c118ckBMfHT7PDi8gdZt7edUbk2vMEQzd0+ClItBENKrGC7y0+L00+qWc+GqnY63UFSTFpsBh1tbj/uQIiwlIQjEcbmp5BqMrC6vIltDQ4sBg2f7Gql3e2nvN6BUafh9PE9498q7A42VHdyyphszAYt/mCYZ76o4o2yBoKRCFaDhlybkb1tiih98ataAuEIla0+0s16PIEQrd1+XthQS7vLz8mjsvh4Z3OfcWExETxumI2N1Z3Ud3kpr3dgNWlp7PIyvTiDNpcfpy8UF3jTizN5dVMdG6rbaXcFSTXrAMGqsnpeL2ug06ME6l85t7TX5y85HizmKt5Q1UGXNwgCbAYtLr+yg8bskdmUNzopybIyb2wu4/NT6fYFKbc70GsFZoOWYEjy0c4WclKM+INhttsdTC5MY/G04b2ujaeicrSp/9tl8c/Dr//HEa1rw4YN2O12/vrXv8Zda3PnzgXgueee4+abb2bkyJEA/PGPf2TSpEn8/e9/j9//+9//HrPZzNSpU5k6dSpbt25l/Pjx/da5bt06gsEgN910E0IIfvzjH/PAAw/E05988kmuu+46TjxRib27/PLLWb58OevWreO0004D4MYbb6SgQFlU/N/+7d8oKysDFKvdlVdeyZlnnglAYaEygay5uZl3332Xrq4uzGYzVquVZcuW8cQTTwxanA22r4Opq6CggF/84hcA6HQ6lixZwrXXXhsXZ88//3w8b1ZWVo99Om+//fY+9zMdMWIEXV1dg+pPfwwozoQQWsAFpEsp1x5yjQPjAhI3xIp97k7OKKV8AngCYObMmYPe+Xn6tCn86b7/YtPeJpwuDzvqWvH7fZhFmFDQT7fLjSYcwO/zoc/IZ/qIDPRaDfUdbkIRiY7BLyfhCOwvBL1e76DvL8rNwGrQMTrXyqe7W2ns9GINdtLdVL1f3s6k8yqg0x1g2LxsvMEw3mCIdm+AyucewV25nt42/ygHEBoMRiManZHpF95A5aQz+LSylTSzFikjvPS3P7Lx7z6K8zIwm80YjCa6AgK0ehq6w3SHNPyrsYCVYS01hiKaQxY6PAEauvxccXIJ7s5WmltaCYQ0bKvrpMsfpt3jxxcIEwzDziYnN/1gLO9ut/PqpjpMBh0jc6wcX5TJjkYnn1a2saOxGwnsau5m6vAM5o3N5c2tDexr66b2cxelOTZOKMlkW72D4RlGttQKIkAgFKayxYU3GEKvFUwqTKcg3cTJo7Jp7PKRZTNiMWp5Z3sTTQ4PNrMBk0HD140OqtvclGTb4lbB1m4fDm8Qs17LA/+3C3uXl401HbR2BzDrwGbSsaMpgCsQwRNw0NLtxesPEQxH0Ou05KebqW5zodFomDc2BxDUdHhAQn6aeT8LWn6amZYuD2t2NtPS7aUky8LM4gxqO72EpaSxy0u2TbEmxiyUAHaHj1SjnupWD8FwhLxURSjbjHoEUJJlHnAf18QZoP5gmAumD2dLnYOiDCufVbZjd3gIhGDFF1U4fUE+39PKyaOylR0XhGDRlEKmFaUzqSAtPillW72D/DQTOo2GsXmpZNoMB7xllorKkSDs6jhqddXV1VFcXNxrzJPdbqe4uDh+XlxcTCgUorn5m5Wrhg0bFv9ssVgGtUK+3W6nsLAQIb55PyXWU1NTwzPPPMN///d/x68FAgHs9m/MD8n1xtLq6upYuHDhfnXW1NQQDAbJz8+PX4tEIhQVFQ3Y3r7q7Kuvg6krud7TTz8dr9fL+vXrGTZsGGVlZZx33nkAeDweli1bxurVq+nsVN603d3dhMNhtNojM8N8QHEmpQwLIXYDWfQ0DB0pKoCpwMvR86lA8+FyaQKUlpZy4y9+weaaDrbUdRLaXE9dl49UoxatRkN+uhmtRtDe7SfFrGdcfhptLj+BUISmLi9j51/A8t8tw6QJM8yiZXttC+9vq6WsqoUJuSYs2jAfbK8lVQ8XzJm03+zGE044gcUXX0GlvZ08iwaLNozX68Xj8eD2eGntdCoCLhxgZGEu44el4AmG6fYGcQVCmMTgY3KcQUEekGLSUZJtY++uVsKBASa+yggBnxfwgpQIBE0OL6GQgTSLkV27vqKuuarfIr6K/iy+6G70pTOJRCIYdBq21nVx++Vn43Mqf/zWARqdHq3BBFrFAmg3GJn+kJmIRk/OWdeTUVDCexXN7G7uZmphOvYPnqaz3Y/ZZKbTaGbNFgNNhVmMSk/B0eimzQfdDWY0zjz0GQV8uKMFtzeAALwhaHf5Kc6xIKXgrIl5TCpMo9zu4Is97aRZ9LS7AtS3u/BHYHZhGkWZVpCClzbWYzUoMXlGvYaXN9bT0OVhU3UHMiIJI9GiTKYISuj2hwgGwaAFnUbQ7vQTlhCSYIqEcfoCGLRaTHpIMepZvd2OLxTBH5K8V9G4n4vvvYpG3v66iW5vGIteQ26KEXuXl5pWF7UdHn77w+Oo6/CQYtQTDEuc3hDTitJhHLR2+9la56DZ6cXjD5Ft03PV3FKMOm08uL+3GZPeQDg+qWBaUTqrttRTVt+JRa+l0eEjzaSjzeXHqNMiiBCORAiFIRwJ09jlY09LPQiYf1wus0dl9djC6r2KJn40IS+6VydHZeN2FZWhRlFREbW1tb0GpRcUFFBTUxM/r62tRafTkZeXd0gxT/n5+TQ0NCCljAu02tpaRo0aFW/T7bffPmgPT3J/9u7d2+t1o9FIW1vbYQ++TxSZg60r+R6NRsO///u/88ILL5CXl8eiRYtISUkB4P7772fXrl09hNvxxx+PlIO2CR0wgx2h54C3hBAPoSw6G2+RlPKjwRQghNBF69MCWiGECQhJKZPNUP8AVgghnkNxn94BrBhkOwdNbK2vfS1uOt1BgiGJVxNBrwUZkQTCEc6ZVsCs0m/iidbtbePTPW1MLEyhrstPu0uJR9raLCCjgJHGXIqHpZCXaqTWNAopJU2WlP1mbZ5zzjmcedbZ+61BFVsYtr7DjZRwynG5ADy7rpoUk47543LZ3eJm1q/v4pQfX0WhTUN5TRunjUrDqovw5S47b26uxqoNMyJVx57GDswjJtLm8SFlhC31Heg1YM4rxaKLEAz40UWCpOoj+H0+PB4PHq+XUPCbNak6fRIRCOIPhtEIQZbVQCQYGPQ4600mUsx68lJMpJr0lNudBP09A08joSCR0Dd1hlBWNwYo1oNRJ2h1+hieYWbVxmrWvLz/ujc7e6l7N3DJw++RZbXi9YfRiADerlb2PHE9NUYjFouVmjQbGr0RZ1AgtQZSrBZCGgOOAIQ0RvZm3IRBr6G6zY1FryEFN++9/jLji3LId3rYtKMdqdMhNUYiWgNCo0VgJDPThtVkps0dIDvFgFZoCEckLU4fvlAEk0FDMCSp63CRbjHy5rYG1u/rIM2iIz/NwoLJw5gy3NjDYhUMRzBqBE7AbNCQZtKzt9XFnlY3YQl3vfE1Rp2Gd79uwqzTUJhh4co5pRh1Gmo7PFjNWto9khaXnw1VnZw0Mjv+XPY1Y/Kd7XZe2VxPhsVAptVAJCKxO3z4giGanX5yU0yMzLWi1wpcgSD1HX5MWuUPXURGcAeCpJr02B3e+N6nFXYHs0dls7fFRX66GRBsqO44ohu3q6gMVWbNmkV+fj633nor99xzD1qtlk2bNjFnzhwuvvhi/vznP7NgwQJycnK47bbb+MlPfnLI4mb27NnodDoefvhhrr/+et544w02bNgQd9Vdc801nHfeefzgBz9g1qxZeDwe1qxZw6mnnhoXLH1x1VVX8cMf/pBFixYxf/78eMzZuHHj+OEPf8ivfvUr7r33Xmw2G1VVVdTX18ddpQdLXl4e77//PpFIBI1GQ35+/kHVtWTJEhYvXkxWVlbcvQmKlcxsNpOenk5HRwf33HPPIbV3MAz2G47N1Lw76boERg6yjDuA3yecLwXuEUL8L/A1MEFKWSulXC2E+AvwMd+sc/b7/Uo7RCYWpDG5UHGxWI06djR2kWbRYzYoQ1LX6aWlOxBfqwsgw2IkHJb4gpImh5cRmRYWTi6gNNtKud1Bhd3J8AwLi6cpPvY1O1uxGjW9ztrsbU2qFzfWUtvmZUJBCvYuH+2eerIsBlJMWqYVpRMMS6raXFj1qdiGjWRsaSYyp5vxY5SX7IJAmPEbathY04k/GGGE00uHy0+7008EQTgs0WngtMuWMW14OtvsTjItBmaPyuLiWcVxq8W6PS28v62OtTsaqOwMYu/yo9dqKMwwE5GS4Qt/xjBTmNJ0A26vh26Xm69r2yDsRyeDGAlj1YbxeL2MLhnBvBOKcHpDZFkNfLGvHZ0lBY1WiwgHCSQJtWSKczOp8YaURXFb3TS2HZgv/8uabn44LZPTxubyaWUrX3fZCfs9hP0efM5OOpp65k/cOFajNzH55rto6PJT3uAg1aSl0FfDP5ZfP2C9ewFrdiGTb15BYZqFeocXnUZDavsOmt9bgc9kwh3SENbosVgsfK0z4IlocZrNOG1Wnv46hx/Pn8nMCy+Iz3itsDspNgdprd6Hw2lgXciBVmdEhIIIjQGhidDq9OEJSnQagUYIKlu6Kbc7qG7xkJdmYEJBGlLCpIJUnN5Q3Fq1r82F3eHjne12LphRFP+HoSDdxLnTCqluc7O+uo0si5Els0bwTrmddneAgnQzVq+OPS3ddLpCSCAUgSyLFl8ogkZosBn12Lt8+EOhbyaPmHVUd3ho9wSYNjy93/XdjgVCCCPwKPADIBPYA9wmpXw3mn4G8DdgBLAeuEJKWRNNEyjrPsZWpHwauEUeyX+zVb61aLVa3nzzTW688UZGjBiBEIIlS5YwZ84crrzySux2O6eeeio+n48f/ehHPVyNB4vBYOBf//oX11xzDXfccQcLFy7k/PPPj6fPnDmTJ598khtuuIHKykrMZjNz587l1FNPHbDsWbNm8fe//51ly5ZRVVVFXl4ef/vb3xg3bhz/+Mc/uPXWW5kwYQLd3d2MHDkyPgnhULjwwgtZuXIlWVlZlJaWsnnz5oOq68QTT8RqtWK321mwYEH8+k033cSSJUvIzs6moKCAX/3qV71OBgDFAjlhwgS+/vrrQ5oQIL4rfy9mzpwpYzNcBkNsIdNPK9tpdfrY0eikPbqMQqbVQEOXj+NyU7jpzOMAWFvZxg67g8/2tpGbYuSy2aVcPGtE/CX2jy+q+GJvG5efXMLp44fx0Y4m/vujvRRlmrlsdsmAi852uALc8do29rS6mVWagcMXJBSW5KeaGZljZeHkAp5fX82qsgb0Wg3eYJiLTxjBjJLMHlsV7Wh0sLqikQ93thCJSEoyrVS1uzAbtei1Giblp9PS7WdvazdSQprZwLh8ZamJxJdyhd2BAH7zz620u3ykWYwsmlLA62UNtHb70Ou0nFiayagcGxaDln9ursVq0BEIRfAEwhh0WswGDeOHpTEy28o/N9dh1msIhcFi0JGTYuS6U0cxe1QmPp+PNeV1/HPDXjweL+GgH7MIk6KPkFk6kU11Ljq9fjRCQ55Zg3vLm+hliG63h+3VzUSCAdKNEosmTIfTRSjgx+f1EvT7yL/6UYoyLMwqzWT2/2fvzsPjLMvFj3/vmclM9n1pkqZpm5YuaWlpa6WU1hYPq7Jo2QuCCGgVfioomyxFUNEj6lE4IohQliMcD4gIFBApIIhAwa7QfU/a7NtkmfX5/fHODJM0SSdtJkmT+3Ndc2Xmfd+Z55l3JjP3PMv9jM/hN//7Kv/4+VUxvUecqZlc9+gbfLingYr6No4ZlU5wzxqe/9m1Md0/uWAss777MPPLsvlgdyPN7V58n7zB2v/5SUz3L58zn1de/RsPrNrK6t0N2GxC03v/xzt/7P7DWewOxOFCElzYEpyMnrmIb9xwOx/samB/YzulOSl0fPIm61b/E0eCi7TUFI4bX8CYvEwOtAbY3RwgKTGJORMKmF6aT0dSHju9aSyYmEtzu48fv/gJbR3tHF+Ww7/3uXHYhfy00I/llQAAIABJREFURNwdAerbvHR4vbR7gzjs1tqkOakuMpOdjMtLptUTjCQm3ljZFJkIUZqTRHqik8WT8w+r1UxEPjTGzOnzHQ/9uCnA97Fa7fcAZwB/xEqi7caKv6/EWiXlLmCBMeb40H2/DlwHfB7rB+zfgF8bYx7orcy+foap/hW98Pnun34xcr30xhcAXfhc9b/ePr9ibhsVkQRCszWNMU+HPrwwxvSa32woCrdEvLm5hkSnHWNgRkkGa/Y0WmO6HAFGZyYxuzSL8bmpUcvwpLC9tpX8NBeTCj7dvrGyiQ37m2jusBa6BnA5HIzOTiQ7xRVpOetpaaPyogxeWl9JbqoTu93GRXNLee7fFQSChtFZSRRlJvHcmgq2VLkpyrRSaVQ0tjOxIL3T4t6b9jdT2dRhjU3r8JNgt9HqDTAqI5lg0JCV4uSU8gL21LUxZ6w1yaEsL5X9TVZKiXD3a/Si4aOzk6lvtdbA/GR/E6PSXbR6fbR6AuxrbCcz2cm04lxmjM5mV20rDV4fTruNUemJGANVzR00tXlocPuoCQZxOWzMnZbFlKJMphSmY7PZSE5OZvHMCeTn5zE+N5XfvrGNlRv209rmx/ZJvbXMVsD6EVHvFgrKz+L044rYUNFCx74GvAFDcVYSTW1+Ej3WjMS6lg7afOAQqHN38MGuBsbnpnLygs8yedIbBDwebMbH+EwH1Y0ttLjb+HhvDZlOQ3Yi/GtLJZnJiWw64Ka2xUNxdjKTR6WSlzWBqpPPIjdR2F/XxLb99diDPvxeD0FfB8bvxe/twO/14EpMYtKoVOaV5ZGd4uLljQew95h++WBBWwL3vb6F59dU4A8YslNdtLT0/O9mAn5MwA+eVgKAu7mBlev3IzahMCOJOaVZ/O9f1rDtH89H7vNBN48THuz5netvYPrZX6emxQMYjhuTweM/uoN3170FYsOW4AKHE5vDhSsxEYfThcNljRVMcLqYufSrnHfKmaH/BztTCtO57ef3s27bPlJTkqluN5RMKSYhK52KYDbr/204Zd4sikfldVOrgRX6XFsetekFEdkJzMYaf7vRGPMnABFZDtSKyGRjzCasXI33GmP2hfbfC1wF9BqcKaVUWKwLn08HnscaCjQaeBr4HNaH0AVxq12chDPZG8AmsLO2jfx0F0tmj2ZdRTMVjW3UtnpZV9HEjlp3JIVAeVGA3FQnHr+1Hme4S6i8KIPjSrJIsDXjclgB26zSLDZUNvLWllpWvLuTjCQnY3NSWLvP6paLHuPz0e563tlRS1VTBy6HnVWbq6ht9TC9OINJBek8t6YCfzDIzJJMJo1K75RTa/Wu+kjwV5iRxKPv7GRzlbUcUVleCguPySfBbqOp3cuqTdVs2t8CIiyYmNdpvctw0BgWnpV30dwSijOTrESw/iBBhHG5qVQ0tvO5iXnUtnr4YFc9NS0d1Ld2MHVUOktml7C5qomn3t9LIAijMhLJSUvA67OCV3/QGpS/o9YdmZ0X3c17+fxx7Kxp4ZOqFtq9fpId4Eq0UdMaxGETUpwONh1o4aPdddhFWDwpj8QEOweaPFQ2tdHhDxAwgisBvH6D1w8HmttB4PRjixmfO4lP9lv5wkZlJPLU+3u48rhi3t5aAyI0tfn4OGkPOWlOdte5aW73YzCs3FDFgol5HHPBLcwdl01FQxuurVbakAn5qXy0p5HsZCfFWUnUt1oLxfv8Qd7YUk2HL4jTbufzZ5zFhactoMXdxvvb9lPV0Ex+khD0e9mxv44D9c0EvB2My3Ry/OwZVLd48QUNIuBwQHpmDmMmTKamsQWfxwMBL8bv6XaSh9ck0ObxkZzoYG9DK//aCXurY+8Wru0w/GVNJd6AlSvN6bDj6QjNNDZBgt528LYTBPzNB98/PbCE9KQEXt9UTVFGIh5/kAf/+z5aKrZGjnmny31+/JuHufmaK2Ku40ARkQKsNYY3Yg3zWBveZ4xpFZHtWDkaN4X+ro26+9rQtu4e97DSASmlhrdYW85+C9xujHlcRMIZG94EHopPteKrvCiDc2eNJvzl/OjbOyjISGJqUQZtviCzx1jT/yfmp3UKWJKcduZPzIu0VIUHMCc57Vw0t7RTgJPktJNgs1HR2Mb+NdYX2EVzx0Rydb20vpI99W28tL6SnFQXWw+4qXV34BChzu0hM9nJ5FAgZvWMSCQoC/tkf3OnBbBX76onwWFjWqGV9ys5wcFrH1eRleIkxWWnsd1PXauXc44rPuh5dZdT653tdeSmODl5agEnT7VyfLV0+Hh+7X5sItS622nzGZpaPWytasEbMDS2+ahze1i925rhl+Kyc2xxBlurW9hZ20q7L8CmA83kprp6XEFhf1M7SYkOTBA8PoPdJrh91nIW7f4gRZkurl5Qxub9LVYKiaYOphZmMCE/AW8gyNq9DQSChtLcZFw2O1XudkqyUplamBZ5ntGzBtdVWCkdat1e1uxtZEJeMiVZyYzPS+YjbwOtHj+NbQEM8OqGA7gc8P7OWjKTndhE6PAFWbWphsqmdooykrho7hjAsLW6lTHZyexv6mBffSujM5P42qIJZKc6afcGyP1wL//cUcumyhaSnXbGTLLRsLcJfxDakmzsLchgdKIttPC9jT0Nbfgnn8wtV17NiRPyuOuFj1kyazQ5qS5++MIG9te3MD7dQU2zm7rGZvz2JJo9AZo7AnT4DWlJDsoXnU0gdwJerzU+MCPBcFxRMm3t7ew8UE/A6yHB+Glrb2Nrewq+xjYMEAwE8AaMNRPIZoNg8JD/Z+NGZePxBULpPTpo9foJ+nqfKTyxaOhNCAj1GjwJrDDGbBKRVKCmy2FNWLkYoftcjakiIl3HnR1uOiCl1PAWa3BWjrV+JoRmaoZ+Lfahk2boCAdZAKt31dMRMOyub2NqURq5KU7G5qYyaVQaqzZV0e7NjHRfhluYwkHFoQYwn3PcaHyBIJsONLHlQCs+f4DCjCR+8/ctVDZ14A8E+HB3A0FjsNsgL81FQ5uPXbWtuJzWWpDTijI61fX1TdW84j+A02HjhLIcFkzMPSgXVXO7j2217WytcePzB3HYbZw3ezRjsqylnYqzDv2ylRdlsG5vI29uqWZDpYsls6xlP97a28TOGjfVzW2sr7Bmb5bmpJCRbOXMOnFiHhsqm0hLdFgrGaS6KMpKoigriRRXHfsaOpg8Kp26Vi+f7G9m/sTcg8oen5tKTrKL4uxksjv8eIJBKuvbyEix4/cbAkFYvbuBjCQnTe1eqt0eJhvDNYsmsmZvPS+tc7G5ys2VC8ZRnJUcGZPX3et1xnQrjUNRZjL7mzuYWZLJrNIs/EaYkJ9Cqy9AwEBzu4cWj8ETBJ8XgkBNi5dJBamU5aVyXEkmb2+t5ZTyAuaV5bKxsok2bzN5aS4WTcqPvG921LpJcmZElmLaWNnEgaZ2bDZh4cRcclISaO0I4AkIG/c1UtucxJSidPY3t1Pn7sBhd+ALBGn3BZg+OoMtVS1cPiGXG0+bzHs7GygvtFpa05OslsT8VBfrKhtwtwewYyO9bDqpjhJ8QSvYXTg5j8+My+GNTVWYfY3YEEZnJ5OS5GBvfRvGHyQrJYE6t7XKQOF5yxmbYGd0uhMJ+NhaWU2iBMlJFMrzk9hSWYdLfIzLdJJcOo3fv72T8+eUcOzoDJrbfYw5/gwaa6vITxISbQHa2tqoa3KTmyT4PB3UBRKHVEoNEbFhrSHsBa4Jbe6ai5HQ7ZYe9qcDbp0QoJSKVazB2S6ssRaR0aoiMhdrBtNRKZy6wuMPcvo0K7Hdrro2NlQ28cmBFt7dXsu6CuvH7yXzxgIHZ0uP1nVfuzfAjlo304oz+WhPAzVuDxsqm2lq38k/d9RjjCHRYWNHjRtPIEhxVhLjcpKpqLdaKmxAmzdA9KLb4YWv99S3UZiRyJTCjE4tadELjXv8AV7ZsJ/6Vj/HjclkwcR8zj5uNLFKctqZNCqd9ZVNTCvOxMoqX0GH309+eiIHWjrwBoI4E2x8/9RJ/OJvW2j1+slNdTJ/Qg6bq9y47Ha2VrtZvbsBu0Bze4DMZCdl+SnsrmunpwXFw+tVnl4+ikmj0ql1e/jD2zsZn5fE2n3NbKl2k5OSQFFWEvlpTupafSw8Jp/sVCcnTRnFzJJsXlpfyYKJ+ZFliXpKbpqd6uSSeWNp9wZwOSTUZQ3nzCxmSmE6tS1eKuva8QeCJDiCeH0BclJdVDZ0kOiyzpHTbnVxf+fkSZFF2qMD5ugxfNHvkSSnneKsJGwiOOw2MpKttVLHZCex5UALH+5pxOEQfAFDa0cArx+SXTamFmZQXpTBKxsOsGZvI6s2VXHJvLGcPr2Id7bWkJ7sAAOXnzCOZz7aS3ZyIkmOAOlJCWQmWS2yO6qbyUh24QsYnv93BR2BAEEDxhjafAECxuD1B0lNTCAQsPLfFGUlkpeSiC8Q5NRpo5haaMUfu+raqHN7mF2aya7aNnxBQ3O7j3X1bazdW8eUwjROmlzAzJIs7rvnDrZWt+ILBNlS1UyHL8iu2jbG5iTj8QfZHHQdlHpmsIRmXT4MFABnhFdEweravCzquBSgLLQ9vH8G8H7o9oyofUopdUixLnx+G/CiiNwJOEXkZuBPWOkxjkobK611CFduOEB6UgLpSQnsb2onIzGB06cVcvn8cZx5bGGkZQWsL9rolqpoXfd9tLuepz/Yi8fvxxho9wUwGC6cO4YTxmdz1YLxLJ6ST2lOCjYDPn8Ql92OQZg6Ko2rFpbxjc+V4fEHeWdrbaQ1YcnsEk4pH8WS2SXsqHXzj621ofUWP5XktJOemMDu+g6217awcsMB1uztun7Aoc0qzWLpZ0u5aO4YphSmM2VUGl+aWcK9589k6dwSSnOSmD0mixfWVpKR7GBmSSbnHDeaKYUZYAxTi9KZUpjKvPHZFGdaaThSEx2U5aUyY3SGdVw3yosyOGlyPhd9tpT5E3M5pXwU580ZTV5aEvPLcqxushYviQk25pXlcv0pVlAUXvh7zd4G1u5rCo0ri02S044rwc7KDQdYueEArgQb2alOli2awLj8VPLTEplZks2E/HQa2nzYbEIgaHDZhRq3l7UVTVQ2tnWa7dpdtv2u75+phRnMGJPFmTMKuXJBGdOLMvD5De/vaqC1w0eCzUaiw87o7CQmFaRx46mTmVdmLRe1bNEEzp5ZxBnTiyLPfUphBgThvR11PPGvXSQ57SQ77RwzKo2pRemMzUnmS8cVc3xZHi0ePweaO6ht9dDY7iMzxcn4vBTG5SbT4Q/iDwTp8PkwYiXOnVmSyUlT8kOBWQYzS7JIT0rgnJnFLJ6cj8vhoKnDz7SidBZPzifBYSdgYHuN9T7dUevmpCmjmJifxt8+rmJrVSt769pIcTnY29BGmy9AepKjx+7uQfBbYApwpjEmelmPPwPTRGRJKF/j7cC60GQAsHI1XicixSJSBFxPHHI1qsMz9qYXI5eejLrsV5HLYPnlL3/JqFGjyMjI4IorrsDj6XlIgIiQkpJCamoqqampXHnllZF9K1asYPbs2aSnpzN69GhuuOEG/P6eV7kREbZt6792F4/HwxVXXEF6ejqjRo3qtExUV6tWrWL69OlkZmaSk5PDl770JSoqKiL7b7jhBkpKSkhPT6e0tLRTLrKu9u7dy/HHH092djbXX399p32nnXYa3c2Mrqys7LQ4/GCKqeXMGPOCiJyONXX8TaAU+LIx5sN4Vi6eyosyOH2al1117ZEZmev2NrJmXwO76tzMK8uJtJiFdTc2q+d9n87a/MKxhWytcZOcYOe1T6pIcNj4uLKJrdUtuD1+fAYqmzxkJLYzpTCDy04YS3FWEs3tPh79505A+PrCMuaH1nAcn5vKMx/uZV5ZLnmpzh6+zITR2Yk47NYA9111fZ9UG/2cNlY20dThJz3JQXFWEoWZySQl2Gn3BfAHDE1tfvLTrOf8pw/38Mf393Lu7GK+Mm8cHl+QzVW7sSGMz03G5XBQ43Z3mhDQ27mM7gLMSnbyxLu7mDkmi9xUF7NKsyIBULhlKiMp/LaOfQ1VILJQOEgkgMpOdXLnWdN4aX0lrd4AT/xrFwLMHJNJEJg9Noct1S2MSk+MBPLdtbD2FLDNK8slPSkhMoP3kwMtfLirnuY2H6lJdsbnJZPisnFMQRbNuT48/k9Xhwi3+kU/d4CzZhaxraaVnFQXNqCpw0d5cQZXLShj1aYqzpheRJsvwMb9zZxQls3mA61UtbRzwewSKps9VNS34fEFsAu4OwI0tPoRgfV7m2hu82OzCbvr2qhsbKPG7Y08z3ZvAFeCLdJ9e+WCMlJdCVw4dwwNbV7KizJo9wZ4dWMlFfVuXM4EDIaGdi+BQJDEBDvbqt2s2dvISVPy+/Ta9TcRKQW+jjUJ6kBUNvGvG2OeFJElwH1Ywz3eAy6MuvvvsPI/rg/d/n1omzpKuEZNGNTyX3nlFe655x5ef/11ioqK+NKXvsQdd9zBPffc0+N91q5dy4QJB9e7ra2NX/3qV3z2s5+lpqaGs846i5///OfcdNNN8XwKEcuXL2fr1q3s3r2bAwcOsHjxYqZOncppp5120LFTp07llVdeoaioCI/Hw2233cayZct4/nlrhvnXvvY17rjjDlJSUqioqOCUU05hypQpnXK0hf3kJz/hsssu4+KLL2bWrFlcdNFFzJkzh6effprx48czZ87BGSxeeumlbuvVG2MMxhhstljbumITcyoNY8xHwDf7tfRBlOS043LY+WR/M5MKUpk/MY9Jo9L5x7ZaNlQ0H3HXipW81uDxBzjQ3EGi3c7fPq7mk/3NFGelUNnYRqvHj8cfwJUAHT7ISkngm4snsKGyiTe31DBpVCqBILR6fHiifum8tL6Sv67bz+66NpJdjm6DnFmlWbgSbBRmJEW+kI9E13FtY3NSSHMlUN3SwYVzStm4v5mNFU28tL7SGhPl9VPR0B45fnNVM81tflo9QVwO6bEFMlrXgGbO2Gz+8PZO3ttVz6jMJIqzOq8JGX688bmpHDv68BbQdiXYDwqgwkFQvdtLm8fHpio3pVnJvPpJFVUtHZxaPqrTfbqeK+i5SzzcBRoek3bOzCKKMl28sv4AzV4/b22tI9Xl4JQpBYzKTOSjPY2My009aKxe5zIzSE9MoNbt4fm1+8lJcbFwYh6bDzTz903V5KQ6mVqYxtULy2jz+Fm3by9tXsP/fbSPyYXpGAFfMIgBnHbBHzTYQnU9YUIOE/PTIqkxosfyhV+jd7bW8tyaCk6fNopTp42iKDOJsnzrB8TqXfVsr2ul2WPItgcpyU6hodVLQ4eXdl+AhjYvu2rdwOAGZ6GEsj1G98aY14DJPewzwA2hi1J9tmLFCr72ta9RXm5N8r3ttttYunRpr8FZT5YtWxa5XlxczNKlS1m1alW3x4aTzM6YMQMR4eGHH+aCCy7goYce4qc//Sn19fWceOKJPPDAA5FFzw/lscce45FHHiErK4usrCyuuuoqHn300W6DoIKCgk637XZ7p1a8SZMmddpvs9l6bOXbuXMn3/72t8nIyOAzn/kMO3bs4JhjjuGee+7p8fm/9NJLXHLJJfznf/4n//rXv3jmmWci+6699lrsdju/+tWvWLRoEfPnz+eNN97go48+Yv369d0Gxkci1lQaTuByYCbWTKQIY8xX+rVGA0o6/Z1VmsWVjCO65eRIvL+rjqc/2EtmshOXQ/D6A1Q3d9DuC9LU7sPlsBEIGEZlJIIRzv9MCSC8taWWVo+fk6fms/CYXN7ZVkd0D3Q40Fo8uYD9Te291jU7xXlQC+Dh6NqaNa8sl4ff3snafc28tbUm0rp0xvQi1uxtoCgzmdZQ4DRnbDYXzS1lUkEa3c067alVqbuAJifFWjeyzeOP5HaLbr0JH3c4C2j3NqYwfA6a2/1sr3azq9ZNIGhIsMlBx3bXwtpdwBb20e4GnltTwTkzi5k/MY+xuam89nE1dc0efEFIczkIGEiw2bDbhO7G6kWPN9xY2cSs0mx+8epmPt7fxJzSbCaNSudHL2ykoqGd93bWk+x0kJvixBcMkOx0EAgGCBrDxspmyvKS8fqtGcI5KU4ygWSnndljszhv9pjIOD7o6Txb9dtV13rQ+qDlRRlMyktjb30bxZlJnFCWw6pN1bT5bRRnJDF3fA7n9GFspFLD0caNGzn77LMjt2fMmEFVVRV1dXXk5OR0e5+FCxcSDAY54YQT+MUvfsHYsWO7Pe6tt96KBH3d7RORTq1wr7/+OjfffDOvvvoq5eXlfO973+PCCy/krbfeOuTzaGhooLKykhkzZnR6Lj1l1wcrw/6xxx5Lc3Mzdrudhx7qnBTinnvu4e6776a1tZVx48Zx8cUXd/s406ZN429/+xsFBQWsXr2aW2+9ldtuu43vfOc7ZGZmHnS8z+fjrbfeYsWKFcybN4/ly5fT2NhIZmYmfr+fp59+mpUrV0aOf/zxx1m5ciWTJk2KyxqbsbacrcAa1PpXoKrfazFIwq1L0b/8wzMju9NTENGdj3bX87/v7+VAi5fGVh+zSzPJSnESCARoavOQnuRkRkkmH+5uwOMznFJewCnlhbyxuYqqpg7y0l2kJzqZVpTAtupWXA7pVH444Opp5uWhAo0jleS088Ozp/Gr17bwnf84plMX28ySLM48tpCxuamRXGzlXWadRtetp7p2F9DUtXpJsAvJLjuzS7N7nYnZV70FUGCd09pWL+3eAEEMM0uyOG9ObLmpeusS/zTYsv6u2lRlrb+ZYCPBCAFjaGjz8vXPlXFsSWavzzX6XF4+f1zk76pNVVQ0dpCX5uLS48fy7vZa3t9Zz86aVnJTXJQXJxIIGDZVtbBubyMd3gBpiQ7OnlnEjJKsyKD/T/Y3ddu6GG1WqfU8Pf4gLoedwowknnh3F2dMLyI71clXTxzPtppWDIatNS3MGJ0BNkEM1Lb0nmpDqcESPUYt3qsFuN1uMjI+/T8PX29paek2OHvzzTc5/vjjaWtr49Zbb+WLX/wia9asOWgNzkceeYTVq1fz+98fvD5xT5588kmuuOIKZs2aBVjdhVlZWezatavHADD6eUTXP3y9paWlp7swZswYGhsbqa+v56GHHmLy5M4N1DfddBM33ngja9as4bnnnuv02NFuvvlmli1bxkMPPcS3vvUtfD4f69at44477uDiiy9m3759nH/++VxzjTUJ+6233mLGjBmkpaWRlpbGwoUL+dOf/sRVV13Fyy+/TG5uLrNnz448/uWXX95jkNsfYg3OTgPGGWP6trDhENf7F+bB+hbwCJnJCdS3ekl22fEGDDYRGj3WrLiMZGhp95FgF1ITE1g4MY8kp5099W14g0Em5KdE1vUMfxn2pfxDBRr9oSw/ld9cPOug7Wv2NvCPbbWMzU2JTFqAzq0nvf0N6+71OWfmaJx2W+SLHg6vlaw7h3o/lBdlcOFnShifl8Kbm6s5a0Zhp1akvgoH21MKMyKvMVgtotur3UzIT+Pfe+qpa/URNIZdte5efzyE6+jxBfD4gmSnOPnBF6cCVmvr7ro2RISGNi9LZpfQ6vGztaqFxg4vpgnsCHkpLtIS7XgDbsbnpTF3XC7zJ+ZG6urxBQ/5HgxPrnh/VwMLJuayalMVf11nrVq6ZHYJT72/h/pWLw6BpjY/wVw4e2YRz6+pZHttK4WZSVxx4rjDPq9KHanulm+KlyeffJKvf/3rACxYsICVK1eSmppKc/OnmZ3D13tadDzcHel0Ovmv//ov0tPT+eSTT5g+fXrkmOeee46bbrqJ1157jdzcg1MY9aSysjISmAGkpqaSk5NDRUXFQcHZN77xDZ54wsq6dcstt0S6VJubm0lMTIxcP9Ti6QDZ2dlcdtllzJgxg4qKik6Bpohw3HHH8corr3DHHXd0O8kgOzubp59+GoBgMMjChQt54IEHuOeee5g2bRqPPvoos2bN4qSTTmLq1Km89NJLnHHGGZH7X3bZZfz2t7/lqquu4oknnuDSSy/t9PglJSWHfA5HItbgbA/gimdFBlpfWsHCugYRvT3GrNIsvn/aZF7fVEN9q5fslAQcNsFhA28gSHaKi601rfgDQRZPymZemfXPMiY7hZwUFyeU5UVm/vVUfm/6Gnj2VTgVCUinQflgdWdVNXewq66Vi+aWAp3r3N2A/1jrGt1CN9A+bVkVKhs7SE88/MAMeg729ze1k57sxO31sb22DZsNKhrbae7oeYZVdB1dCfbQ45pI0Jed6uS6UyZ1er9OLEjD4w/S5gmQ6AhQkJ5EosPG5qpmEhPsTCtOj/xAiO42jW5t7kn0ezU8YWXx5AKe+XAvgWCQ+WU5VDZ38P6OOlo6fGQlJ1Dn9hIMGgozhtVHjVK9Wrp0KUuXLu20rby8nLVr13L++ecD1mD/goKCHrs0uxKRTl1tL7/8MldddRUvvvhip4AtFkVFRezevTtyu7W1lbq6OoqLiw869oEHHuCBBzqvUlZYWMjatWs5+eSTI88l1hYnv99PdXU1zc3NZGcf/B3h9/vZvn37IR/nwQcf5Pjjj2fatGmsX7+e7373uzidTqZPn86GDRsiwdmf//znyH3OOeccli1bxoYNG3jhhRf42c9+1ukxoyYJxUWs0wseA/4iIheJyEnRl3hWLp7CX4wbK5siaQjavYFO17sKf0FFr6nZXSqL8LEnTRnFdSdP4oSyHL46fzyLJuVz/PgcMpJc1Lo7KMlMZnpxJpfOGxt5TJfDanFzOeSgMrqWP5jCqUhW/GsnV674gO3Vn44hO2fmaC6eO4ZzZo7u9zr39voMlFmlWVzwmZJI4HK4ekrNEt4O0O7zYxMrKf/+pvbuHqbHx/X4gzz9wV4+2l3fKYFy+D3vctgpzExkTHYKS2aP5pTyUVQ1d1Dn9lKUkcT/O+mYg163WF/P6OPCAfX+pnZ217dht9m49vPHcPsXy5k3PocxOclsq2mloqmdvDTXEQe9Sh3tvvKVr/Bj9RlrAAAgAElEQVTwww/z8ccf09DQwN13383ll1/e7bEbN25kzZo1BAIB3G43119/PcXFxUyZMgWwxowtXbqUZ555hrlz5x6y7IKCAnbs2BG5ffHFF/PII4+wZs0aPB4Pt9xyC5/97GcP2aUZ/VzuvvtuGhoa2LRpEw899FCPz+XZZ59l8+bNBINBampquO666zjuuOPIzs4mGAzyu9/9joaGBowxvP/++9x///18/vOf77X86upq7r//fpYvXw7AuHHjWLVqFW63m9WrVzN+/Hh27tyJx+Pp1IWamJjIueeey8UXX8zcuXMHfHm1WFvOwpmxf9xlu8GaMn7UiZ7Z98yHe9nf1BHZ159dh2v21rNywwFe3biffY0d5KQ4qW/10uYLEDRtpCU6eOr9PSxbNCE0SN5GbqoLjz/IE+/uYvHkgphmNg60cNqJ/3p9K+v3NfHzVzfx20usqcnxbN2K91i6WPRXq2RPjxPePj43lRSng3lluby7vTbmGbfRsybBGvsVfo9vyvh0AsWs0iy+duI4dtW1c87MYpKcdrZWNVHf5mXR5Pwj6rLtTjiJ8v6mjsiatfdecBzvbq/hqQ/2UdfqITMpIbRkmVLx11uus8F02mmnccMNN7B48WLa29tZsmQJd955Z2T/6aefzoIFC7jllluoqqpi2bJl7Nu3j5SUFE444QReeOEFEhISALjrrrtoamrq1GUX7j7tzvLly7nssstob2/nwQcf5Pzzz+euu+5iyZIlNDQ0cMIJJ/DUU0/F/FzuvPNOli1bRmlpKUlJSdx4442dZmqmpqaycuVKFixYQEVFBddffz3V1dWkpaWxaNGiTq1Zf/7zn7n55pvxer0UFRVx7bXXcu211/Za/ve+9z1uv/12UlOtFvybb76Zc889lwceeIArrriCOXPmcN9993U6P2GXXXYZv//97/nDH/4Q8/PtLzJcVhSZM2eO6S6p3KGEl0QqykhkyWyrD7mv3Z29+cPbO3nwrW24O/wEDZQXpZORnEBTm49zZo5ma40bp93GmOwkatxe5o7NwpVgZ92+Jl7ZeIAzjy0ctG683oRbYnbWtPLgP3ZwzeKyPq1AcKTl9tfrM5RFt3aFJz305TlHjxN7Z3stRRlWLrboCRThoG3x5HzmjM2moqGdR9/Z2Sk3WX+e5+5ev9W76nlxXSWf7G8hJ9XJxXPHHHJsXZiIfGiMOThh0VHocD/DVN/EEpAdasxZvCcEqIF1xhlncM011xwUoO3Zs4fJkydz4MAB0tP7/0djb59fMec5Cy3+ezxQZIx5OrRkCcaYvmc3HUK6LrMD/dsic87MYnz+AE0dPhpavRw/Ppe6Vi91bg+TCtP48uzR3X4Bj89NxWkXFk8uiMx2HErByMbKJl7fVE1uipPlZ5YfcRdfrOI9lm4oCbcSdk0XEqvuxolZ3YzWY7yztZYP9zQwvfjTGaD7m9pJdjl4d3vtYZUZa52ilRdlsG5fI1uq3bR0+Olr8mCllDoSixYtYvHixZ22BYNBfvGLX3DhhRfGJTA7lFjznE0HnsfKlj0aeBr4HNb6chfErXYDoOuXRX+3zGSnOvn6IitfTDiFxNyxWbhGZ3RKrmodm93pfpfMG3tQ2oneDGSr0vjcVF7xH+BAs4djS2xDKnAcLqK73o8kXUjPAa3p8rf/yuxOr+9PY+Wwm1mSNWCBvlJKgbUsVLTW1lYKCgooLS3l5ZdfHpQ6xdpy9lvgdmPM4yISXqTxTeChXu5zVOqvMU3dfRGNz01l0/5mphRmxDyepy8zNPt7PFZvX6Y7at0kOGzkpjjx+IKRtT9V/+kpcO8vs0qz2Vnbyv6mjkiy4HiW2dP7M5w/bu7YHJbMLtH3kVJqUKWkpERytA2WWIOzcqw15CD0M9sY0yoi3WdAPYr1V36w7r6IdtS6qXF7e1xTsjt96cbr79xmvQV74TI8viDv76rHlWAbMd2Nw0X0mqXhZMGHO74tFj29P7sbWqCUUiNZrMHZLmA2EBmtKiJzgf5bun4A9dYi1F9jmqK7h8JjxuKdGLa/x2P1Vt++5r1SQ1P4dQx3nx/u+La+lNXd9nCSZQ3QlFIq9uDsNuBFEXkAcIrIzcA3gKviVrM4Goh0DF2/9ODTbs3xualHxRfQSBp8P9LFc6xZLIZCihSllBoqYgrOjDEviMjpwJVYY81KgS8bYz6MZ+XiZSCWNopOgxAu65kP90aWsRmK6TEOh36pDg/xHt/WnegW7IH4n1QqVsXfXDHYVVAjXMypNIwxHwHfjGNdBsxAtAh1F7SEk4jGmkz0aKBfqupwfbS7nufWVHLOzADzJ+ZpcK+GDEdabMskKRUvMQdnqm+6G3M2mOtCxot2farDJ13+KqWUgtjX1lR9FA5adtS6e1x/s6vDXTdyMNebrGho50cvfExFQ2zrPioV1l9rlCql1HCjLWdxNhB5ygZ63Ff0WKFH39nJSxuscXQ/+OLUuJethg9tdVVDlb+lLnJduzjVYNDgbAg53PFbAz3uKzoYvHz+uE5/lRoOROQa4HJgOvBHY8zloe1jgZ1A9LJ1PzXG3BXaL8A9WJOnAB4GbjTDZRHjEaLivy+LXO9ubU2l4q3H4ExEHid6XZceGGO+0q81Gmb60qp1uC0JA90C0TVpqLaYqWGoErgbOBXoLtl2pjHG3832q4FzgBlYn59/A3YAD8SpnkqpYai3MWfbgO2hSxPWB44d2Be639lAY7wreLToadxXeVEGCybmDqvZjOFg8GjI1abU4TDGPGuMeQ6oO+TBnV0G3GuM2WeMqQDuxWqBU0qpmPXYcmaMuTN8XUReAb5gjPlH1LYTsZLTKnpuIdNxNUePgVw4Xh31dotIuGXs+8aY2tD2cmBt1HFrQ9vUIBp704uDXQWl+iTW2ZrHA//qsu09YF7/VufoNRxbyEaacIAdy8xaNWLVAp/BSsQ9G0gDnozan4rV0xDWBKSGxqIdRESuFpHVIrK6pqYmTlVWSh1tYg3O/g38OLzQeejvj4A18arY0Ua7+o5+GmCrQzHGuI0xq40xfmNMFXANcIqIpIcOcQPpUXdJB9w9TQgwxjxojJljjJmTl5cX38orpY4asQZnlwPzgSYRqcL6NXgi1vgKNYINZo61/qYBtjoM4aAr3DK2EWsyQNiM0DallIpZrGtr7gJOEJESoAjYb4zZE8+KqaODrq2phiMRcWB9PtoBu4gkAn6srsxGYCuQBfwaeMMYE+7KfAy4TkRewgrcrgd+M8DVV0od5WLOcyYiOcAioNAY8zMRKQJsxph98aqcGvp0bU01TN0K3BF1+xLgTmAz8GMgH2jGmhBwUdRxvwPGA+tDt38f2qaUUjGLKTgTkc8BzwCrsbo3fwZMBL4HnBm32qkhT2ejquHIGLMcWN7D7j/2cj8D3BC6KKXUYYl1zNmvgAuMMadhNe2DNVtzblxqNYiG0xgqpZRSSh19Yu3WHGuM+XvoengArLcP9z9q6BgqpZQa2XTJJjXYYg2uPhaRU40xr0Rt+w8+HVcxbOgYKqWUUkoNpli7Na8HnhSRFUCSiPwOeBT4fqwFiUi2iPxZRFpFZLeIXNzDcSIid4tIhYg0icgbIjJgGbaPhnQK2vWqlFJKDV+xptL4l4jMAJYCfwD2AnP7OFPzfqyu0AJgJvCiiKw1xnTNAXQecAVWHrXdWIsPPw7M6kNZw5p2vSql1OCJXg5q1z1fGMSaqOEq1tmaC4GPjDE/67J9vjHmnRjunwIsAaYZY9zA2yLyPHApcFOXw8cBbxtjdoTu+wTw3VjqOVJo16tSSsWP58C2yHXXqAmDWBM1UsU65uwNYJOInGmM2R61fSWdlyrpyTFAwBizJWrbWuBz3Rz7FHCBiBwD7MRaheDlGOs5Imj6CqWUip8DK74Tua6TA9RgiHXMWSvwS+AdETklanu3i/l2o+tiwIRup3Vz7H7gH1jJHtuxujm7bTnTRYOVUkopNdzEGpwZY8xDwLnAIyJyfR/L6boYMKHbLd0cewfwGaAESMTKyv26iCR3UyldNFgppZRSw0qswRkAxpi3geOBi0TkcWJvOdsCOERkYtS2nhYEngE8bYzZZ4zxG2MexVrDbmpf6qqUUkopdTSKNTjbEb5ijNmLNZPSARzUmtUdY0wr8CzwQxFJEZH5wNlYszC7+gA4T0QKRMQmIpcCCcC2bo5VSimllBpWYgrOjDEzu9zuMMZcZIzpS8vbN4EkoBprbbplxpiNIjJGRNwiMiZ03E+xJgusARqxxpstMcY09qEspZRSSqmjUo+zNUXkUmPM46HrV/R0nDHmD7EUZIypB87pZvserAkD4dsdwLdCF6WUUkqpEaW3VBoX8Wm346U9HGOwktIqpZRSSql+0GNwZow5I+r64oGpjlJKKXX00NUCVDz01q0Z63i0YP9VRymllFJqZOutW9OP1W3ZEwntH7orhCullFJ9ZE/VFVjU4OotOBs3YLVQSimlhojR33pssKugRrjexpztHsiKKKWUUkez8PgzHXumjlTMecpE5CwRuVdEVojIY+FLPCunlFKDQUSuCa3b6xGRR7vs+7yIbBKRNhFZJSKlUftERH4qInWhy89EJNaVVJRSCogxOBORO4DfhY4/D6gDTsVKEquUUsNNJXA3XVIFiUgu1montwHZwGrg6ahDrsbK5zgDOBb4IvD1AaivUmoYibXl7ArgZGPMdwFv6O+ZwNh4VUwppQaLMeZZY8xzWD9Eo30Z2GiM+VMoYfZyYIaITA7tvwy4N7Q2cAVwL3D5AFVb9ZO2be9FLkoNht4mBETLNMZsCF33ikiCMeZ9EflcvCqmlFJDUDnW8nKAtW6wiGwPbd/UdX/oevmA1lAdsZpn7opcL73xhUGsiRqpYg3OtotIuTFmI7ABWCYiDUBD/KqmlFJDTipQ02VbE5AWtb+py75UERFjzEGpiUTkaqyuUMaMGdN1t1JqhIo1OLsVyAldvxl4EutD6JvxqJRSSg1RbiC9y7Z0oKWH/emAu7vADMAY8yDwIMCcOXN6yyup+ig6c79SR5uYgjNjzEtR198DJsStRkopNXRtxBpXBoCIpABloe3h/TOA90O3Z0TtU0qpmMTacoaIJGMFZanR240x/+zvSiml1GASEQfW56MdsItIItaqKX8G/lNElgAvArcD64wxm0J3fQy4TkRewlpB5XrgNwNdf6XU0S2m4ExEvgLcB3iB9qhdBtCBEkqp4eZW4I6o25cAdxpjlocCs/uAJ4D3gAujjvsdMB5YH7r9+9A2pZSKWawtZz8Dlhhj/hbPyiil1FBgjFmOlSaju32vAZN72GeAG0IXpZQ6LLHmOfMCb8SxHkoppZRSitiDs9uAX4SyYyullFJKqTiJtVtzC/BD4JtRy8QJViu+PR4VU0oppfpKU2io4SDW4OxxrFlIT9N5QoBSSik1rDgLyga7CmqEizU4ywFu7ymRolJKKTVcFF7+X4NdBTXCxTrm7BHg0nhWRCmllFJKxd5yNhe4RkR+AFRF7zDGLOz3WimllFJHqehxb7vu+cIg1kQdrWINzh4KXZRSSimlVBwdMjgTETvW2nE/MsZ44l8lpZRSavC0rHk5cj1t5mmDWBM1Uh0yODPGBETkW/SQLVsppZQaTupfuS9yXYMzNRhinRCwAvhGPCuilFJKKaX6NiHgWhG5AdiLteA5oBMClFJKKaX6k04IUEoppZQaQmIKzowxK+JdEaWUUkopFfuYM0TkqyLyuohsDv39ajwrppRSSik1EsXUchZKPvsV4F5gN1AK3CAiRcaYH8WxfkoppZRSI0qsY86uBBYZY3aHN4jIK8BbgAZnSimllFL9JNZuzRSgpsu2OiCpf6ujlFJKKTWyxdpy9jLwpIjcBOzB6tb8EfBKvCqmlFJKHe10nU11OGJtObsGaAHWAm5gDdAGXBuneiml1JAlIm+ISIeIuEOXzVH7Pi8im0SkTURWiUjpYNZV9V1S2WciF6UGQ6ypNJqBr4jI5UAuUGuMCcazYkopNcRdY4z5ffQGEckFnsUap/tX4C7gaeD4ga+eOlz5594Rl8fVVjQVq1i7NRGRDGASkBq6DYAx5vW41EwppY4+XwY2GmP+BCAiy4FaEZlsjNk0qDUbxqKDHqWGg1hTaVwO3I/VpdkWtcsA4/u/WkopNeT9RETuATYDPzDGvAGUYw3/AMAY0yoi20PbNThTSsUk1jFnPwLONcYUGGPGRV1iDsxEJFtE/iwirSKyW0Qu7uXY8SLygoi0iEitiPws1nKUUmoA3Ij1w7QYeBD4q4iUYfUsNHU5tglI6+5BRORqEVktIqtrarpOiFdKjVSxdms6gFePsKz7AS9QAMwEXhSRtcaYjdEHiYgT+Fvo+AuAAHDMEZatlFL9xhjzXtTNFSJyEXAGVu9CepfD07EmVHX3OA9iBXfMmTPHxKGq6jA0vv1k5HrmiUsHsSZqpIq15eynwK0iEvNyT9FEJAVYAtxmjHEbY94Gngcu7ebwy4FKY8wvjDGtxpgOY8y6wylXKaUGiAEE2AjMCG8MffaVhbaro0TTO3+MXJQaDLEGW98FbgVaRGRP9CXG+x8DBIwxW6K2rcUah9HV8cAuEVkZ6tJ8Q0Smx1iOUkrFlYhkisipIpIoIg4RWQosxMr7+GdgmogsEZFE4HZgnU4GUEr1RazdmpccYTl9GYcxGlgMnAX8Hfg28JfQbCdv9IEicjVwNcCYMWOOsIpKKRWTBOBuYDLWsItNwDnGmM0AIrIEuA94AngPuHCQ6qmUOkrFmufszSMspy/jMNqBt40xKwFE5OdYrXZTiJoFFaqXjtdQSg0oY0wN0GN2UmPMa1iBm1JKHZaYujVFxCUiPxKRHSLSFNp2iohcE2M5WwCHiEyM2jaD7sdhrMMav6GUUkopNeLEOubsl8A0YCmfBk4bgWWx3NkY04qVNfuHIpIiIvOBs4HHuzn8CeB4EfkPEbED3wFqgU9irKtSSiml1FEr1jFnXwImhBIqBgGMMRUiUtyHsr4J/AGoBuqAZcaYjSIyBvgYmGqM2WOM2SwilwAPAPnAR8BZXcebKaWUUkoNR7EGZ96ux4pIHlaQFRNjTD1wTjfb9xBaEipq27NYLW1KKaXUQXTJJjWcxdqt+SesRIvjAESkEGs20lPxqphSSiml1EgUa3B2C7ALWA9kAluBSuCH8amWUkoppdTIFGsqDS/WwPzvhLoza40xOqNSKaXUgBmorszUGacOSDlK9STWMWcRoRw/iMixWMsxndfvtVJKKaUGSc5p1w52FdQI12twJiLJwM1YC5VvBZYDucC9wMnAijjXTymllBp2olsBd93zhUGsiRqKDtVydj9wHNaacacD07EyX68ArjLG1Ma3ekoppZRSI8uhgrNTgZnGmGoR+Q2wB/icMeYf8a+aUkoppdTIc6jgLNUYUw1gjNknIm4NzJRSSg1ndS//JnJdx5+pwXCo4MwhIosBCW/oetsY83qc6qaUUkoNOPfaVyLXByI4C48/07FnKuxQwVk11pJLYXVdbhtgfH9XSimllAJdCUCNTL0GZ8aYsQNUD6WUUgrQgEypPuc5U0oppVT/iyUo1a7PkUGDM6WUUkOCtpgpZdHgTCmllDpK9BTAaova8KLBmVJKqbjToEKp2GlwppRS/UxEsoGHgVOAWuBmY8z/DG6t+l9/LEGkXZn943DTcWgaj6FJgzOllOp/9wNeoABrbeIXRWStMWbj4FbryPUlmNLAS6nDo8GZUkr1IxFJAZYA04wxbuBtEXkeuBS4aTDrFs/FtnUh76GhP2Z89vW11Na3/ifGmMGuQ78QkRpg9xE8RC5W98NA0jK1TC3zyMosNcbkDXBdeiUixwH/NMYkRW37Hta6xGd2OfZq4OrQzUnA5gGraPcG47UdyvR8dKbn41P9cS56/PwaNi1nR/oBLSKrjTFz+qs+WqaWqWUe3WUegVSgqcu2JiCt64HGmAeBBweiUrE4ys5z3On56EzPx6fifS5s8XpgpZQaodxAepdt6UDLINRFKXUU0uBMKaX61xbAISITo7bNAI76yQBKqYGhwdmnBqNrQcvUMrXMoVvmYTHGtALPAj8UkRQRmQ+cDTw+uDWLyVFzngeIno/O9Hx8Kq7nYthMCFBKqaEilOfsD8DJQB1w03DMc6aUig8NzpRSSimlhhDt1lRKKaWUGkI0OFNKKaWUGkI0OFNKqRFARGSw6zDUiEiuiCQMdj2U6mpEBGcikhp1fUA+oEQkPer6QJVpH8jyQmUlR10fqOeZLSKOAS5zioiMGuAyF4jI7IEoK6rMk0TkXBEZsM8GEVkoIr8UkXEDVeZIZKIGGA/k6zsUichYEXkHeA74q4jMCH9+jkQiMllEFolIbuj2iA3kh8q5GNb/oCIyWkReBP4kIo+LSIGJ8wwIESkWkVeBZ0Xkf0WkOJ7lRZX5K+A86PwhHMcyx4jIM8BjIvKwiGQMwLktEZEXgCeBp0Vk9AA914uwclRdCvE/v6Hn+Qrwv0BmPMuKKjM79L/yDFAEpAxAmSUi8jLwOvBtoDneZY5EInKiiLwmIr8WkW8CGGOCg12vwSIiScDvgQ+x1kBtBpYDlw1itQaFiNhF5CHgPeB24B8icuZAfK4ONUPtXAzb4ExECoC/ANuAO4DxwBMi8h9xLDMFeArYhfVlkwX8N/DFOJZ5JvAq8BVgsYhMCG2PW7QvIl8F/oW1lun9wHHAw/EsV0Ruwvow3Yn1IToO+GVoX7zfx5OAT4DxInJiqMx4Pc8fAJuAbcaYQmPM3+NRTje+CjQZY7KMMb82xrSE6hOv5/kgsAFrLckE4E3gzF7vpPoslGPtGawAeBdW7rVbo1u8R6DRQCLw38aYKuBK4CPgkvDn5whSDkwAyoBTgEeAX4vIwkGt1eAYUudi2AZnwIlArTHm28aY94H/AIqBb4hIUZzKnAjYgR8YYzYCXwIqgQtEpCxOZWZiBSmXAvnAaRC/1p1Qd+IE4DZjzHXGmFXAF4BzRKQojr8yPMDZxphrjTHVWIFavohIvFoBooK+WuADrNakU0Qk1Rhj4hS4zAXeNMZ8K1SHhaEWpsQ4lEWoDBswH3g5dPsiEfmmiByL9SXW3+U5gUZgpjHm20Ay1usb99a6EeiLwLPGmB8bY34BXAxcBHxhBHdtCjCN0PqnxphmrKTBlcCyQazXgBCR9KjX/nisxbdrgaAx5mdYP7wvE5Hxg1bJASIis0VkTOjmCcCYoXIuhs0/Z2gMQUHUplZgUnhskjGmHWtZlROAM/qpzKTQ3/CA0g5gFuAPlekG/oi1wPy5/VymM7TpWeD/jDEvYnW9zRORz4aO6ZfgIapMhzHGj5Xp/C9R9UgG1gBJ/VFelzJdoU2/Nsa8KyLlIrIOqwv3I+DiqH+u/ioz/J4JB32TgMeAlcBMYF5o/xEHolFlhoOg64EyEVkuIh8C9wH/BzwnIiVHWl6XMh2hTalYrQlVIvIocBvwOaxfjt/v5zITjDFeY8wNxpidodutQBswO3TMsPlcGmihL97o/3sPViszAMaYV4G/A1+O3j6SGGO2YLXa3h61eRPwDjBWhunYRxGZGBou8T9Yw25KgY+BPSIyM+rz7idYy40dO0hVHRAicj7Wj+7vhDatAfaLyIyhcC6O+g9BEUkLjUNaBTwvIj8QkXysL+5NwK9CxxVhfQH8G5goRzBDR0SyRORJ4EUAY4wv9IWyFXgLuCXq8H9gda0e0yV4PNIyvaFWo1ZjTGPosCewWjpOFZHkIw0euikzHHRuMsbUhsr3YnXfAuw9kvJ6KNMT+hsIHZIL/NIYkwncitU6ecORBGg9Pc+oIKEFq8n7OazneJ6IPBjqMuqvMjtCwe82rID7/2EtDzITqxs3DVgW6jrvrzL9ImIPtRxsx/pfaTbGTDXGXAD8HDhRRBb1Y5m+qH0ChF/XF4CpoVbJETse6nCJNaD9DWAF1njMwtCuLYAv/IMt5JfAHKyW/pE6+PsnwJdE5BiIfL58gnVO3INZsXgQka9hdW3/G7gB6zP7NqyGgyqsbjwAjDHrsILXS0L3PerjhB6MAt4FikRkMbAPOACcGj5gMM/FcDjp1wE+Y8w44LdYLVf3h7q+7sLqUvwrVqD2NtavhlOjvyT6ItQ9+RRQivWiXhXaFQ6E/gdYJCJTIdK68hZWS0RDP5fZ6fUzxmwC3sD6Ql98OGUdqkyJmtEUFfydAWwJBWrxLvNNY8wjoeutWK/5GVgfMv1aZlSQMAZ4N9T6moM1vm8SsL4/y+TT1/NWrC7c32Gd5k1YgdL5WC0h8SjzXqzWs7FRP1z+Gdqf159lhl9PYwmf4wDWl2Lcum+HI7F8Gyv4fR2rNagU67MPYB3QDpwcfl2NMTuxBj0PyASXIeq10OWxqG0bQn/7rQdgCBkH/NAYc5Mx5mNgKXAhVvD+ETBbRD4fdfz/AVNEJGm4/ViK+jFisLqyd2KdjyqslrS5Q+FcHLXBWVQEO5VP/6kew5p1c7KILDXGvIP1C/FOYLYx5r9Dx20SEcf/b+/8g6wqrjz++TI4isWPUVEjoCKaTfwBokbJxqwmbsTVrC6aZEkMgqhRNEp0DRoTqySsSmKhwZ9lkiLGLNH4IyalYkXZUiFqgGDWKP5gVxFUlCgiiEKi4tk/Tl/nzsubYZiZ9+6beedT1fXuvX27T3e/+/qd7nO6bye04FuAM3CT0/mStkl/NJtwRWwJcFXu/udw/4aBHZTXmsxNWR1yD9ytuI/UZ9Is4k/UcR+7zcnMlKZRNJs5T5V0iTrucNymzIycAvE68B6de5Zbk5nJeBG4UtITwC7Ab4CVuDLTlTLfS0rhJnwgAc1K57v499qZ1ZvlZGaDlGdwc/UBJGXMzFbgJuuVXSyz3HP7MO5y0LfketAGSbEaCpxvZtPM7CngVOCrknYwsyW438yBtHStWIHPFNQlaUb+dGAHSXPkC47m4fiycNAAAA1fSURBVDNLqwotXGW4EZ/5z1xFNuCz5X2AO/D/p28lUye47+sDaUDao8j5Cw/A+6f5uD/6kWb2Q7yf/ZakoSlJMW1hZt0mAJ/EZ6AGpvPswZoMNOTuuwB4JXfeK30Ox+3Kkzogc8d03hvom46H4P4bM0rS7IWbv+4AvpFkzsrK0ZUyy+WJr079EO9kjq+UTNyxthG4DzgLH4m+BhxbyXoCW6XPffA/nhuya10sUylckuScmq4fDFwLDK1wPRty6RfiI98uf25z3+dW6Vl9BJiGT/nfn+VRwXoKXwzwGHBae+tY74HmdyPvAWyXjhvxmd4/AZ9M1wbiJqwXgVNwJe0l4ISi61B0SM/sRHzbmvOKLk8Vn5kD8Jn/xnS+H668LUm//zeA0UWXt8JtMD39LnoB3wHuwSc3zkqfhbZF4Q3VzsZsAH6Ka/cP4r4BY1LcBekh65u7/2PAYuCkdL4dbv56E7i4EzKPLXPP8fgS9U9k19LncOBCfAVcpWX2SqEB93d7H5hSaZnp8yBcEVyNr+CsdD23wWdY7sXNxN+rpMx0fRDQp4ue2/bWsxF3Qr0npf9uhWVmnfRQfDXfTcCFVahn1lE2pbqO2tJ2jvBRG2e/yX8G/piOs/YV7gIym7RnX9HlraWQtVO9BOA8fCFZ/loDbmmaUHT5qtQGVwCHpuNbcPP/otQv9cZnzMYXVr6iG6idjTgCd/gfmBrtQnxaflSK/ws+rZ/d34Q7VU/KXfs8OQWugzKXAYeV3Lc9bg66K3etMXfcUE2ZwBFAvyrJ3ArYGR91VKtte+OzLOOqWc/02a6Zzy6sZ1/cRFWteuaf23b/WXVF22Z13pL2jVC+f8H9zWaV+y63pD+K0PMCzZMHt5JmqfHtQ2bSzhnynhKAS/GBypP4rP5MfM/QQ4oum1kNK2dAf5pHgqcDy9Jxdu3W1NE34tsqrMBtxln6ecBxFZA5CxiWS9OATwk/ja+Ceg44sQCZ46oscynw1QJkfq0Ovs96qecWyYzQov0baKl07ZI+hc8q/1s6nwJcDjQVXeYItRHwAdT9uJVlPm7i/kLR5SqgHSbgvq7j0vneuH/6nkWXzawGlTN8KfP9qYP5Lb7y6LOpEUfm7huBb0SamTevwv1yZqcH7gna7xO0JTIXZzJz1w/FN9V8CZgYMkNmyOw6mRFatJ9o6V87Gp+lvCad98dnMb+d2v954NNFlztC7QTc5eZD3D/420WXp8B22IZ2+ioXEWpqtWYH9mJ5EnfmBHfaPgsfjc8xs5FmtrwCMp8iLUGXv4vrAGAubkbYzdI2DyEzZIbMzssMmkn74Jn5atddJT2IrxyeaWaT020j8EUZ3wR+ZmZ7mdmCosoc1CRLceV9DzObUXRhisLM/mod3FKrKhStHZZospcC38idD8H3PhqE+7HcBhyRiz8WN5FsW5RM3P+pf8gMmSGz62VGKPs9XI/vC/eTkuu98M2Kzy26jBEiROhc6NDGnRXkRtImm63sxbIncK6kF8z3YDoY339kQ1EyzTdCDZkhM2RWRmaQSPsVLsJNwh83s2Xpem9gk/kGmetJb0UJgqAbU7R2WC5QwF4sITNkhszalRnhI3+zg3LnDWzhCuIIESJ0j1BrM2dAi9eJfA5Yaum1QGa2RNKX8D+Ffc3s5pAZMkNmz5cZfNTuj6fdzXtZ8/tmgyDoYdSkcpZ7hc0h+CauSDoTf5/hZWa2GF+JFDJDZsisA5lBM0lJC8UsCHowNamcma9G6o1vWrmTpPn4zuWnmNkbITNkhsz6khkEQVBPZL4jNYek4cCf8SX6V1oVlvyGzJAZMmtXZhAEQb1Qy8pZI3A2cIOZ/TVkhsyQWd8ygyAI6oWaVc6CIAiCIAjqkZp6Q0AQBEEQBEG9E8pZEARBEARBDRHKWRAEQRAEQQ0RylkQBEFQt0j6nKRXtuD+hyWdVskytRdJP5d0aSfSvyNpWFeWKZf3dEnndjDtIkn7dnWZuhOhnAVBEARVIyk3b6X3swZVopxSaWZ9Lb2jtYtl7QiMB36czneVtEDSGklXltz7O0mfKsliBjCtq8vVnQjlLAiCIKgKkoYC/wQYcFyhhakx0sbOPYWTgfvMbGM6vwi4GdgDGJMpY5LGAsvSW0Xy3A18XtIuVSpvzRHKWVBTSFouaaOk9ZLWSnpM0iRJm31WJQ2VZD2skwuCnsR4YAHwc2BCPiKZ6K6XNCf9/hdK2jMXb6kv+L8083Z9es8okqZKmp27t0VfIGmipGdTvsskndHeAks6UtJzktZJug5/AX0+/pSU91uS7pe0ey5utKSlKe0NkuZls1eSTpb0qKQfSVoDTJW0p6QHJb0pabWkX0pqyuV3gKQ/pXrcBmyTi9tO0r2S3khluVfSkBR3Ga4UX5dMmdfl2nSvdDxA0i9S+hWSLs763VTWRyTNSHm/KOnoNprtaGBe7nwP4EEzWwf8ERgmqT/wHeC7pYnT3omPA6M38/X0WEI5C2qRY82sH7A78APgQmBWsUUKgqALGA/8MoWjJO1cEv814PvAdsDzwGUl8f8KHAzsD/w7cFQ75b6e0vYHJgI/knTg5hJJGgj8GrgYGAi8AByaix+DKxcnADsCvwduzaW9E5812gFYCnymRMQoYBmwU6qrgOnAIGBvYFdgasqvEfgt8F/4q9PuAL6Uy6sXcBPeb+4GbASuAzCz76WynZ1MmWeXqe61wABgGHA4/l1NLCnr0tQOVwCzMuW4DMPTvRlLgCOTovkp4BngP4GZZra2lTyexb/nuiSUs6BmMbN1ZnY3MBaYIGk/SV+U9D+S3pb0sqSpuSTz0+faNDr8R2h7ZBsEQXWQ9FlccbjdzB7HFZ0TS267y8wWmdkHuAI3siT+B2a21sxeAh4qE18WM5tjZi+YMw94AJ9J2hzHAM+Y2Z1m9j4wE1iViz8DmG5mz6YyXw6MTH3MMcDTZnZXirumJC3Aq2Z2rZl9YGYbzex5M5trZn9L76m9CleUAD4NbIUrNO+b2Z34LFRWxzfN7NdmtsHM1uPK3uG0A0kNeD97kZmtN7PlwJXASbnbVpjZT81sE26i3AUoVa4zmoD1ufPpeHvPA65P9RgB3CPpFknzJZUqjOtTPnVJKGdBzWNmi4BX8B/3u/iIrgn4InBmGr0CHJY+m9Lo8A9tjWyDIKgqE4AHzGx1Or+FEtMmLZWXDUDfLYwvi6Sj1eyQvhZXnAa2I+kg4OXsxPyVOi/n4ncHrk4uGGuBNfjs1+BW0pauCs3nhaSdJP1K0kpJbwOzc+UcBKy0lq/1WZFLu62kHyeT5Nv4YLUpKV6bYyDQmM8vHQ/OnX/U9ma2IR221v5vAf1y968xs7Fmtj9wNT5Ldw5u1lwCfAGYJGmfXB79gNZm1Xo8oZwF3YVXge3N7GEze8rMPjSzJ3FFq63RYVsj2yAIqoCkPrgZ8nBJqyStAs4D9pfUFaard4Ftc+cfy8neGjdNzgB2NrMm4D5KfMda4TXctJjlpfw5rlydYWZNudDHzB5LaYeUpB1CS0rfnzg9XRthZv2BcblyvgYMLjEl7pY7Ph/4BDAqpc0Gq9n9bb2rcTXwPq5s5vNe2UaatngS+IdW4k4HFpjZEtz8udjM3gOeAvbL3bc38OcOyu/2hHIWdBcGA2skjZL0UHJaXQdMou0RcFsj2yAIqsMYYBOwD26KHIn/+f4enwnvLE8Ah0naTdIA3M8roxHYGngD+CA5srfX0XwOsK+kE+SLCyaTU/yAG4GLlPbkSk71X8mlHS5pTEr7zZK05egHvIO7ZgwGpuTi/gB8AEyW1FvSCcAhJWk3prTbA5eU5P0X3J/s70imytuByyT1S4PX/8Bn7jrCfZQZNEvaCW+HqenSi/iqzL64L9qydN/WwEHA3A7K7/aEchbUPJIOxpWpR3BTyN3ArmY2AO8c2xoZtjWyDYKgOkwAbjKzl8xsVRZwh/Wvq5MrrM1sLnAbPmPzOHBvLm49rlTdjpvbTsT7kPbkuxr4Cr4w6U3g48CjufjfAD8EfpVMiUvwlYr5tFektPsAi4G/tSHy+8CBwDpcubsrJ+s93D3j5FSPsfl43B+uDz4LtgD4XUneVwNfTr6315SRfQ4+A7mM5r72Z22UtS1+ARyTZkzzzACmmdk76Xw6cATeT9+d21LjOOBhM3u1g/K7PWppvg6CYpG0HDjNzP47LbU+DO9UHjWz8ZJeB6aY2c2SDsE74QfMbJykbXEn0r3N7H9Tfsfjq4LGmtnTaVQ92szuKKB6QRDUKWlbileAr5vZQ0WXp9JIuhx43cxmdiDtQuDUZPqsS0I5C2qKpJztjE/ff4gvuZ4N3GhmmyR9GV9FtD2+8mc5vgBgXEo/DTgTXw30L2a2QNJJwAW4iXMdMNfMTqlmvYIgqD8kHQUsxM2NU3CT3rDc5qxBUJZQzoIgCIKgAqStfs7B/d6eASab2cJCCxV0C0I5C4IgCIIgqCFiQUAQBEEQBEENEcpZEARBEARBDRHKWRAEQRAEQQ0RylkQBEEQBEENEcpZEARBEARBDRHKWRAEQRAEQQ0RylkQBEEQBEENEcpZEARBEARBDfH/o9gTaR2ElxwAAAAASUVORK5CYII=\n", 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    " ] @@ -825,7 +846,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.4" + "version": "3.7.7" } }, "nbformat": 4, diff --git a/docs/sphinx/source/changelog/v2.0.0.rst b/docs/sphinx/source/changelog/v2.0.0.rst index 27603c42..df2c2d1f 100644 --- a/docs/sphinx/source/changelog/v2.0.0.rst +++ b/docs/sphinx/source/changelog/v2.0.0.rst @@ -44,6 +44,7 @@ Documentation Requirements ------------ * Drop support for Python 2.7, minimum supported version is now 3.6 (:pull:`135`). +* Increase minimum pvlib version to 0.7.0. * Update requirements.txt and notebook_requirements.txt to avoid conflicting specifications. Taken together, they represent the complete environment for the notebook example (:pull:`164`). diff --git a/rdtools/normalization.py b/rdtools/normalization.py index fae08539..1e387947 100644 --- a/rdtools/normalization.py +++ b/rdtools/normalization.py @@ -143,7 +143,9 @@ def sapm_dc_power(pvlib_pvsystem, met_data): ---------- pvlib_pvsystem : pvlib-python LocalizedPVSystem object Object contains orientation, geographic coordinates, equipment - constants (including DC rated power in watts). + constants (including DC rated power in watts). The object must also + specify either the `temperature_model_parameters` attribute or both + `racking_model` and `module_type` attributes to infer the temperature model parameters. met_data : pd.DataFrame Measured irradiance components, ambient temperature, and wind speed. Expected met_data DataFrame column names: @@ -184,17 +186,16 @@ def sapm_dc_power(pvlib_pvsystem, met_data): poa_diffuse=total_irradiance['poa_diffuse'], airmass_absolute=airmass_absolute, aoi=aoi, - module=pvlib_pvsystem.module, - reference_irradiance=1) + module=pvlib_pvsystem.module) temp_cell = pvlib_pvsystem\ - .sapm_celltemp(irrad=total_irradiance['poa_global'], - wind=met_data['Wind Speed'], - temp=met_data['Temperature']) + .sapm_celltemp(total_irradiance['poa_global'], + met_data['Temperature'], + met_data['Wind Speed']) dc_power = pvlib_pvsystem\ .pvwatts_dc(g_poa_effective=effective_poa, - temp_cell=temp_cell['temp_cell']) + temp_cell=temp_cell) return dc_power, effective_poa @@ -221,7 +222,9 @@ def normalize_with_sapm(energy, sapm_kws): --------------- pvlib_pvsystem : pvlib-python LocalizedPVSystem object Object contains orientation, geographic coordinates, equipment - constants. + constants (including DC rated power in watts). The object must also + specify either the `temperature_model_parameters` attribute or both + `racking_model` and `module_type` to infer the model parameters. met_data : pd.DataFrame Measured met_data, ambient temperature, and wind speed. Expected column names are ['DNI', 'GHI', 'DHI', 'Temperature', 'Wind Speed'] diff --git a/rdtools/test/normalization_sapm_test.py b/rdtools/test/normalization_sapm_test.py index d3fcceb6..85c21923 100644 --- a/rdtools/test/normalization_sapm_test.py +++ b/rdtools/test/normalization_sapm_test.py @@ -43,7 +43,8 @@ def setUp(self): surface_azimuth=180, module=module, module_parameters=module_parameters, - racking_model='insulated_back_polymerback', + racking_model='insulated_back', + module_type='glass_polymer', modules_per_string=6) # define dummy energy data diff --git a/requirements.txt b/requirements.txt index 6198d91d..7903aff3 100644 --- a/requirements.txt +++ b/requirements.txt @@ -5,7 +5,7 @@ matplotlib==3.1.2 numpy==1.17.3 pandas==0.25.2 patsy==0.5.1 -pvlib==0.6.1 +pvlib==0.7.1 pyparsing==2.4.7 python-dateutil==2.8.1 pytz==2019.3 diff --git a/setup.py b/setup.py index 5953c999..7956cd16 100755 --- a/setup.py +++ b/setup.py @@ -42,7 +42,7 @@ 'statsmodels >= 0.8.0', 'scipy >= 0.19.1', 'h5py >= 2.7.1', - 'pvlib >= 0.6.0, <0.7.0', + 'pvlib >= 0.7.0, <0.8.0', ] EXTRAS_REQUIRE = { @@ -51,7 +51,7 @@ 'nbsphinx==0.4.3', 'nbsphinx-link==1.3.0', 'pandas==0.23.0', - 'pvlib==0.6.1', + 'pvlib==0.7.1', 'sphinx_rtd_theme==0.4.3', 'ipython', ], From 5bf1b301fd1ecc51b1f0a83f0035053dbefe7dd1 Mon Sep 17 00:00:00 2001 From: Kevin Anderson <57452607+kanderso-nrel@users.noreply.github.com> Date: Tue, 5 May 2020 08:28:56 -0600 Subject: [PATCH 117/146] better GitHub links in documentation (#156) * tentative fix * fix slash * include branch logic based on RTD version * small improvement * omit GH link element if not building development or master * change github link text to reflect the destination branch * link changelog page to changelog GH folder instead of the template rst file * bugfix --- .../sphinx/source/_templates/breadcrumbs.html | 32 +++++ docs/sphinx/source/conf.py | 113 +++++++++++++++++- 2 files changed, 144 insertions(+), 1 deletion(-) create mode 100644 docs/sphinx/source/_templates/breadcrumbs.html diff --git a/docs/sphinx/source/_templates/breadcrumbs.html b/docs/sphinx/source/_templates/breadcrumbs.html new file mode 100644 index 00000000..a6444283 --- /dev/null +++ b/docs/sphinx/source/_templates/breadcrumbs.html @@ -0,0 +1,32 @@ +{# + +Modify the "Edit on Github" links to handle auto-generated pages in the +API reference listings. The GH links that sphinx generates by default make +the assumption that an HTML file comes from an RST file with the same +filepath, which isn't the case for autogenerated files. + +We need to generate the target URL differently based on the type +of page. We use the built-in `pagename` variable to determine what +kind of page this is. `pagename` is the path at the end of the +URL, without the extension. For instance, +https://rdtools.rtfd.io/en/latest/generated/rdtools.soiling.soiling_srr.html +will have pagename = "generated/rdtools.soiling.soiling_srr". + +Note: make_github_url is defined in conf.py +#} + +{% extends "!breadcrumbs.html" %} +{% block breadcrumbs_aside %} + {# Get the appropriate GH link based on this page's name: #} + {% set link_info = make_github_url(pagename) %} + + {# Create the HTML element with our custom GH link, unless it couldn't + be determined. Note that None is lowercase in templates. #} + {% if link_info is not none %} +
  1. + + {{ link_info['text'] }} + +
  2. + {% endif %} +{% endblock %} \ No newline at end of file diff --git a/docs/sphinx/source/conf.py b/docs/sphinx/source/conf.py index 733b682c..420d26b3 100644 --- a/docs/sphinx/source/conf.py +++ b/docs/sphinx/source/conf.py @@ -15,6 +15,7 @@ # prefer local rdtools folder to one installed in a venv or site-packages: import os import sys +import inspect sys.path.insert(0, os.path.abspath('../../..')) @@ -83,4 +84,114 @@ master_doc = 'index' # A workaround for the responsive tables always having annoying scrollbars. def setup(app): - app.add_stylesheet("no_scrollbars.css") \ No newline at end of file + app.add_stylesheet("no_scrollbars.css") + + +# %% helper functions for intelligent "View on Github" linking +# based on +# https://gist.github.com/flying-sheep/b65875c0ce965fbdd1d9e5d0b9851ef1 + +def get_obj_module(qualname): + """ + Get a module/class/attribute and its original module by qualname. + Useful for looking up the original location when a function is imported + into an __init__.py + + Examples + -------- + >>> func, mod = get_obj_module("rdtools.degradation_ols") + >>> mod.__name__ + 'rdtools.degradation' + """ + modname = qualname + classname = None + attrname = None + while modname not in sys.modules: + attrname = classname + modname, classname = modname.rsplit('.', 1) + + # retrieve object and find original module name + if classname: + cls = getattr(sys.modules[modname], classname) + modname = cls.__module__ + obj = getattr(cls, attrname) if attrname else cls + else: + obj = None + + return obj, sys.modules[modname] + + +def get_linenos(obj): + """Get an object’s line numbers in its source code file""" + try: + lines, start = inspect.getsourcelines(obj) + except TypeError: # obj is an attribute or None + return None, None + else: + return start, start + len(lines) - 1 + + +def make_github_url(pagename): + """ + Generate the appropriate GH link for a given docs page. This function + is intended for use in sphinx template files. + The target URL is built differently based on the type of page. Sphinx + provides templates with a built-in `pagename` variable that is the path + at the end of the URL, without the extension. For instance, + https://rdtools.rtfd.io/en/latest/generated/rdtools.soiling.soiling_srr.html + will have pagename = "generated/rdtools.soiling.soiling_srr". + + Returns None if not building development or master. + """ + + # RTD automatically sets READTHEDOCS_VERSION to the version being built. + rtd_version = os.environ.get('READTHEDOCS_VERSION', None) + version_map = { + 'stable': 'master', + 'latest': 'development', + } + try: + branch = version_map[rtd_version] + except KeyError: + # for other builds (PRs, local builds etc), it's unclear where to link + return None + + URL_BASE = "https://github.com/nrel/rdtools/blob/{}/".format(branch) + + # is it an API autogen page? + if pagename.startswith("generated/"): + # pagename looks like "generated/rdtools.degradation.degradation_ols" + qualname = pagename.split("/")[-1] + obj, module = get_obj_module(qualname) + path = module.__name__.replace(".", "/") + ".py" + target_url = URL_BASE + path + # add line numbers if possible: + start, end = get_linenos(obj) + if start and end: + target_url += '#L{}-L{}'.format(start, end) + + # is it the example notebook? + elif pagename == "example": + target_url = URL_BASE + "docs/degradation_and_soiling_example.ipynb" + + # is the the changelog page? + elif pagename == "changelog": + target_url = URL_BASE + "docs/sphinx/source/changelog" + + # Just a normal source RST page + else: + target_url = URL_BASE + "docs/sphinx/source/" + pagename + ".rst" + + display_text = "View on github/" + branch + link_info = { + 'url': target_url, + 'text': display_text + } + return link_info + + +# variables to pass into the HTML templating engine; these are accessible from +# _templates/breadcrumbs.html +html_context = { + 'make_github_url': make_github_url, +} \ No newline at end of file From f5e1758cdbb9e151db984fc23009fedf80c4ddf3 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Wed, 6 May 2020 12:59:17 -0600 Subject: [PATCH 118/146] Generalized model normalizaiton (#173) * Add normalize_with_expected_power() and refactor normalization module * make minor adjustments to normalize_with_expected_power * Add tests for normalize_with_expected_power * update changelog * update docstring Co-authored-by: Kevin Anderson <57452607+kanderso-nrel@users.noreply.github.com> * Apply suggestions from code review Co-authored-by: Kevin Anderson <57452607+kanderso-nrel@users.noreply.github.com> * Change test file name * code formatting fixes * simplify conditional * return energy and insolation on same index * minor changelog update * add new function to __init__.py and api.rst Co-authored-by: Kevin Anderson <57452607+kanderso-nrel@users.noreply.github.com> --- docs/sphinx/source/api.rst | 1 + docs/sphinx/source/changelog/v2.0.0.rst | 3 +- rdtools/__init__.py | 1 + rdtools/normalization.py | 98 ++++++------ .../normalize_with_expected_power_test.py | 140 ++++++++++++++++++ 5 files changed, 199 insertions(+), 44 deletions(-) create mode 100644 rdtools/test/normalize_with_expected_power_test.py diff --git a/docs/sphinx/source/api.rst b/docs/sphinx/source/api.rst index 2fdfc837..4f4649d3 100644 --- a/docs/sphinx/source/api.rst +++ b/docs/sphinx/source/api.rst @@ -78,6 +78,7 @@ Functions for normalizing power measurements for further analysis. normalization.interpolate normalization.interpolate_series normalization.irradiance_rescale + normalization.normalize_with_expected_power normalization.normalize_with_pvwatts normalization.normalize_with_sapm normalization.pvwatts_dc_power diff --git a/docs/sphinx/source/changelog/v2.0.0.rst b/docs/sphinx/source/changelog/v2.0.0.rst index df2c2d1f..4cac2beb 100644 --- a/docs/sphinx/source/changelog/v2.0.0.rst +++ b/docs/sphinx/source/changelog/v2.0.0.rst @@ -8,7 +8,7 @@ API Changes and :py:func:`~rdtools.normalization.normalize_with_sapm` have changed. Generally, when working with raw power data it should be converted to right-labeled energy with :py:func:`~rdtools.normalization.energy_from_power` - before being used with the normalization functions (:pull:`105`, :pull:`108`). + before being used with these normalization functions (:pull:`105`, :pull:`108`). * Remove ``low_power_cutoff`` parameter in :py:func:`~rdtools.filtering.clip_filter` (:issue:`84`). * Rename `soiling.srr_analysis` to :py:class:`~rdtools.soiling.SRRAnalysis` (:pull:`168`). @@ -16,6 +16,7 @@ Enhancements ------------ * Add new :py:mod:`~rdtools.soiling` module to implement the stochastic rate and recovery method (:pull:`112`). +* Add new function :py:func:`~rdtools.normalization.normalize_with_expected_power` (:pull:`173`). * Add new functions :py:func:`~rdtools.normalization.energy_from_power` and :py:func:`~rdtools.normalization.interpolate` (:pull:`105`, :pull:`108`). * Add new function :py:func:`~rdtools.filtering.normalized_filter`. diff --git a/rdtools/__init__.py b/rdtools/__init__.py index 50f4a7f2..8bc6f2d6 100644 --- a/rdtools/__init__.py +++ b/rdtools/__init__.py @@ -3,6 +3,7 @@ from rdtools.normalization import irradiance_rescale from rdtools.normalization import energy_from_power from rdtools.normalization import interpolate +from rdtools.normalization import normalize_with_expected_power from rdtools.degradation import degradation_ols from rdtools.degradation import degradation_classical_decomposition from rdtools.degradation import degradation_year_on_year diff --git a/rdtools/normalization.py b/rdtools/normalization.py index 1e387947..ed3807a3 100644 --- a/rdtools/normalization.py +++ b/rdtools/normalization.py @@ -11,6 +11,59 @@ class ConvergenceError(Exception): '''Rescale optimization did not converge''' pass +def normalize_with_expected_power(pv, expected_power, irradiance, pv_input='power'): + ''' + Normalize pv output based on expected PV power. + + Parameters + ---------- + pv : pd.Series + Right-labeled time series PV energy or power. If energy, should *not* + be cumulative, but only for preceding time step. + expected_power : pd.Series + Right-labeled time series of expected PV power. + irradiance : pd.Series + Right-labeled time series of plane-of-array irradiance associated with `expected_power` + pv_input : str + 'power' or 'energy' to specify type of input used for pv parameter + + Returns + ------- + normalized_energy : pd.Series + Energy normalized based on `expected_power` + insolation : pd.Series + Insolation associated with each normalized point + + ''' + + freq = check_series_frequency(pv, 'pv') + + if pv_input == 'power': + energy = energy_from_power(pv, freq) + elif pv_input == 'energy': + energy = pv.copy() + energy.name = 'energy_Wh' + else: + raise ValueError("Unexpected value for pv_input. pv_input should be 'power' or 'energy'.") + + model_tds, mean_model_td = delta_index(expected_power) + measure_tds, mean_measure_td = delta_index(energy) + + # Case in which the model less frequent than the measurements + if mean_model_td > mean_measure_td: + expected_power = interpolate(expected_power, pv.index) + irradiance = interpolate(irradiance, pv.index) + + expected_energy = energy_from_power(expected_power, freq) + insolation = energy_from_power(irradiance, freq) + + normalized_energy = energy / expected_energy + + index_union = normalized_energy.index.union(insolation.index) + normalized_energy = normalized_energy.reindex(index_union) + insolation = insolation.reindex(index_union) + + return normalized_energy, insolation def pvwatts_dc_power(poa_global, P_ref, T_cell=None, G_ref=1000, T_ref=25, gamma_pdc=None): @@ -104,30 +157,10 @@ def normalize_with_pvwatts(energy, pvwatts_kws): Insolation associated with each normalized point ''' - freq = check_series_frequency(energy, 'energy') - dc_power = pvwatts_dc_power(**pvwatts_kws) irrad = pvwatts_kws['poa_global'] - model_tds, mean_model_td = delta_index(dc_power) - measure_tds, mean_measure_td = delta_index(energy) - - # Case in which the model is as or more frequent than the measurements - if mean_model_td <= mean_measure_td: - - energy_dc = energy_from_power(dc_power, freq) - insolation = energy_from_power(irrad, freq) - - # Case in which the model less frequent than the measurements - elif mean_model_td > mean_measure_td: - - dc_power = interpolate(dc_power, energy.index) - energy_dc = energy_from_power(dc_power, freq) - - irrad = interpolate(irrad, energy.index) - insolation = energy_from_power(irrad, freq) - - normalized_energy = energy / energy_dc + normalized_energy, insolation = normalize_with_expected_power(energy, dc_power, irrad, pv_input='energy') return normalized_energy, insolation @@ -242,30 +275,9 @@ def normalize_with_sapm(energy, sapm_kws): Insolation associated with each normalized point ''' - freq = check_series_frequency(energy, 'energy') - dc_power, irrad = sapm_dc_power(**sapm_kws) - model_tds, mean_model_td = delta_index(dc_power) - irrad_tds, mean_irrad_td = delta_index(irrad) - measure_tds, mean_measure_td = delta_index(energy) - - # Case in which the model is as or more frequent than the measurments - if mean_model_td <= mean_measure_td: - - energy_dc = energy_from_power(dc_power, freq) - insolation = energy_from_power(irrad, freq) - - # Case in which the model less frequent than the measurments - elif mean_model_td > mean_measure_td: - - dc_power = interpolate(dc_power, energy.index) - energy_dc = energy_from_power(dc_power, freq) - - irrad = interpolate(irrad, energy.index) - insolation = energy_from_power(irrad, freq) - - normalized_energy = energy / energy_dc + normalized_energy, insolation = normalize_with_expected_power(energy, dc_power, irrad, pv_input='energy') return normalized_energy, insolation diff --git a/rdtools/test/normalize_with_expected_power_test.py b/rdtools/test/normalize_with_expected_power_test.py new file mode 100644 index 00000000..d85262c5 --- /dev/null +++ b/rdtools/test/normalize_with_expected_power_test.py @@ -0,0 +1,140 @@ +import pandas as pd +import pytest +from rdtools.normalization import normalize_with_expected_power +from pandas import Timestamp +import numpy as np + + +@pytest.fixture() +def times_15(): + return pd.date_range(start='20200101 12:00', end='20200101 13:00', freq='15T') + + +@pytest.fixture() +def times_30(): + return pd.date_range(start='20200101 12:00', end='20200101 13:00', freq='30T') + + +@pytest.fixture() +def pv_15(times_15): + return pd.Series([1.0, 2.5, 3.0, 2.2, 2.1], index=times_15) + + +@pytest.fixture() +def expected_15(times_15): + return pd.Series([1.2, 2.3, 2.8, 2.1, 2.0], index=times_15) + + +@pytest.fixture() +def irradiance_15(times_15): + return pd.Series([1000.0, 850.0, 950.0, 975.0, 890.0], index=times_15) + + +@pytest.fixture() +def pv_30(times_30): + return pd.Series([1.0, 3.0, 2.1], index=times_30) + + +@pytest.fixture() +def expected_30(times_30): + return pd.Series([1.2, 2.8, 2.0], index=times_30) + + +@pytest.fixture() +def irradiance_30(times_30): + return pd.Series([1000.0, 950.0, 890.0], index=times_30) + + +def test_normalize_with_expected_power_uniform_frequency(pv_15, expected_15, irradiance_15): + norm, insol = normalize_with_expected_power(pv_15, expected_15, irradiance_15) + expected_norm = pd.Series( + {Timestamp('2020-01-01 12:15:00', freq='15T'): 1.0, + Timestamp('2020-01-01 12:30:00', freq='15T'): 1.0784313725490198, + Timestamp('2020-01-01 12:45:00', freq='15T'): 1.0612244897959184, + Timestamp('2020-01-01 13:00:00', freq='15T'): 1.0487804878048783} + ) + expected_norm.name = 'energy_Wh' + + expected_insol = pd.Series( + {Timestamp('2020-01-01 12:15:00', freq='15T'): 231.25, + Timestamp('2020-01-01 12:30:00', freq='15T'): 225.0, + Timestamp('2020-01-01 12:45:00', freq='15T'): 240.625, + Timestamp('2020-01-01 13:00:00', freq='15T'): 233.125} + ) + + expected_insol.name = 'energy_Wh' + + pd.testing.assert_series_equal(norm, expected_norm) + pd.testing.assert_series_equal(insol, expected_insol) + + +def test_normalize_with_expected_power_energy_option(pv_15, expected_15, irradiance_15): + norm, insol = normalize_with_expected_power(pv_15, expected_15, irradiance_15, pv_input='energy') + expected_norm = pd.Series( + {Timestamp('2020-01-01 12:00:00', freq='15T'): np.nan, + Timestamp('2020-01-01 12:15:00', freq='15T'): 5.714285714285714, + Timestamp('2020-01-01 12:30:00', freq='15T'): 4.705882352941177, + Timestamp('2020-01-01 12:45:00', freq='15T'): 3.5918367346938775, + Timestamp('2020-01-01 13:00:00', freq='15T'): 4.097560975609756} + ) + + expected_norm.name = 'energy_Wh' + + expected_insol = pd.Series( + {Timestamp('2020-01-01 12:00:00', freq='15T'): np.nan, + Timestamp('2020-01-01 12:15:00', freq='15T'): 231.25, + Timestamp('2020-01-01 12:30:00', freq='15T'): 225.0, + Timestamp('2020-01-01 12:45:00', freq='15T'): 240.625, + Timestamp('2020-01-01 13:00:00', freq='15T'): 233.125} + ) + + expected_insol.name = 'energy_Wh' + + pd.testing.assert_series_equal(norm, expected_norm) + pd.testing.assert_series_equal(insol, expected_insol) + + +def test_normalize_with_expected_power_low_freq_pv(pv_30, expected_15, irradiance_15): + norm, insol = normalize_with_expected_power(pv_30, expected_15, irradiance_15) + + expected_norm = pd.Series( + {Timestamp('2020-01-01 12:30:00', freq='30T'): 0.9302325581395349, + Timestamp('2020-01-01 13:00:00', freq='30T'): 1.1333333333333333} + ) + + expected_norm.name = 'energy_Wh' + + expected_insol = pd.Series( + {Timestamp('2020-01-01 12:30:00', freq='30T'): 456.25, + Timestamp('2020-01-01 13:00:00', freq='30T'): 473.75} + ) + + expected_insol.name = 'energy_Wh' + + pd.testing.assert_series_equal(norm, expected_norm) + pd.testing.assert_series_equal(insol, expected_insol) + + +def test_normalized_with_expected_power_low_freq_expected(pv_15, expected_30, irradiance_30): + norm, insol = normalize_with_expected_power(pv_15, expected_30, irradiance_30) + + expected_norm = pd.Series( + {Timestamp('2020-01-01 12:15:00', freq='15T'): 1.09375, + Timestamp('2020-01-01 12:30:00', freq='15T'): 1.1458333333333335, + Timestamp('2020-01-01 12:45:00', freq='15T'): 1.0000000000000002, + Timestamp('2020-01-01 13:00:00', freq='15T'): 0.9772727272727274} + ) + + expected_norm.name = 'energy_Wh' + + expected_insol = pd.Series( + {Timestamp('2020-01-01 12:15:00', freq='15T'): 246.875, + Timestamp('2020-01-01 12:30:00', freq='15T'): 240.625, + Timestamp('2020-01-01 12:45:00', freq='15T'): 233.75, + Timestamp('2020-01-01 13:00:00', freq='15T'): 226.25} + ) + + expected_insol.name = 'energy_Wh' + + pd.testing.assert_series_equal(norm, expected_norm) + pd.testing.assert_series_equal(insol, expected_insol) From 40c91826a40be0669439ce4912bff9bcdc74d7bf Mon Sep 17 00:00:00 2001 From: Will Vining Date: Wed, 6 May 2020 13:01:48 -0600 Subject: [PATCH 119/146] Include emacs auto-save and backup files in gitignore (#146) --- .gitignore | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/.gitignore b/.gitignore index e75ade56..3a577cb3 100644 --- a/.gitignore +++ b/.gitignore @@ -28,3 +28,9 @@ docs/sphinx/source/generated build/ dist/ rdtools.egg-info* + +# emacs temp files +*~ +\#*\# +.\#* + From 181be0e99a5de1646447fc021493c6ae382a1a1d Mon Sep 17 00:00:00 2001 From: Kevin Anderson <57452607+kanderso-nrel@users.noreply.github.com> Date: Wed, 13 May 2020 21:01:50 -0600 Subject: [PATCH 120/146] Add example notebook using the NREL PVDAQ #4 system (#171) * Create degradation_and_soiling_example_sanyo.ipynb * various typos * change weather columns based on inspection; rename nz_mask to normalized_mask; improve soiling analysis * bump pandas, pvlib, and statsmodels versions in requirements.txt * add discussion; rerun notebook * rerun original notebook with new requirements to remove warnings * update pvlib links in notebooks to fix rendering on RTD * use sanyo example for the RTD page * changelog * clean up labeling * Notebook updates -Update the notebook to use a more pronounced soiling signal -Comment updates -use normalized_filter() -Use default behavior of infer_freq() and energy_from_power() * Update docs/degradation_and_soiling_example_pvdaq_4.ipynb Co-authored-by: Kevin Anderson <57452607+kanderso-nrel@users.noreply.github.com> * Update docs/degradation_and_soiling_example_pvdaq_4.ipynb Co-authored-by: Kevin Anderson <57452607+kanderso-nrel@users.noreply.github.com> * Update notebook to use new normalize_with_expected_power() * limit notebook line length to 90 characters * Update notebook with data location on datahub * add pickle to gitignore * Cache data and fix typo Co-authored-by: Michael Deceglie --- .gitignore | 1 + docs/degradation_and_soiling_example.ipynb | 27 +- ...radation_and_soiling_example_pvdaq_4.ipynb | 856 ++++++++++++++++++ docs/sphinx/source/changelog/v2.0.0.rst | 2 + docs/sphinx/source/example.nblink | 2 +- requirements.txt | 4 +- 6 files changed, 864 insertions(+), 28 deletions(-) create mode 100644 docs/degradation_and_soiling_example_pvdaq_4.ipynb diff --git a/.gitignore b/.gitignore index 3a577cb3..2a7bf583 100644 --- a/.gitignore +++ b/.gitignore @@ -34,3 +34,4 @@ rdtools.egg-info* \#*\# .\#* +*.pickle diff --git a/docs/degradation_and_soiling_example.ipynb b/docs/degradation_and_soiling_example.ipynb index c2b5e8f1..f74ba875 100644 --- a/docs/degradation_and_soiling_example.ipynb +++ b/docs/degradation_and_soiling_example.ipynb @@ -82,7 +82,7 @@ "\n", "A common challenge is handling datasets with and without daylight savings time. Make sure to specify a `pytz` timezone that does or does not include daylight savings time as appropriate for your dataset.\n", "\n", - "The steps of this section may change depending on your data source or the system being considered. Note that nothing in this first section utlizes the `rdtools` library. Transposition of irradiance and modeling of cell temperature are generally outside the scope of `rdtools`. A variety of tools for these calculations are avaialble in [`pvlib`](https://github.com/pvlib/pvlib-python)." + "The steps of this section may change depending on your data source or the system being considered. Note that nothing in this first section utlizes the `rdtools` library. Transposition of irradiance and modeling of cell temperature are generally outside the scope of `rdtools`. A variety of tools for these calculations are avaialble in [pvlib](https://github.com/pvlib/pvlib-python)." ] }, { @@ -90,18 +90,6 @@ "execution_count": 4, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "c:\\users\\kanderso\\software\\anaconda3\\envs\\rdtools-dev\\lib\\site-packages\\pandas\\plotting\\_matplotlib\\converter.py:103: FutureWarning: Using an implicitly registered datetime converter for a matplotlib plotting method. The converter was registered by pandas on import. Future versions of pandas will require you to explicitly register matplotlib converters.\n", - "\n", - "To register the converters:\n", - "\t>>> from pandas.plotting import register_matplotlib_converters\n", - "\t>>> register_matplotlib_converters()\n", - " warnings.warn(msg, FutureWarning)\n" - ] - }, { "data": { "image/png": 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@@ -658,18 +646,7 @@ "cell_type": "code", "execution_count": 17, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "c:\\users\\kanderso\\software\\anaconda3\\envs\\rdtools-dev\\lib\\site-packages\\pandas\\core\\indexes\\base.py:3071: FutureWarning: Converting timezone-aware DatetimeArray to timezone-naive ndarray with 'datetime64[ns]' dtype. In the future, this will return an ndarray with 'object' dtype where each element is a 'pandas.Timestamp' with the correct 'tz'.\n", - "\tTo accept the future behavior, pass 'dtype=object'.\n", - "\tTo keep the old behavior, pass 'dtype=\"datetime64[ns]\"'.\n", - " target = np.asarray(target)\n" - ] - } - ], + "outputs": [], "source": [ "# Calculate the clear sky POA irradiance\n", "clearsky = loc.get_clearsky(df.index, solar_position=sun)\n", diff --git a/docs/degradation_and_soiling_example_pvdaq_4.ipynb b/docs/degradation_and_soiling_example_pvdaq_4.ipynb new file mode 100644 index 00000000..cb53afaa --- /dev/null +++ b/docs/degradation_and_soiling_example_pvdaq_4.ipynb @@ -0,0 +1,856 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Degradation and soiling example with clearsky workflow\n", + "\n", + "\n", + "This jupyter notebook is intended to the RdTools analysis workflow. In addition, the notebook demonstrates the effects of changes in the workflow. For a consistent experience, we recommend installing the specific versions of packages used to develop this notebook. This can be achieved in your environment by running `pip install -r requirements.txt` followed by `pip install -r docs/notebook_requirements.txt` from the base directory. (RdTools must also be separately installed.)\n", + "\n", + "The calculations consist of several steps illustrated here:\n", + "
      \n", + "
    1. Import and preliminary calculations
    2. \n", + "
    3. Normalize data using a performance metric
    4. \n", + "
    5. Filter data that creates bias
    6. \n", + "
    7. Aggregate data
    8. \n", + "
    9. Analyze aggregated data to estimate the degradation rate
    10. \n", + "
    11. Analyze aggregated data to estimate the soiling loss
    12. \n", + "
    \n", + "\n", + "After demonstrating these steps using sensor data, a modified version of the workflow is illustrated using modeled clear sky irradiance and temperature. The results from the two methods are compared at the end.\n", + "\n", + "This notebook works with data from the NREL PVDAQ `[4] NREL x-Si #1` system. Note that because this system does not experience significant soiling, the dataset contains a synthesized soiling signal for use in the soiling section of the example. This notebook automatically downloads and locally caches the dataset used in this example. The data can also be found on the DuraMAT Datahub (https://datahub.duramat.org/dataset/pvdaq-time-series-with-soiling-signal)." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from datetime import timedelta\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pvlib\n", + "import rdtools\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "#Update the style of plots\n", + "import matplotlib\n", + "matplotlib.rcParams.update({'font.size': 12,\n", + " 'figure.figsize': [4.5, 3],\n", + " 'lines.markeredgewidth': 0,\n", + " 'lines.markersize': 2\n", + " })" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# Set the random seed for numpy to ensure consistent results\n", + "np.random.seed(0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 0: Import and preliminary calculations\n", + "\n", + "\n", + "This section prepares the data necessary for an `rdtools` calculation. The first step of the `rdtools` workflow is normalization, which requires a time series of energy yield, a time series of cell temperature, and a time series of irradiance, along with some metadata (see Step 1: Normalize)\n", + "\n", + "The following section loads the data, adjusts units where needed, and renames the critical columns. The ambient temperature sensor data source is converted into estimated cell temperature. This dataset already has plane-of-array irradiance data, so no transposition is necessary.\n", + "\n", + "A common challenge is handling datasets with and without daylight savings time. Make sure to specify a `pytz` timezone that does or does not include daylight savings time as appropriate for your dataset.\n", + "\n", + "The steps of this section may change depending on your data source or the system being considered. Transposition of irradiance and modeling of cell temperature are generally outside the scope of `rdtools`. A variety of tools for these calculations are available in [pvlib](https://github.com/pvlib/pvlib-python)." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Import the example data\n", + "file_url = ('https://datahub.duramat.org/dataset/a49bb656-7b36-'\n", + " '437a-8089-1870a40c2a7d/resource/5059bc22-640d-4dd4'\n", + " '-b7b1-1e71da15be24/download/pvdaq_system_4_2010-2016'\n", + " '_subset_soilsignal.csv')\n", + "cache_file = 'PVDAQ_system_4_2010-2016_subset_soilsignal.pickle'\n", + "\n", + "try:\n", + " df = pd.read_pickle(cache_file)\n", + "except FileNotFoundError:\n", + " df = pd.read_csv(file_url, index_col=0, parse_dates=True)\n", + " df.to_pickle(cache_file)\n", + "\n", + "df = df.rename(columns = {\n", + " 'ac_power':'power',\n", + " 'wind_speed': 'wind',\n", + " 'ambient_temp': 'Tamb',\n", + " 'poa_irradiance': 'poa',\n", + "})\n", + "\n", + "# Specify the Metadata\n", + "meta = {\"latitude\": 39.7406,\n", + " \"longitude\": -105.1774,\n", + " \"timezone\": 'Etc/GMT+7',\n", + " \"tempco\": -0.005,\n", + " \"azimuth\": 180,\n", + " \"tilt\": 40,\n", + " \"pdc\": 1000.0,\n", + " \"temp_model_params\":\n", + " pvlib.temperature.TEMPERATURE_MODEL_PARAMETERS['sapm']['open_rack_glass_polymer']}\n", + "\n", + "df.index = df.index.tz_localize(meta['timezone'])\n", + "\n", + "loc = pvlib.location.Location(meta['latitude'], meta['longitude'], tz = meta['timezone'])\n", + "sun = loc.get_solarposition(df.index)\n", + "\n", + "# There is some missing data, but we can infer the frequency from\n", + "# the first several data points\n", + "freq = pd.infer_freq(df.index[:10])\n", + "\n", + "# Then set the frequency of the dataframe.\n", + "# It is recommended not to up- or downsample at this step\n", + "# but rather to use interpolate to regularize the time series\n", + "# to its dominant or underlying frequency. Interpolate is not\n", + "# generally recommended for downsampling in this application.\n", + "df = rdtools.interpolate(df, freq)\n", + "\n", + "# Calculate cell temperature\n", + "df['Tcell'] = pvlib.temperature.sapm_cell(df.poa, df.Tamb,\n", + " df.wind, **meta['temp_model_params'])\n", + "\n", + "# plot the AC power time series\n", + "fig, ax = plt.subplots(figsize=(4,3))\n", + "ax.plot(df.index, df.power, 'o', alpha=0.01)\n", + "ax.set_ylim(0,1500)\n", + "fig.autofmt_xdate()\n", + "ax.set_ylabel('AC Power (W)');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1: Normalize\n", + "\n", + "Data normalization is achieved with `rdtools.normalize_with_expected_power()`. This function can be used to normalize to any modeled or expected power. Note that realized PV output can be given as energy, rather than power, by using an optional key word argument. " + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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OFv0iZSjEdJXUKsecWyrx6nSJu8c0ODhxx+e6Kkg0ZvKDnMFupBEoLL0KVdeTONLH7YNqZ8ulDxoEddtlOl+lWrdQhMDUBI7r43o+CQ0836dYsVkoWSxVnXXrNwqVGmen8xQqtQ36BZ2JPM/Xz2LVYb5YZ7HqdNxnoWwzV62zULbbfi6EwNQD49J6Zim9Ois7nsTZZGfnXvW2uqqQ0DR0dUCRAmxu+qC+U7FcbhZqLFRsKnWLq3OFQMDVLGbyFWYKFWzXQVUkjuNSqK3PsrVYrnFpocJiefACbad7nm/U7/PXEELSc7FcF+n118rZbZRCqzFhs01WvRooYobGWCZGzOi9VvnA0gdtJRR86raLoQgKFY9rZY9a3cJDoEif60WH4bjCSFLBk5LYOqfR5WqVa4tVytXOSuaNYqd7npuqpOD6mH2MFBhNmRwe9RlNdb5fHiqKUPDor4GoavtUHBdNFaTj4Y/dnNnpitiwEL0mG2140FWBrvTHMj/I9EFbBtsTCEVgewqjKZMDKZVMTCGj+WiKT84EBUmx7iIl61bszxYt5ks1ZouDD3UNPM+1DTFGbIXg9LIlsTyfstW/Nkihkokbq7pkGIoHovHaR7rtzM1l3iAqlFVqFq/dKFKpbczz3M9Zd9invpk+6DDcSh/066wjfdBWYiSlczCXYCytY+gKiqbieAoLliBpGAyl48RMFdTuFLxxwyBmGMQNYwNavzobKXS2QnB6OqaQMjTSfbJwQkOorKEDsj2Q0qeTq1S3193UVXLJ9TsKD9IPbSZf48xMnpl8OBXKeq+Frgp0bbAztE7pgz7Ycws2AdeHpWqd568scWGmwFLZQvgeSc3H9iUGEukLhkyduK5huz6W44W+QccnMjx0KMfxicwG/5I72UihsxW8010/UOL2M1hBiKBDrSYcYrpOTNOJdShv3u113w4OsjFdoGsqsQ6RFCsF2HqvhaEFxZb7Ec4W1m3DJnCufV9jqTkvt1M80Apqjs/0QoXreYvRhKDgSBQBFcdHcR0URSFjaKRjGooisD0PV4b3L8qmUzwwJcimw8f89UtPsZEZMTbbDw0a4Ve2S1xXiPVzArzG05xJaAzHDTItjrWt92wrZCLZKFIxkwMjPqlYex3jSreN9V6L1nC9XlW/6zYrSCnnejvl5pM2FSaG4rhSMpZUqd6sMFcKqj45rkc8ZpLVfC4vOoBPNmGQjhmhb5CpArLxGpJ+OUhuBaGzkWgKKKL/fldrjSGJeIyRbIxE/LZf4fJ7tjOCxNsRN3X2DQniZntxsVKArfcZ7KcvXe920m1IxfKwfMil4gwnVZSbFUqWj4aHg0LRsVgqVpitSQoVm/0jGbKJ8A6y81WXxbLNfNokmw73na3gILkWWyHMJig92N8ltVhZ9asNSV1gCLEsgL3ZkYN75w/8ugzqfhiaQmKVJWGvg+htXzqB2ePzv4W7z8ZRtV0WSnXy1TpLdRchPSrVOpblUi2VKVVtHM/Fd118BDXbZb5kh84ykTUVkoZCtsPdaac0rVkO04UqNauzc2cY+mEU6HSMjdLPrafNG6FzClMbc6HmU/N9Fmq3n4FmWxxPdp2FxLICC6Jlrd+COCgjzUafp1k9fpBl7HYUMU0BX5Kv2wwZMF+ymC5VETLQOCvCRk0oxHSTrC5I6IL4OoYO2/WpOl7HB7zd8vJmocrpK3m0qSGOxLv3X+vH0rXTMTZKTxS2zVJKNAUShkpcFwOdFe3LxpgcirMve3um3ozZVUX3zq0X5iu8cKWA62V53b713fdB6e18P8hGEtcErOGH1/WssU+ysqNAE0J8Y6h2bMMU3L7vcX0+z+Wih+7FuDqbZ7bkMxaHpKlQsCVXKh5S1jCMCvdVHQ6Pq6GtMEs1h/myxVLNYW+bz9s9iB7gC5VevZz68ZB3OsZG6efCttnxJPOlKq/N1rhnMkkqmaAfQdlhBKphGIylTIwWV5ym/1RCX73+xGqdPNGoVNu0NawnsUEQk0zj2P1NqdRKMEC7pF0V6VV5+WaVu8cTJBJ3ZsPsZkDt56x7tRna4yve7yOQowvACEFs/DW2YQrumyWLl6bLzNZ9xmM+dSmRDqRzKvvSBk6+TmEBqpqkXq1yY7HM9aEUh8fSqOramv6k6lG3XZJqePF0YCiO4wkODPUWzN4PoTNow8Ja52t2clOVnJte4ukrRWJKjlPHkn2ZnYQRqJbrUqraQRKDBs2ojJgGdddHU9p3ytU6ua4qxFX1Vhxjue4yX7EZTRpkEmubcQeRbUMIgSaC3/b89QJfvljAcbO86fidAk1XBVKKICRLylBCKowfYFg6DgFSysPNP+D/Bf5vICel3AvkgP/e2L7tMBUfRdgkNBhOKuiKiqZBqeZxLV9jqSxZsGCpAgt1hxsVhwtzZZYq7QOTV3Jlqca1xTpXlto7IrbL/Fp3gzTE9R5DBbeCN/968TyPpbKN57UfAJozoaWqR6lWZyZvka8EOqd+jOrNQree53W8dpYjcWTw2qQZlVF3WdXTfTX/vXzF5ka5Tr7xbEkpcdehTxqEb2DSDLIEJ02VlOJRtV1SHSImmvejYndWuaykn1mWwyqG3ge8X0pZBWi8fgD4yd6bMHiqjgSpoABVS6Ii8RyYK8Nr03CpCDeBOiA8n4QqkJ7bscPdQaOmJ94qGVBXvK/UHW4Wq1TqvRkFbDfI47aZabLXy/W5Jf7y+Stcn1tq+3nCCBwvh5MaY9kkE7kYqfjas5ewwn2xbPHaXJHZYr2j8nskZbI/G2OkJd7zdrWiIPtxp/jZ1ZZU5VqVK3M1yrWg9pCQHsWajZDhnrXmsYENG8g8KdB1BU8Kqq6P4/pU13i+1iNeNQWQ/bHwhz1EBXhkxbbXs7wC1LYhpikoQsHxJTfzVebrPlUb5uuwSPCjGsWc0VUo123yVTv0w6JKm0LFQpXtZ3TtrGqaCiAarz2ywbO0fs8C//6lK3zkyQv8/UtX2n7e7LSKopDRAQnD5u22dCKsda5UqXLm+iLVarVjxzJ0hZhpYLSUWmse35Oi6/jZxYpL2bFZrART85sli8vzZW6WVrd6rrwHG1nvoXUWKIVKzNQ6xr0225MwwuucN6Mu538APiWE+AvgKnAA+Dbgf++9CYNHVxUUXOq2R82GQt6lQqCYr7fsVwGuzIJhzHM3KnU73Ozpy5cLnLuR58uXFb72gTs/b6cz8v1gqeH7vQkJXRUIBJJAEb0RepVe9Tae51GseWTiKqqq8vT5GS7PwdPnZ/iet3c+n+3C8zeqnJst8fKwyeEDErHKbwxrbDhz6Tp//dICWVlhODeE3sYfaqnqslips1Q1Gc2GP/5aVr99wwmmRmz2DQf6KA0fy3HRWL13t7sHG6VkaH1eT4xnqHqCE+PtHSyDSA6PpBE+L1wzhVK8D89q2Mrpvw+8AXgFyABngDc2todCCPFjQoinhRCWEOJ31tj3fUKIG0KIohDiw0KIvubhqdouS5ZL2YG647JUDYRXvc2+Fxy4OOcwk69SqIXToXn1KkXbx6uHn8DWHI9y3aHm9GbndH3QNIEiNk6v0qveZr5Y46XpJeaLgY6x+Rx3ep6b54tpYLp1pO+T0ew1lylhrWcfe/IaX7hU4+NPTnfUX6VNjeGkSbqNt7yUkrrtslCocO5GnoVCmWLVxvf9NVUAe4cznDo0zN7hRtyvopIwDVBWn6qvvAfN900n342anddtl3y5Tt2+U9krpcRyPBw3fNwzBDU+bN+n5gzQD01K+bIQ4gwwLqWc6eJc08B/Ar4ZiHfaSQjxzcD7gW9sfOf/IwiCf38X52xL3XYoVTzKVbjhwPwaU93FMhTrTugkfEYsQTpex4h1KPLYBk0VqIqCFkJINK1+gXWNZSb+4AFX1/QDsm2b6YLN3qyxzBUhDCvdBYDQvkeu63LuRp5zc1XGEirjuRRH9iTI3ahyZE/769WcIRQqDnMVm2LdYrbiUrNsdNXEVHqr43CjevtVAouLi3zhcom3Hc8xPDwMQCZhcnhULLM8NmcjivSZLVtcuD7P6dkqYzHIZdO86cgIqUS8ISTbt8mybG4sVjg2FBw3qSskTYXkGlXEW2dNvu+zWLaoOh4ZU0MKhYShriuDR61W49W5GneNxYnHl3fP1mt7ZrbMyzNVcgmdybHcsv0cT2K5LktlGwV5S02wFv3M4Re2cvoQ8P8A7wEcICmE+GfAI1LKnw5zDCnlE41jnQL2r7Lr9wKPSylPN/b/eeAP6aNAs12PpSIs2FAD1vLRXgIsuxq6GOrDh4a5UBA8fCi39s4N4obB3uFE25RDnudRqLqYWjADqzkenu8zU3co2R6HR5Lk0sFD2NStdHIhaPLSpRv85ct5vu3uIR6+K1zhruZSMWnAQjko8ZeOG2h4vLZY58RogkynSr0N5ks2V+cL3CjIW9lffUVDqMFrO1zXZbHiIn2H63mLuYLFy9MlHjpWw9Q1hPS4tFBDkR6xmMlkNraqe41lWVxZspjKmZimyZ4EUIbxZKCO+OSZOf721SXqls33vDUQaO0ycriuy2yxhu/aXJ2v8NyFGb5yqYACjGQTVGsW33zfPixXYDmibXruV+ernJ+vsydTZe+eYSqOT9WRVFYpqbeShUKZz529SS6mc2w8zVLdZ8gEqRocyMVDDVifefYs//OFAt91f5Z3fe2Dyz5rWplB48hwjIuLNY4M3+lepApJseowX6khkcRNg7gul6kX2tFt9fh2hJ2h/SZBvz4IvNzY9iXg/wJCCbR1cA/wsZb3zwPjQogRKeWyhJJCiEeBRwGmpsJX0/M8l+mGMAuzKPSBa3mP2irhKa26klw6wb4Ri1z6zs69Un/UJJc0kCjkkstvie/7nL06y2fOzpIzIWEYaAJqVp0vX1zA9lS+6Z4JvvZ1+zEMEymDxJS2q5FLGh2F2udfuc5fP7cItTz3HZ5Eb0mL0/pbIBh5NQUu31ziK1cKHB/WePFagQsLVe7dlyGuqpyed+CuHKeOxVedram43CxYFGouhXqwhC/XXTwneG3HQsVhOl9F9Szy+SLFMiwVSswt5smaCjOFKi9cnkMoOsf3JLGcHIdGUx070AuXbvLJMwW+5WSW15+Y4ui+GM8t1Dk8oVKzXPaYElNT2dPoZFJKak6wjHP929dnqVLnhUvzLJXLXJst8ZkXizSXLomFKnXnIsMxQSqTIRPXOaJliJvL0w+dGEswW7Y5MRY8K4qQeK6HsspqoHn+5vLyqddm+NQLMxwbTVGrVvjKtEVWd4nFEzw0NcRDh/YQN/VVB7hPvnCdZy5DlvIdAq11BlU2YxwaSWGayyMmFotVzi9UkHaNubLPgaxJwlBYLFtcWaoymYkxMZRACHHHbLqfMalhBdrbgL1SSkeI4EpLKeeEEHt6Ont7UkCh5X3z/zQrMuRKKR8DHgM4depU6AX43GKZ9Wb7n87Da1fmeOTkobafW45Hse6SNlUuzxW5NFthelznnsO32orjSRYKFV65UebuyTQTw7cVq44X6BEcTyLEbaFXsTz+/MmzPPbVCgYwRjCytAriV29e4EbZ5p4Do+wdSiAVlbivrGoUmC/bzFnw3I0Sl2YLHN83euuzSs3i8mKdg8MxdF2nYrlIKfn8mWs88ex1Ei68lIcScPTsAod0uODBXrXAvVN7KNRcEoZKOn5nJ7o2X+CpczNIw6RSCbTrY9kUQymHsWzqlj6q5vhk44HlUHgOs0slzl+f47NXg9/+4jU4cG6JWt3m0y9d58xNC92DyfE477p/kmz8ECPpWNtama/eKPHS9UWODSm8/gQkTBNDrSOFwY1ilWwmzdedMDm+P5hh266P4zhULIeY4rFYDmZys4sF/vbFy5y7Wueas3ymXwW+dNUja1zm6P4xxtJxMqbG/tHMsmvieT41y6VuB9dYIIJCyiscH1oHwrrtcm2pTtqE64sVPvXMOT57GV65XOH5ODxfDjrL3ftUHMfC9eB1+3MMJ807VBRNVBG4WrTTeCiKQtIUQam+ep2rS1UO5wx8P0nV9vE8jy+cvc7fvTJPUvNJpJKMJFT2j2bxPI+FQhXXcTBVga7rwQDh+kipYuqNvuFL+uEcHFagFYBRuDUAIYSYan3fR8oEhocmzf9L/TrBlat3iOIAACAASURBVJCZN1spAx97apbvfkf7z4vlCk9dWGR/zuDCbIHrhTrzpdsztLrtslB1+Orp8/zB6Tz/+p4sD9x7kj1pHV3XKdVtri5WMZQEilC4ulTjQC6OVSvz21+tAEEe9Ottzv1qCf7o89d44EiJd94/wdGJYebLHqqQaMlYWz3GWw+n+diLZSo1eP7CDY5M5FBVFd/3OX11ji9dyPP6gykO7BnFc2yuLNX4vU9f5/yK45wvc2vbr/9dnn0TF7lWlDy0P0VuaIicCdMljwNDBopm8MpMnhduQCZmcaNYQ0rJ8bE0B4Zdjo+lqdZtnr+ySM1xOTGRJZOI8eTp83z4Kze4POvfEuQzEp587SYz0/DJ6dvtOX2xxrX5C5yYzJCKjZOvBZbpXOJ2VljDt7AcB8MPRFDZ8XF8mC/XKFXr5GIah0ZNsqk4lmXxynSBmcU8izVI63CzbDOcNLhybYa/vtDOlMSt+/Xx8zZ7L1znoWMpDgyZjGYSuH6g6zR1leevFXjuSp6UBnv3jOAjSMVNVFVdJsQWyxaXFqscGk4wt1Tgk6fnGNHqfOligU9fblwTD2bKjecN+PvrHudnbrBUqLBY3svr9g2h6QZ70rE7ohDe/fARiso8735wdNn2pgqjWrdZrDq8dn2J125UOJgCqRi4vochJJ9+6hyfmA4EikqRp8/NUC6UGcqYfPHMPDFDY3rMoODqPLw/RTY7RFKDitWo2SHFQNMH/Q/go0KIfw8oQog3Af+ZYCnab04DDwB/0nj/AHBz5XKzF8qL7R041+LLlc6fPfLL/3jr/0nATMPiouTpi/PcPZ5gsVznH87N82dfmOalAriVKj+QHeP4WIKYGaNu1ShXLAoJjaQumC/VmExrPPGPLxHGWeSiDRfPFPjzMwX+5XEwMsM8eCDHm08eYCybwHVdZvJ1KqUlnp2xKC5UqALnivCZM9O88cQ+xrIJXryW58/+9gX+YRrOX4CTx/ZTK5d46rXCHcJsJTeB7/+j1xhX4Q374dDB/WR1l6Jr8DVHhjg0OYZtBy4ysg4XbxSo2y5lT8FUFWbyFf74i2c5fWkOPZZCcevU6hY//onptuc7XQj+VnKmBH/25Hm++xuS+NKn6kCqkfZHSknZFSiaQtWRLJVt4qoLEiwfri5UKBjgqwa1nMH5uQpPnpvh1WuLWJZNKe9ypgj7M3C6GOLGANMSpl8rc/O10/zcjxjM1uDISJKJ4TT7hkyGYyqK9Lg+t8hs2SYTU8nENK7OFvi705ex0DiSljy3KHj70QxPvnyZx54skQDya5z7mg+/90KJp66f5d0nhzh+5BBDMQXbDWJPLcviwkKd8dEkbzwuyOaSVGoWPgpJM5gNXporc2lmltNzFqJeplhRuTgLFxbrCFXDqOdp3iK38ffsPPy7j1/igQl4/kagthkCMOANBzXeev8xjoylGEolUOIGqqb2JcGjCJmyRQA/DvwwgR7tCvBbwK+FzVwrhNAIBOh/JDAK/BDgSindFfv9U+B3uG3lfAL4spRyVaPAqVOn5NNPPx2mKfyrX/gEX+xyvnfpl7617fZD7/9E2+1p4G3HBEdT8Ctflbe8i/YA3/WWPYzENF66tsBS1WMqazA2NsbhlMOXbih8x71DvPfxl2jfncPxhr0qP/NNh3C1BL/6yRf5XJs5tQZ8y2GFIxn405d9rvcWrNCW978xxYGpKa5N3+BD/7hIEXhkAn7mXffyyuV5nji9yMvX7Vv6hcMpuFju/bxDwMOHk7znngyHDx9Cw+cTX73EM9cqvHmfjjk0xrNfeZW/vAnHE/DIXRkcT2F8OM3RrMKnX7jMU5egX1lN3zMFfnqYNxwe4p0PHsTxfP7q+av8zVcu8MwcTA3D9z2yl+r0ND/7QvCdBLBHBSMLbzmY5fHn2kjxkHzvQzm+/ugQs57J1x8d4tlXb/CHLy3whlGYlxkmkw5SClwpuHsyTSJm8Px0mS+/fJkXb8DBITg0kQNriS+cCyyE8120Yww4PAJvuXeSdz98kGw2G9pCLYR4Rkp5qu1ng4r5E0L8LIEwa+WDwIcJDA13SymvNPb9SeDfEbh3fBT4ESnlqsbI9Qi0TsInDOsVaOvF5LYu5puS8DerzArXwxTBKLTVSBIEBl/b7IasYIxgydi96FibUeAX33OEr168wYeeCeezmCTwmewX92XgYhGmEhAz4GYJrjdcIbPAA5MwW4UzLRciS3+vyw8+lOb733Y/I9l0KFeTngWaEOIC8JGVLhpCiBellPeFbPeGslMEWkTEZjBKdzOtfvF/vj7DD73z9aRCZIZeTaCFXbFOAm8WQnxcCJFq2X4o5Pd3NLYdLoIgImKrspnCDODXvlLk8s3Fno8TVqA5wNsJjGxPCSGONrZvnxw1G8i1pc6WroiIiHB8+2891/MxQtsUpJSulPJHCfKgfUEI0cGBYfeR1CO5HhHRKz2mAgTCu23c8naTUv6WEOJl4I8JDDC7nmofgmojIiJ6J6xA+6bWN1LKzwsh3kDgWrGt8P2NyRcVERGx+axWJEW0+Jh9WQixcnl6HQidPmir0ClNci90qigdERExWFaboRW4HXbkcqcBQDS29SPH6sDoR4qSlaRiu7IaYETElmO1nnhPy/+HN7ohg2IjSn1VrF6Lz0VERPSDjgJNSnm15f/Lg2nOxrMROddtNxJoERFbgdV0aL9PCD8zKeW/7muLNpiNCPVq1lSMiIjYXFZbcp4bWCsGyEYsOWNGpEOLiOiVflQsX23J+cE+HH/LEbYuwHqI3DYiInpnfO0wzjUJPbUQQhjACYI41lZH28/23ozBUar3X4fWj2o1ERG7Hb9j6aTwhC2S8mbgTwmy22SAIkGqr6v0Z6Y4MOJa/wXaRriCRETsNib7MEML2xN/BfhlKeUwUGq8/jxBJahtxXyl/xbJjdDLRUTsNvx47y6tYQXaXcCvrdj2S8D7em7BgMn2qVxWK44ng/TCERERXXOyQ13W9RC2d7dGDcwIIe4mSDSa6vyVrYkn+z+b0hTYF606IyJ6IpvJrL3TGoTthk8A39L4/8PA54BngD/ruQUDxvX7r8B3PMkG2BoiInYV6Zi+9k5rEMooIKX8iZb//6sQ4imC2dlf99yCARPrse5fO6SU/auxFxGxS/H74PTelUeolPLzPZ95k6hY/UgjdyeRWSAiojf0DpXu10NYt40pgopND7FCbyalvKvnVgyQ+gbEcsLa9REjIiJWJxai4tNahJ2h/SlwBvgZYP1lx7cQQ7H+ZzsSQrBqjb2IiIg1sbzBLTlPAm+SUm571Xd5AxI8akpwITdmMRsRsTtQ+qC3CWvl/Avg63o/3ebjed071o502F5zJPu7PmpERARAJmn0fIywM7QfB74ohDgP3Gz9QEr5/T23YoCEKTXfiU4T4oShMDUKlza7uGFExDYmk+g9mDOsQPttwANeYZvr0OI9KB47lUFVFIXJFJtfrTUiYhuTTvRemyOsQPtGYK+Usmt3KyHEMPA48A6Crv8BKeVH2uz3s8C/h2V69vullBe6PXcr8o5aL304ppQoMQOIKqhHRHSLoQ0ulvMFOquQwvIhgh4/Dnw38BtCiHs67PvHUspUy19fhBlAXN+YWE7Tj4RZREQveH2w14WdoX0W+LQQ4re5U4f24bW+LIRIAt8J3CulLAP/KIT4OPA9wPvX1+TecHowDXcKndVVwWy968NGREQAWh8SpYYVaG8mqMP5jhXbJUFs51rcBbhSyldbtj1PZ8vpu4QQi8AM8OtSyt8I2c41sZzunSvSHba7rotT7fqwERERgKoMwLFWBMm+fgC4IqXsVhqkCJJCtlKgvYz4E+AxgpngG4CPCiHyUsr/2aZtjwKPAkxNTYVqSC++e68bbb99Ol/jbGQQiIjoCV30vuZcU6HUqJ7+ItDL2crcTj/UJAN3xnRLKV+WUk5LKT0p5RcJ8rC9p0PbHpNSnpJSnhobGwvVkKFE974u+3Pttwvps9T1USMiIgCmi73H24TVkD9HsGzsllcBTQhxvGXbA8DpEN+V9DH229C6Nwp0cslV8KNsGxERPRADkn0w2IXVof0d8CkhxO8Q1BG4tXALYxSQUlaEEE8APyeE+EHgQeDbga9Zua8Q4tuBfyCI9349gVPvT4Vs55r0UiSl1mEAma9GQU8REb0wBGQG6If2tcBF7lTihzUKALy3se8ssAD8qJTytBDiLcBfSSmbWTz+ZWM/E7gG/Bcp5e+GPMeapMzlk7044T2F3Q7zxPF0H6o7RETsYkzAsmxI95aGO2yCx2/o6SzBMRaB72iz/fO0pCSSUn5Xr+dajeqK4PT1eI9Jp/320UycFIGiMCIiYv3MA2dv5pkY7a06x3rqcuaAdwH7CFw4/kJKue104TVr+bpxPaHqRocZcdX2mWCHlpqPiBgADuD0IflqKC2cEOJNwHngR4D7gR8Gzje2bysqdvd+G7UOa1Pb9YhFq86IiK5JAmZX+bOXE/YQvwq8V0r5R80NQoh/Afx3AsX9tuHAcPcR/fkO0QCGpnJkFF661vWh26LQm69MRMR2QQOcPhQwWk9dzj9Zse3PgGM9t2DArEwftB5/kFyHon2pmIbSe8GaiIhdS8oA0+g9H1pYgfYagfWxlX9OsAzdVsyVluvQ1jMmTHRYVnpSsLDQfZs6EcnIiN1CKg77c70XGg675PwJ4C+FED8OXAYOAceBb+u5BQNG9JBF/Pxc++26Knh2ZWBXH0hCVKsgYlcQ18HurgjdMsK6bXxRCHEU+FZgL0FK7k82XDG2FUFoanfc6OC2IYSg0vVROzNGMIPcdqbkiIh1ko73p4BRaJHYcNH4g57PuMn0koJ7TwcfD9mHAqntGBqGuW03ZERErB8B1N0NrvokhPgcq6uZpJTybT23YoAkjO5HgYkD7YWh5XhkuDOdSK+4IsjBFsm0/hFV59qaWDJwf+qVtWZonWZk+whiLHvX4g0YT3a/5NyXbe9Z63iy78IMIK7BVAquRSEIfUMnEmhNNIKUNxWCiJmNWWeEI6f3JwX3qgJNSvl463shxAjwAeCHgD8Gfq7nFgwYBZ9us/9nsu3DMpKmSgzod9LapQrcPwxfjARa30iwzav89JE9Coyn4VohWF1spgGqLgVJs3e7fthIgYwQ4ucJonvGgYellI9KKfvsSrrxFGtuV8JsnwKvP9ReoCmKwsHemtWWYhk+e2UDDrxF6H91h9VJA4lBn3SLEidwlajVA6PTZlvThzTQtN6tnKveXiFEXAjxAeAC8DrgzVLK75FSbjv/s1vI7tbp6TQUnc6Xa994tw3qzA1WFHDYYQw6CkIAfUhbvyMwAFOHkrc1luCJeIK4vvE1BS4RCL1fBp4GxoUQy7qulPKzPbdigDhtdGhhFPp1F+pWB78NYDxD36VPkiApXER/8ABVBW2LdOKV6ARB2oPAAsr14BlLwoa4HYVljwITuTTFuseI3tuycy2BViPQFf5oh88lcKSnFgyYXHz5TzYIJ9BqFrh2+8WqlJKRzPLHwiC4uL3UTqkC7x6HJ3byNG2AxICxNOQXgoR8W41BCTOArIBsCvAhsQSVTbQIjKTBME2UPszZ1zIKHOr5DFuMiuUGyeQa723COa46PpxfbK/2dzxJPB6nVaAlgbgC1R7u0X1ZOH7XHrg52/UxUgTGigSQ1uCGu76USTsJARTtwevuthojQCYOQzo4LvRuW+yNmgPlmoXtDqBIyk5jqXbnOBhmuu37MJZsf7l0VTAc18g23seBURWO7OstpfCb70qxJ2PSISZ+TeLAHjVw/TgyHATXH9giAaK9J1sOjyDoxMlGopXNXsanCWaLrU/TILNPKYCvQtEBRxEcmhQc3CRJoBMUGJ4tWz1VZGvShwxE24vxtInB+q06SRViHbIBCCEoubf9eHwgPQSHh+OksfjqVZhjfXqbBKCaSXzPIUZ32XBNQNVB0YJYuXTc5Hy+v/asbvQ+OQLlvDWgZY4EkgKmhjVSus+Vkj/Q5d1KshosucuNIoOcJakCxuOQSqhIBIfHshxKFymddW61pUPY8qp047RsAKNpjRPjWdJm71dh183QTF2jmyQlsRjIVWrVK759qzyVBkgfPGHw4LFx/umDOY4a4b2QTWBfOhCgBc/A1Lu7UVXA0ECR4AuFlK7Qby+QMAmTVz6m2RjsGwq8s8OQIrgmvYy+JQnDSZO9I5m++wuuB4XAurhyVdDX0mZrUJWN8wkVVYmRSMQ5MjHCXaOBjvHoKEx2cdz1CjMFuGcUXn9khKF0vC+hT7tOoJVtvyuP6LkK3Cy1nydJKZGKQVJtxKQRvO7LGSQSaXRdoUp4T+yTWbh7MsPJyRRHsyojqSBQfb2YwJ5M0BbTVEnH9LZCYT0Pr0YgYBQCY0rSZM0lcevvVoFkAo6OaiRCLn/NxjF6sUz6gO265BLdL+F7odnRfEC26XUOcDw2mKVnEfjKLLxwxca3yswXLVAFZkxQqMF8OdD/bjRJYCSlcmQkRrnuYncwuq2HXSfQUobCaBcz2yJwZba9ts3xJKMpk1QseGA9QNfh0HCCA7kYw+kYwg4n0BRgIqui6Dq6qmILnURMvcN/qtNonuP2TDCpQKUOrgRTURjLmhxN3vmddjPWcQK9k974SzWOqzVeszTSJquBrm41WvVlHpCvwnTeZTbkuq+XmcswQZt9QBUaE0OJW0aRQeqtWuf27RK+OMDkqDIQd5JRgsFhxoNPX4dCxcJxXfIlSd4FR7LmGriXVIyt3x2Kq6BoLNRcFquRQFs3Uqjkuly7xNT29kFdFYxm4iRbem4SME0DwzCYTOmghQuNSgNmLIGqQN7yUIXEdTxWZidu18mTwMFMo8YhMJKFc4vwahEuXrLQFBhKwMiKL698jMaAsTjoSnAeHRgVDWfMxp8AUMAXy62mCoHAa518ZQUcIBAsKoFPHzK871NS694ymzNhQoFDY/C6vUkUbs8wu60v1E0Ac2snNoz2969c9dcUaCrdCZNhgutwNA7HJ5ef/VK+guK7WH7juiTh2ETwDLVDAyZ7kBzN580nMAhkYxppUyOuDzB90E4hYSiUurhuCUAz2kxvaORYUxQS5u0qAJcLMJY2kShYUkNT6bhmasaWmsAj+0EXLgKTiZTGYr7KQvlOJW1zxI8TdHabQKDF4jCsglKCVEyw2JgXnpNwbb6MrwmmRhUW5m6LiCNjMNNyAgF4Oti1oAN5wKUWgVpoaYSoBAJCJZjRxVQoekHHcAgesLFhODYEc5ZOWjrMYjAZh9y8vex3JRvXwOa2EeSIEvwm2WVpekWFgyOQSyWJx0zmyjZVgtlZt/OBPRrMuuF8DBWCAUIFpgmubVYPhGmru1AaKIeQ2vtjYAh4bR0BqRngvgnQDZ2642CoCq1DxFLJ49UrS0gHhjU4PKozlklydTFPtXLnY6sQDIx+Oag63i0VYKlkk0uZGDHB0AALDe8YLMfrKop8LAYn97RfXEkpcW0PtWUtYVmBoSDvqGgKPHJY5+IZ545lpwmcyAaWp2TG4N69GfKugis0Kq7C2SWf+XrnGUqtcQwdiMfgSM6kUHO5ueRxeXb52RaqFopQOTmR5bm5266lbz05iqvN89RM8F4BxlICRZNoHlwsdLYKS6BEICBy8cCaqvlQLQeX2STIonBi7zAn4mlEdYmnZzxet99gbmGeuZZefd8YeA4s2eDUoSYhlw0MMslScJ714nqAoqKpGqqu85XnL1Bg/U7PzYLUkwLGR8Asw9k1ppgxgudmbwpUBRZmAyGqKHeGfTnAiTGTs4XlV9qkRYWgwlhO5VBSos76LBXDBad4wEg2yUQ2zkvX5pleITnLtSCjy1wdNAWk0IgpgpGMwkLFZ6UXpA28fkphwdVZetUKbYFXgXEVKt7tQXE6D3UviIf2+2AW2XVLzkLNYWnF07RyCbFSyqeBTFZHmu3VyY4n8VSVuHFbK2MBr87ZVOsuQjd4yz0HmVjxvTEl6Ci+obI3AyVLEtMkd+9NsXfIZDhp8PDeOEfHYM8qv0kHDqdg74jGwckxfOkxByx6gcJ/TIW37w9mT9cWXJaqy7vyWC7JW+/ax5uScDAJ/+xuwQOHx/mW+/bxzgfHOdJp7dEgB2RV0FMwltPYm1HZO3x7tqWpHqau4vmQr7osOQ6GEMgVRoHxIZNcWqHiwLwPQoXhDIwNZTg+FgiTMdbW2TURgO7BzIJHsVxib1zwV43euR5d1RjBck0Hshl45NAobzyWJtf4vGkoaXf+mAbjIykO70ljEQwAN2ZaZrkNDgDjbarwpAUcyMKxScFwAgxd5/6pEb71oUkePKzf8n2EzkvRlABd9UknDebm4cwKR7wqUFgM2hskWgSh6eiG0dE44AiDyeEMI2sYdlrnXPtUeOhgjDe1mLfdOui4XJwrUa/3bn/edTO0uK7eMUtaOS7sMcCyb4fHCEBTJJPtV5zoquDevTnOHyvxmUsVJIHe6OGpDGUH8jWHA5k7v3x4FFwXDo2lKBUKLNQcrhZs7jmaJp2SjGcTxDTBm4+Mcild4Mx1hytW0LFMgsSPaeAt+yGWTJFOJ7l/f4ZPPXv7HHdl4bU6mD5cWfS5ZEHlyvL1ipQaDx3JcbNQxyzUyO7JcXxyGFURqHjUbI/R6SIvXLZvzcaWCNrx4AjcPRmn5GlMpg0cq875ooeoerd0ZDfm4fL0LAtimKRbomipLFUcLqwY+l+5YvHgQQ3f8bGAlISkqnJy7xAn9sQ4O1Pk0kKd6YVAMMQb1yFhBBEA1cZ7laASd4Jg9L/iQn7a557r4bPW6QTLwjkgrYPtBLMow4Op0RQXlzQmkyUKleB6DKnge0Ebhhttc5QgrOfoWIpA3R/MMS+0Od9rgPfKnQFZ8xJyVXjTyVFem56j4AepdiZzGYSU1Go3mC4Fy9CqDaUW41OxcS1yGUilUgyZKhfbrLNzDQeyBQAf5ss1Tg4LMok4I+k6lwvB9cgQ7GMCimezPxfn6ITKwlWPMoHKoc5t3ei4AlkDXq0H3zmwB47uHaZSLkPjXpR8KNQ8rizWubRYYWpiJPQ9aseuE2iZhEGGIJNFk9ZBRiNIyCFbPtOAat3l7LzNG9scUwhBMpnka+7ay57PXOUmYBpwYM8wVxdrFG2YXijdsWx7+6m7oDzLF6672LNQdyDplkgnY2i2jxQqxZpL3lHJJOOcOpHiRKlMTapkdJfXbrrE4yp3HxxCjyUYSZnsGcky2hgWJwX8fWMqMD19+7xzK6yL+0bi7B3OsD8juJCHAymf4xMZqo5LrVpHMwxG0jH+yT6baUcwjOSGB/tTKg8dnWAiHafmQS6u8/K1Rar5Iost65AZG84u+hRFmcWbMIvHnJZnZsX1eNWCqZJ7axl104MrJY83x8E0hylYUKj52HUbpQbjWRjPGiyVbdQa5ERgddUEaPlghpfRgTrkPXh1Nnx1BofbekvHgWaerBfKIFUdx6szOQR5B8aSMJwIrLeWgKwpcF1JxYOp4SxvODbKP76yPNPWIYLMD61c6LB2u+RAJqkxFlOp1H0U6WGqKumYxsHxLCNZi8VKnaUaxJ3AYdmzgqSJugZ7h2PsG0qAprXVthTd5UvX527CkKwiUgpKoyPEga/dDx+/Fqw+liyfoXSKoxM5ZovzlOowEoe5IlT8QB96ZA8kZHAtU0k4OJplLBMjG1dpRk+Xgb0jSUYXbbLx3svYDUygCSGGgceBdxAMoB+QUn6kzX4C+CXgBxub/gfwftmnxP2KoqCvyPDYOgN3CUb15uhmEow6roSReOc1fkyDbNzk1FSQw+zkXoGPwv5cjHq1wk88fuaOVNrfeu8+PvblIkv1RSomqBrMixwjSZO86hLXFVRNIaYLpGoylNSYxkfWfJKawkhGomkxNDPBRDZFMmES03X0xl0dyQTGibUYTWjEDBULHduHRVsDVcPwBbN2jblijbmKRyYRY78wwKtglmA0lcA0TCSQMHX2DSexbYuq1LlYu8bZxgzMBu7eE+Omn+TCzToe8LfX27flMyuk3LNzsPelK/yLt95LLmlwcjKDLuaRRdiTUUjoAjuuM5qUeEJFUwS+5yM8m5oGaRXG6oFw+usL3TlFGIJlPjcTGZ2EkSWlehTceYbiJif2pFiqe0jPYc9whjHD5ekZl/unsgylUhSqyx/fI2NwKaQ7vgOcn60iLY+5ske5YnPkgMaNgsJCXeK5KkkzjmkIJjIxdN/FVgyGdIdziw6TmRgj6RhHOhTZXmlf8IHPzcKBahmrIWQVAot2k+tLcNd4Bte2KNdqXM3bDMU0oEYtD4dG4djkMHFNYbhqk4ob3Lc3w/hwmiFT4RhXOQe8aQJet3eYZDzJVG57GQU+RPBsjwMPAp8QQjwvpTy9Yr9Hge8AHiB4jP4GuAj8Zr8a4q/QsK/MNlum4UvW+EwDMnENT3RWGJTqPgXL5ZHjk7gxi3fcN4SuCoTQefyjz3C2zXf2DSc4NZXjckFy71SBV6wc3/NAGseDlK7io7B3KMW9+4eYzZepWA44Lo4HTkwjFxNoZowDQzr7xxKgKChCYqhBmw/k4NkQAu2FK3kePpnFqZaZL1URdZNcTKOmCvakDUYySSqWh6aZ7E/HkI4GGqQTgkLNZTIVZ+9omolsnJwpsEWRlJPkcw2/PQ343rfdy6WSZP78Ak9a/P/tnXuQZOVZh5/fufRluqdnhpnZXXZn2WUTlg273Gq5VCCBSISQCyUBU1S0UqZMQCiTEpFIFIMaQU2sXChNKkHFaBQkmsQoIcYCggghVLaMAVKQKLLcSnZhYWd259Z9znn94zs90zuZXWZnerrPDudX1XW6T5/T5+n3fN97vuv7cUI/7FrgpMp7dsLbtsf0lYtIUHypQKUYUS6UMM8jDGIgoh4nlIKQWl8Fv1Dn2/+9jwh44wAHdD4crjaugSdbHG0QFhgIxXBtnKFqD/3FkGJPcPZ3egAADhZJREFUwFFhSLXUx9aRPjxLGLMxVtVKlEKxaU0VHp29Gf39JdcKv0CNju7nR8+6msWDj+zj9BMLDJZ9Qonhakh/JWAi8RmueFTCXgphwGQ9Yk9jAgo+vudTqfYuOFpzgusoaGaVvUCtpT1tuAgNxGTiAT6lIGRkIKTgQalSZ+NgjS1r+/EsYV2UUC0XWTNQJsJDYYnXDcL/7IH/eAHe+sd3c8MbQ4674IIF2+Ng6kingKQKcCnwMTPbb2YPAP8MvG+ew38J+JSZPWdmzwOfAt7fLhYzo3/OsI25VcFGy9ZwvYerq2U2DB2kEQ0oBiCDs94wwgd/5vWcs23jzJJ5983zJP6FIbfdsGYV7zxlhPPfdAa/d8kpDK1Zx8vjU8Rm9BQ8+qsltqzpIzJ49pVpxmJRKQYM9xY5ZrjC+sEeSsUS+xrG2GTCZAMolxkuQKXay3EH4W01wXOjExR9j71RAIl4ahymI8MwwkKB0zf0s3lkkBNWl+gv+6zvL7KuT/ieUQmg1hNSLLhn4xN7phmdjlm7emhmHNM7VsOqwUFOXT/I1e85jku2DnPlRZsPasu5mgQC340hlBdQKRWoFjx6CgFrayHVnhLTccKe8QbTCWweLnPe8QMzA2efHIWLFjOXJ9VRA9WZiMQbgcD3wYxYIT2FEL8UUg4K9FVKrO4rMVApMVAtMdRXIiwUiMzjpGMPBLh4+8iCrn3agLtX41E800zy/WkYqhbZsKqXzWv7OfboAdYP9yM89uxLeHrvNM+N1Ql9j6NrIf3lgMFqyOpakS2HUaub27P+SItTHzPwBKHv01v0iAyi2KPaU+Tovhqnbehjw3CVgVoPtUqZUqmA5OHJw/fg3rS5cAJ4bhI+em97ZtdquZZgO+Ai0qnAg2bW07LvWuBcM7tozrGjwAVm9nD6+TTgO2bWO8/vXoEr0QEcD/MWhIZwVdyZs4KBNccqLPeCGUkSY4mri/hhmSRuWtbAzJIkxuLIGvWJePyVF7G55bvmz3q+/CCwOIrmO0Z9R28NiuWQJG5Eo7uessbUROu5M+fI8xUWixY3GsRxBKAgLKhQrsovlLAkNkti4kYdPyxgSWKN6QnMDEnWmJ4C8Cv9w/H4K7sBvJ7+ITBTobLGC0IsbkxFY7uf8atHrSFJ4nhi9CUsiZE8v6d/OJkc22NmJklmSSIvCOUHAfID+UEBIXlBaEkcWRzVLZqexMwsiSNJwvMDq09N4AehV6z0JhOjLyPJrfdnhh+uIW68gB8WwoG1zud6viv+JnFj5n1TSdyIxnbvbI6xlx8UFJZ6sCSxqDElzwuQhBcUiBvTSVSfJIki5MnvHRyJ9u7aSdyoh0MbtrZeJzFCT8xcL96/51m/XBuaSQeSLG5MRaO7npZ83+8dXBeP791FEjXw/ECeH+CHBZIktrg+DRKWxBbV63ieJ79QJIkji+rTeJ4f1IZHFJZr1pgci/a+sDMYHNls+D2eaLinnxl2oC3iib0veOXaUDK1/2VrTE0EtVUbo7HdO0mSGEnI88ESzFBQLIGZ/LBoSRxZY2pCXhDgeYE1picsqk8rCAt+bfgYeX6IPM+SqCHPD6K9e14JagM1i6NphcWqyxPyZu5NEjeS+uSYVyzXMIjGdj9lUb0uz/cVlnq8QrnX4oab9WdmSVSfJI4aeJ6Ppat7W5KAZBbHQW3VMQqLVYsak/L8MN7/8vPJ1L7gwLx6UG0ws3lnA3aqylnlp2MojuI66eY7dnTOcVWXuQ70vmZ2C3DLoS4saYeZnXb4yO2VpB31LnNI2hFlxBZZuSfdtkcWGJoc9Zf2re02w1LTRafGoe3np2dS1Jh/rOTcY2vA/nZ1CuTKlWvlqlMO7SdAIKm1SedkYG6HAOm+kxdwXK5cuXIdoI44NDMbB74GfFxSRdLZwM8BX57n8L8BrpG0TtJa4DeALy3h8oesknZQWeDIAgPkHK3KAgNkg2PJDB3pFICZcWi3AufjBhx/1Mxuk/Rm4FtmVk2PE/AJDhyHdl1e5cyVK9erqWMOLVeuXLmWW6+5yem5cuVaucodWq5cuVaMcoeWK1euFaMj3qFJKre878r/STsyZrbdkqRCy/tu2aLa8r5r6UvSJkm19H1X7ouk0yUd341rz+F4i6TzMsBxrqTrm/dlOXTEOjRJI5LuBG6XdLOksjWnWHSOYZ2km4CzALrVEyvpGEm3AbdIujFl6bQtjpH0deCvJN0qKeg0QwvLrwKP4SK7dPy+SFov6W7gDha/dEE7OIYkfQv4KnCidIjoCsvLsV7SXcB3gD9gccGHF6Qj0qFJGgTuxIU0/zxwNnCbpJMPeWJ7Gd6Lu0G/BVwoaSjd39HSgKQrgR3A/wH3ApdJujX9rlPBB64H/hN3Pz6OG5rzufS7bpSOTsbFoDxjzmDuZVNLKf2TuIHgj5vZppY5yd2ww7XAHjMbNLObzazj6ytL+iLOHj/Bze2/D7hwua53pAZ4PBUYN7OrACR9D/gK8IuSdpnZC4c8uz1aDfwJbqrWlcD3gG92sjQgqR84DviQmX0l3fcIcJ+kq81s4SFaF88gXLSZC81sR7rvAaA23/zbZWbxzSzGBYC9AzgTeFzSM2bW3iXj56jlf/4scL+ZfThlOgOXmfex+MWrDkvpPakAJ+HGdCLp59Ovd5jZzg5xbMJFKzrZzJ6S1FwdcYaz7enDzDL/AorpNky3Z+IiUBdbjnkPLiTRZcvMUEi3vcBA+v7vgC8CGztoC+ECiZ4G1NJ9HvAW4CGgrwMMwZzP23ERT8aBm4B3N+21zBz+nP1fA04EPgL8E7ClAwyldLsVFxXnKtxD7ofAd9M04neAw0+3q4FncA//24EngLtwJen3dSJ9ztnfzLv3A59sptd2Xz/TVU5JA2n16QsANltk3gV8H5domvoqrrS0vbVxfBkY6umTZZ+ZNcMGfgZXzXnzcrVTzMNhZjZpZjvMbCxlSnBBdvfBghfjWQpDlG6bpZ+1wJ+ZWQX4NPC7wPWS5ouq0k6OON3fTM/P4tYd+UtcjM73SrpR0knLyDCVthv+CFc6/BxulsubcNP3zgN+LT23bdXP+WyRllR34ZzpLcDzZrbFzN4B/CPwznba4iAc1vKdmF2X5h5gg6SiLUMba2YdmqQTga8DpwObJV3S8vVu4EHgHEnHwkwj+DeAS81s6UswH5pBLcfIXFXr33ElkhPace2FcEiaidPYkoAuBp5oZvIOM/yLmf1papM9wI244JxtS7iH4PBaMsipwI/N7GVcnM7rcSW2+dYnaRsDs/npcuCtZvYXuEgxDwG/A/wKtK+T4lXyCLh50ds4cKGsbwKvY2mLny+Io/mASR++zf8cA1Uzm16ONt7MOjScwb+MyxD3AJc3S15mNpHumwKuaznnGeAZSX20R/MymFnS8pRtbj+LC3V0lqSPSLpJ0mIW2T4cjrilMdpLnct2XAkBSR+UdNVBfrPtDC1qts3uwzXOt7Ob/lD3pJlJHwZ+X9Kj6bUfwK1JcvCQw+1hqKelowjX+A2ztkiAnWoZ1rKMHM2H2cPAt3HNEACY2Q9xQXDb8tB/FY6kNX2mx96FK4isXo4S2rLUoxdZ994CnAusSj8XSNuBcL2YdwHXtBwvXG/J07j2q3cDjwCf7gQD89T/gZtxCfcl4OJOcqT2GMD1/l6G6/HcBbyrk7Zgtg3nDbhmgT/qcLrwgL8FfgB8IN33dlyGW91hWzTnSh+Pcy7XLOb6i7VFuv9Y3IP+LlyV9yFcG2NvN/IJ8HrcA+b8pdjioGzL8aOHaRwf+HNcZNp7gceBi+YcU01vxv248Lut352NKx19F7dmQccYcE7Ew62n8hlc9WbRiXYJHE2ndj6zDvWGLtiiFzf26xu4ktlvdyNdpJm4p1tpk9kOmzNxnRKjuFXOOs3RfLicAPx6ytINDjHr3FcB/wVsW+r9mZdxOX70MI10Em481xCueH4drq3jnDnHbQP+Hvhsy76w5X3QJYZmT98lpL2NXeLwcW0YN+DaKLrBoNSZXMESSgBtvCczpdcu2WIT8OEu26I1jyypV7Ed92QuU7tfy/KjCzBMX0tiuwL43zkJ8HZcD9WmlnMKuKCQdwN/iOsUeFsGGN6eAVs8BJyXAYYlVSNWULpYEbbIEseCeTtxkZY/ehyukfJOXK/IBly39n3AKS3HnYQb/X7xnPPfhRuO8Dzw/iOVISscWWDICkcWGHKOpb861ssp6QO4evcPgN8EjgI+hiu67iKddwdgZo8Aj5Ku2ynJl3Q+bgzN581snZl96UhkyApHFhiywpEFhpyjTeqU58SNSbq85fMIzoOvxdXF76Cl2gRchJsD1pN+Xgf0H+kMWeHIAkNWOLLAkHO059XJuZxfIF2kXFIRNz3kSVxv0D/gBvtdLelJM3sa18D9b+bGnGFuFfWVwJAVjiwwZIUjCww5RzvUaQ/KbPftqbiianNu5DZct/JjuHEqL+JWUF+RDFnhyAJDVjiywJBzLO3V8WgblloEN3r5x5ZOUzKzxyRdijPeVjP765XMkBWOLDBkhSMLDDnH0tRxh6bZEC9nAP+a7rsKN5r6JnPzInesdIascGSBISscWWDIOZambpTQYkkBrudklaT7cYHfftnMXnytMGSFIwsMWeHIAkPOsUR1o56Li3yQ4KKsXvtaZcgKRxYYssKRBYacY/Gvriw0nEZF+BBunMpUxwEywpAVjiwwZIUjCww5x+KVr5yeK1euFaMsx0PLlStXrsNS7tBy5cq1YpQ7tFy5cq0Y5Q4tV65cK0a5Q8uVK9eKUe7QcuXKtWKUO7RcuXKtGOUOLVeuXCtG/w8+pfjvyTpWcgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Calculate the expected power with a simple PVWatts DC model\n", + "modeled_power = pvlib.pvsystem.pvwatts_dc(df['poa'], df['Tcell'], meta['pdc'],\n", + " meta['tempco'], 25.0 )\n", + "\n", + "# Calculate the normalization, the function also returns the relevant insolation for\n", + "# each point in the normalized PV energy timeseries\n", + "normalized, insolation = rdtools.normalize_with_expected_power(df['power'],\n", + " modeled_power,\n", + " df['poa'])\n", + "\n", + "df['normalized'] = normalized\n", + "df['insolation'] = insolation\n", + "\n", + "# Plot the normalized power time series\n", + "fig, ax = plt.subplots()\n", + "ax.plot(normalized.index, normalized, 'o', alpha = 0.05)\n", + "ax.set_ylim(0,2)\n", + "fig.autofmt_xdate()\n", + "ax.set_ylabel('Normalized energy');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2: Filter\n", + "\n", + "Data filtering is used to exclude data points that represent invalid data, create bias in the analysis, or introduce significant noise.\n", + "\n", + "It can also be useful to remove outages and outliers. Sometimes outages appear as low but non-zero yield. Automatic functions for outage detection are not yet included in `rdtools`. However, this example does filter out data points where the normalized energy is less than 1%. System-specific filters should be implemented by the analyst if needed." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Calculate a collection of boolean masks that can be used\n", + "# to filter the time series\n", + "normalized_mask = rdtools.normalized_filter(df['normalized'])\n", + "poa_mask = rdtools.poa_filter(df['poa'])\n", + "tcell_mask = rdtools.tcell_filter(df['Tcell'])\n", + "# Note: This clipping mask may be disabled when you are sure the system is not \n", + "# experiencing clipping due to high DC/AC ratio\n", + "clip_mask = rdtools.clip_filter(df['power'])\n", + "\n", + "# filter the time series and keep only the columns needed for the\n", + "# remaining steps\n", + "filtered = df[normalized_mask & poa_mask & tcell_mask & clip_mask]\n", + "filtered = filtered[['insolation', 'normalized']]\n", + "\n", + "fig, ax = plt.subplots()\n", + "ax.plot(filtered.index, filtered.normalized, 'o', alpha = 0.05)\n", + "ax.set_ylim(0,2)\n", + "fig.autofmt_xdate()\n", + "ax.set_ylabel('Normalized energy');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3: Aggregate\n", + "\n", + "Data is aggregated with an irradiance weighted average. This can be useful, for example with daily aggregation, to reduce the impact of high-error data points in the morning and evening." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "daily = rdtools.aggregation_insol(filtered.normalized, filtered.insolation,\n", + " frequency = 'D')\n", + "\n", + "fig, ax = plt.subplots()\n", + "ax.plot(daily.index, daily, 'o', alpha = 0.1)\n", + "ax.set_ylim(0,2)\n", + "fig.autofmt_xdate()\n", + "ax.set_ylabel('Normalized energy');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 4: Degradation calculation\n", + "\n", + "Data is then analyzed to estimate the degradation rate representing the PV system behavior. The results are visualized and statistics are reported, including the 68.2% confidence interval, and the P95 exceedance value." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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qak488cT0+RlnnEEikcDtdn/msgQCAV588UVuv/12bDYbs2bN4pvf/CZPPPHEAcs9++yz5OTkcOaZZ6av7dq1C6fTyZIlS9BqtcybN4+ZM2em62psbGTWrFkYjUbOPPNMGhoaALjxxhv5+c9/TnZ29j7tvP7665xzzjkA3HPPPVxwwQV7pV933XX893//N6BMurn77ruZMmUKVqv1mFbQvjCzNY81qkrte/1VUVH5fCGEyAZ+A8wDrsxIqgI+GDiRUtYLIaLAeCAJxKWUuzPybwHO2E8bVwFXAZSXlx9W+VWGT+WvXttvWtNd536Gkihs3ryZ6dOnA+DxePjf//1fpk+fztixYw+pngULFrB69eoh02bNmsWrr7560Dp2796NTqdj/Pjx6WtTp07lvffe228Zn8/HLbfcwjvvvMNjjz12wPqllNTU1ABQVVXFQw89RCgU4u2336aqqooNGzZQW1vLH/7wh33KxmIxVq1axeOPPw7A4sWLufXWW/F4POTk5BCPx3n22WdZvnx5uswzzzzDa6+9hsPhQKc7dlUg1XI2TA7VTWk2aDmpMg+zQXuEJVNRUTlC3A78VUrZNui6DRhsEvcCWak0337S9kFK+aiU8iQp5UkFBV+I5dpUDgPV1dU88MADZGdnk5ubS3d3NytWrNhrmY9Mbr/9dt588819rr/66qt4PJ4hj+EoZgB+v38fi5Xdbqe/v3+/ZW6++WauuOKKfWLBJkyYQGFhIffccw+xWIz//Oc/vPfeewSDQQCOP/54LrjgAk455RRaWlr4xS9+wXXXXceDDz7Igw8+yOzZs7nooovweDwArFq1iqlTp5KVpfx7lZSUMHv2bP75z38CsGLFChwOR1rRBcWSVlZWhtlsHlb/jxaqcjZMVDelisqXByHENOCrwP8NkewHBvtXsoH+g6SpfA7oWPrf6eNoEIlE2LlzJ1u3bsXn8/HCCy/w4Ycfotfr91tmx44dTJky5bC0/9RTT2Gz2bDZbMyfPx+bzYbPt/fvDZ/Pl1aIBlNdXc1bb73FkiVL9knT6/UsW7aM1157jeLiYu677z6++93v7qXELVmyhC1btvDcc8/x/PPPM3v2bJLJJI8++ihvv/02kyZNSseiZbo0B7j00kt58kll7s6TTz7JxRfvHVFQVlZ26INyFFCVs2FSVWrn9HGO/bop1QkAn54v+hh+0fv3BWMOUAm0CCE6gf8BLhBCbAK2A1MHMgohRgNGYHfq0AkhxmXUNTVVRuVzQLSrPn0cDWpqajCZTIwePRqACy64gPLycl588cW98j388MOccsopXHrppXR3d1NUVLRPXQPK1VDH/Pnzh2z/oosuwu/34/f7Wb58OePHjycej1NXV5fOs2XLFqqqhp7jsnLlSpqamigvL6e4uJh7772XF198MR1DN2XKFN577z36+vp44403aGhoYMaMGfvU09XVxaOPPsott9xCTU0NU6ZMQa/Xc/LJJ7N161ZgaOVs4cKFbN26lZqaGl599VUuuuiivdL3Z3081hiWciaEmHrwXF9MhvtCPVqWtS/SC//zbJ0c6j4MvvZ57t+XkEeBMcC01PFn4DXgLOAp4BtCiNNTEwB+A/xLStkvpQwA/wJ+I4SwCiFmAt8CDhw9raKSYvPmzVRVVe2lRJxzzjn8+9//Tp9v27aN9957j7Vr13LNNdeg0Qz9Kl++fHla0Rp8ZMZhHQir1cr555/PLbfcQiAQYM2aNbz88sv7WKQGuOqqq6ivr6e6uprq6mquueYazj33XN544w0Atm7dSjgcJhgMcu+999LR0cFll122Tz0//elPufXWW7FYLIwaNYqPPvoIv9/PypUrGT16NI2NjUQiESZNmrRXOZPJxLe//W0WLVrEjBkzPrexnMONhntLCOFE+YJ5SkrZcQRl+swIRRNsd3qpKrXvNzZs4IW6q8NHjz8KwEmVefvkG+2wsavDx2iH7YjKvD/5IjFFAYjEkxh1Wk6syP3cxbt9nidRDNwHUJ6PUDTBixtb6fCG09c+z/37siGlDKIskQGAEMIPhKWUPUCPEOIaFCUtH3gL+K+M4j8C/gZ0A33AD6WUquVMZVhUV1fv46I8++yzeeihhwiHw5hMJpYtW8ZVV12FEAIhBJMnTz6iMv3pT3/i8ssvp7CwkPz8fB5++OG9LGfz58/n9NNP54YbbsBisWCxWNJpNpsNk8nEQEzlE088wWOPPUYsFuP000/nzTffxGg07tXeO++8g8fj4bzzzgNgxowZnHvuuZSVlTFhwgReeOEFli1bto/VbIBLL72Uxx57jL/97W+Heyg+M4SU8uCZhNAB5wKLgfkoM5X+gfJrMXigsp8VJ510kjzUfek2NLl4v66X08c5hlS44GMFbrTDRkOvf7+K3IYmF+/s6qbUbuKC6WWYDdphKX+fhIF6S+xm3qjpoNJhoz8c44/v7iHHokev1TCuyMZ188aTZzMMWfbTynSk+vZ5ZfB4bGhy8cb2TsKROEU5ZsYU2Mg26T+XSvOxjBBio5TypKMtx+Hgk3yHqRweMmdrNt+9IP254pevHpXZmgfj+uuvZ/78+Zx11lksWrSIr3/960Nan77InHPOOVx77bVDKmgtLS1MnDiRzs7OIZffOFY40PfXsCxnUso48DLwshDCDnwH+AXK4oovAY9IKdccLoE/K4ZjyRiYdQmQZxtagQPFcrYs2MamFjeBaJxLTh21jzXlcLGp2c2y6nasRh017V5OKMuhPxyj0xci26gjEI/zYYOLsQVOFp9auVfZ7U4v7+zqZleHL61EHiqhaIJn1jVT3eamqtTO8aU5VDqsvLuri7kTi+jwhtJKSqbSMtD+kVToQtEEm5pdgGBSSfYBFeojSVWpnV0dPl7d2sFrNZ2U2k3k2YzMmVDA92dUqAqaiorKJ+biiy/m4osvpqysjK6uLv7nf/7naIv0mTNnzhzmzp27z/VkMsn999/PhRdeeEwrZgfjkBb5EELYgIXAhcBI4FmgBXhKCPGalPLHh1/EI0em4rU/hmsh2tnhY0ubl5a+AF3eEADfma74ugcUk09rbRooH4kniCeT6LWSUDROIBpnZK6ZylwrowqszBiVz/YOH3Mn7hsgOqA0dHjDbHd6P5HSuN3pZUOzi21tPrp8ET5scOGw6lhV18vK2h7K88y8UdPJhTPKeXZ9C0IIIrEEjb2Bvdx8n6TvB7Ngrq3v46F36ijLszCjMveArujDyWBF3GzQcsH0Mra0udnV6SPPakAANe2+TzzuKioqKgDTp09nx44dR1uMo8ovfvGLfa4FAgGKioqoqKhgxYoVR0Gqw8ewlDMhxLkoK1zPB9YAjwHLpJThVPofUZS0z41yNlhRGnzu8kd5fZuT0hwLG5pdw7A0SbLNOswGLe5gjPfreplekbfXS/jTWtI2Nbv5y+p66rv7qSq282p9L/3hOFkmHT+eOw5vKE51q4cciwG7WU9Tr38vKxaQVhoyrVmHOm49/WFae4P0+cNYjBp6+yNE4yZ8oTg1Tg9aLfT4ouzo8BGKJphekQsInN4wpXbTJ2p3YOw2Nrv4sMHFxadUMG/S3spnKJrgzR1O2lx+8q2Gvax4R5qBNkrsZp5c28Q5k0vJsxkYW5DFRxY3M0blcVxpNk19IUY7bJ+JW3iwQnswxVZFRUXl84zVasXv9x9tMQ4Lw7Wc3YUSY7ZkqMkAUkqXEOL6wyrZEWbAvbe11cOEYsX0ub7JBSiK07LNbTy7oYXSbDM6raC5L8Aoh42Z4xxD1jepxM6ZE4s4riSbt3d1M708dx+l4NNPGpBsbHLTH0nQ5ekGAUa9lhyLgQ5viB/OGcuyzW2U5Jgx6jTUdvnp80fSfRpgOBbDoRgIcl9R08Hu7n4iSWjtDRAHxhfZmDzCTrMrQKcnTJ7VgE6rYZTDyviiLJbXdDBzrIM5EwoPqBjsT2kZ7bCxtdVDXbeicDb1BYaUrb47QDiWpM0d4C/vN3DdvHGfiSIyMKaPvLeHZ9a3EojG+c70cmKJJCdX5BKMJni3tgezXkdDr/LlMZSifrAfDYfCwDP+RrwTg07DLrsPpzf8qVzan4bP2sWtoqKi8nlluDFnB50KIqU88B4NxxgD7r1NLW62Ob1MLMrCbtZTYjezpq6HYDROMgnbO7zE4kkcWSYiB9iHq6HXjzccxx+JE4wm0GuVqc3v7OykqS/EwmkjaOj14/SGeX2b85Bfji5/lNrOfiYWZ7Gx2YPZIPBHJWadQK+FP79Xz9zxhbS4Q7S5Q2g1AiGgPM+yl5IYiiZYW99DU1+Is6qK6fCGhmVRcfmj3P+fXezo7EdKSb7VQG8gitGgIxmN0+mNMHtCAe0bQ9T3+uny6bAYteSYdTyyqp4+f4Q93X6MOi2njsnfbzsD8XQLpyWZOc7xsSs3lmSb00u3L8Ipo/M5q6qEDU2utMzbnV6aXUGyTTrybAa8oRir6rrp80f41fxJaQtaKJrg9W3OfWLjDgehaILGbj+BcJQ1db181OiittOPUa/BH+nFoNNy1nHFaTm2tnrwheKEoom0DIOtq4PH41Bk6ekPs6fbTzyRRAiIxhM09gVp6PETTSQ/89i3tfU9LP2gmZlj8zm+NCf9Y6iq1K4qaioqKioZDNet+Zv9JEWANmCFlLLrsEn1GRCKJghE4owusIGED+r7yLcZMWgFW9q8hONxTi7Pod0boqkvhEmv5UDLwg0oQB829GHQCbp8IdbW9/F//6mj2x8mGIlxQnkuDpuRDm+YTc0ujHrtsF9IT69v5h8fNDDakc3kEXbaPAH08QQWo56NTR66+iOs2dOLzahl6sgcDHothVkmTh3j4MWNrcydWERTr5/NLW6WVTvRaAQdnhAWo46tbR4+bOzDF4zz2/MmM6ZwX8ve69ucrNrTi8sfwazXUJZnRafTEIjEKLKb8YSivLLFyZSRdnZ3+fGE4rgCMWqcPoxaDcU5JnoDEZ74sAmjTqT7DoMtKAOzh2U67f26XqaOzMZu0hOJJymxm3l1q5PaTh8XnDiSmeMKGO2w4Q9Fqe8NYDHoKbHrSUhJbVc/f3m/AbtZWV17V4ePV7Z2UN/txx9NsHBaghMr8tKTCD7pbEqXP8rDK/fQ548ihIbtnT7iqftz9oQi+sNxirJNTC3LBRRlfmdnPzs7+8k269LWs32tq5J4Mkltl++AsmVOhKh0WFm6ppEdHT5aXAEisSRxmeT9ul7Meg0FWSYsBl0qP0P2e7gxfsMZlwFleFVdL019ARJJCRIsBi2+UJy19X0sr+k4ZAVURUVF5YvKcN2a44HzgPVAK1AGzABeAb4B/EkIcYGU8nMTgffPjS38/YMmxhbaOH2cg3hSYjVqmDuxiNIcE+/s6mF3Vz+9/ghWoxadBpQ9jYfGbFCUjZ7+MFWlOeh1Wuq6fASicSQoylN9Hw6rgdPGKC+gwetiHch60O4O4gkl2NXlw2LUEYwmyLUZOGdKMdXNXvrDMRLJJB5/kh0dXkV50sDdy3dS29XPdqeXdk+Ilr4ggUiMEyvzuWzmKDq8IXyhGI+tbqS3P8Lvl+/kB2eM2UdxmjuxiNoOH55wjJp2LzqthkqHha2tPo4rzabbF6GpL8DmFg/hWAKZhFybgWK7iVA0yVdG56LXKv2qcfro8oZ4eVMbaARmvfIYDrS5cNoITqxQlJgBZaU/nKChN0BFvpntTg/NfSG0QvDQO3sotptxB6PUOPvp9IaYWJzN3ImF2Aw6lq5toqokm1EFVqpK7WmlJ8uk55n1Lfzjw2acnjBPr2+hLM+MUa856LIqQ92j17c52dDsRqcRlNrNBOIxtMJIvs1ISY4ZSyiO3aRjeU0HRp1gUomdsQVWEGIvN/dg6+qJFXnpiRT7m0gw4NJd3+iiLxAlkZQEI3HsFgM6rSCWAAOCZFKiFYJzJ5cwtSyH2i4/Ne0etBrNPv0e7vp+Q41N5nPz+jYnL25qZ3lNJ2McVs6cUEhxjpnNzS62O/uZUmZnygg7vf7IAS3TKiqfFQUX3Hy0RTgsSCm5/PLLWbZsGePGjeO+++7jyiuvpLa2dsj8l112GSNHjuSOO+74jCUdmjvvvJOGhoaDbpx+LDBnzhwWL17MlVdeedjqHK5ypgEulLkrG/MAACAASURBVFK+NHBBCPEtYJGU8hQhxKUocWn7Vc6EENcClwGTgWeklJcdIO8S4JeABXgBZRHHyDBlHSYCg04wymFlXGEWq3b3sq3NS22nl2yzgUA0Tl8gSjSRZGyBDZtJj/EgO9hvanbx/IY2skxaRjuslOZYmFCaBVJw4cnlLNvcTqcvwpQyDSV2MytruymxK5uvHmyywCmj81ld30ue2cC5k0vZ0OLma5OKWNfQy45OLyU5JiSC5r4gPf1RirMt+IIxtnf4iCUk8URSsVgIKM6x8L2TRjIi18yIXDOhaILvnDiCl7c4CcUS/G1NI1NH5qDXaujzR+jpD/PvLR1oBFTkWdjU4kEA+TYTiaSXLa0e4okE8XiCREJDYbaJ6RW5VDpsbG52sccdoLZTT0m2ibpuZYtBk17LuiYXyaTknONLiMSSrK3v45Wt7UwekZNWzhp6/fT4o+zp9tPrjzBjVC5aoSEYTbK93YMvnOD2V3eg1QisRi3FdjMmg44ap4ceXxQhoM0dYIfTS7s7RJZJxyiHjUg8QW9/hB0dPnp9YXr8EfJthn3cjJlk3qOqUvte1ra5E4tY1+giHI2z3ekjmkgwrTyPRTMqmFaWQ3Wrizd3dNHqDrK51U1tl5/arn60Gg0NvX7MBjtr63uo6w5gMWjZ1OJmlMPKzHEFB53AsanZzcYWNxaDlm1tAbyhKFazAXcwitMTBg0U2PQYdRrK86zYLXpAsK3dw5gCGxaDbp84yKpSO5FYgkg8ySiH7aCTKjKXaBnlsLG+yUUkliDLpCMaTxCJJXBbDdz2zeMxG7RsaXHjC0XY4fRy2uj8VC3qbnIqRx/L2K8cbREOC6tXr+bNN9+kra0Nq9UKsF/F7FjkhhtuGHbeW2+9lT179qT31PwiMFzl7Czg+4OuvcrHW5I8CTx0kDqcwB2puva7HbwQ4izgV8C8VJmXgNtS1w4bC6aU0tYXoCjLREW+lWyTjh5/JBWLZcem1zJvQgHheJLLThuFOxg96AsqEpckkpKq0hzmTizijZoOpo3MxReKsa6hj95AhMkj7FSV2nlxYytb2728UdPBlLKc9MtxIB5pcFB4py+MQWhwBWO0uIPYzXpcwQgbW9wEIwlEtobR+Va0gNBqOGV0Pi9uasEbjJGfZaTCYaXCYWNNXQ+VDguRuGRNXW/anXXNHGW25xs7OoglwB2I4sgyUJxl5oP6PtY39pFrMdDtixCKJsi3GhhTYOMDYw+RWAJ/JIFEotMkGVNg45ZvHE8omqC61YPRoCGZlOzu8eMJxNDpNJTYjchEkrgEbyjG+iYXdpMOTzBGTbuHTc02jHptelxK7GbGFtrItxnZ3tFOmzuERgsOm54eX5gdnf3oNTCpJIvibCN9/iiNvf3kWI1sbfOypc3Lih2dWA06xhdncVJ5Ll+vKuI/O7qYMtLO6noXgUicV7a24/QEh4wJHLj/ox02XtzYyqYWN1qNBpA09gYosZuIxZN0eEK0eeN0epSJC6eOyaepL8Sa+j50QvDmjm4q8i2ML7TR6YvQ0x9hU7ObJz5socsXpqrYxrb2fs4YHx3m06y4Pt3+CMFYkkgCEsEYAokGsOo12Ax6wtEkwVict3d1c+roOPFkku1OL2W5Vhp6/Xut4zfQ9+U1nSycVrrPWAx+RqtK7WxsVhTQ80/UYTfp2NziYXlNB13eEPlZRpJSsq6xlz5/lB/PG0erO0S3P8Kq3T3pfqioqBwempubqaysTCtmKvsnHo+jO4jx5bNmuD9V64EfDrp2Teo6gIOMrU6GQkr5LynlMpTtTA7EpcBfpZTbpZRu4HYUi9tho6mpiZtuuoHXnvwTf3zo/7Hk13fT8dFyRMMHuHes4aJbH+HFFW/x3PKVbNq2g7d2dhGJ7d+lCcrLqqnXT45FB0j+/F4dz25opdUV5LQxDiodNuLJJLs7+/nH2iZOKM9lygg7JTlm3tnVzevbnOkX3aZmN8991MqmZnfaZbWl1Us4mSAQieENKa4rAIfNSJZZj8WgxZFlYMG0EYwrtGIxarhwRgXnTilmXIGNVbt7ae4LEIwlaewL8eeV9Ty6qp5Nza50vJLdokNKQEqKsw3EExCIxIjHEswel09ZrhmLQcv4oix+dtZEFs2o4OrZY/np1yYya1wBF80o51vTRvDNaSMAxepVnG1ktMOG3azHbtIzpSybLKOO0lwLl8wcxenjCvjaccVMHWmnJMfEKaPzWTBlBJF4kuc+aqW6VbHAbG1zE00ofW7rC9Hu6scXjGPS6/CGowgUp3N9T5DV9X3UdvpwB2J0ekK4AzGsBg3RWIJuX4gOd4jqVi8Wo5ayPAv5NiPHj8hmzoRCJo/ISccE7m/P0upWD+ua+rAYdMybWEhtl58WVxCzXkOLO8TJo/I4qTIfi1HHOzs7+cfaRryhKNkGLRX5FkbkmJlWlgMC3trZyVPrmonE40wvz2HqSDtd/VG6fCE+alL+VdbW9/DHd/ewtr5nLzkG9u4stpvp8oTZ2OzGH4pRmWfBpNdgMxsYmW+mNNeCQathVIGNUCzB7k4f7e4gNoOyiHEoFttn0siauh42t7rp9oWJxPd99gfvE+oKRHlrZzd13f28XtPBukYXT69vwROKEY5LQtEELX1Bnv+ohUffb+Dd2i4uObWC8lwL5flWci2KZU9F5ctIa2sr559/PgUFBeTn53PttdcCyoKqd9xxBxUVFRQWFnLJJZfg9Sr/c01NTQghePzxxykvL8fhcPDb3/4WgL/+9a9ceeWVrF27FpvNxq9//WtWrlzJyJEj021u3ryZE088kaysLL73ve8RDof3kunVV19l2rRp5OTkcNppp6U3GweorKzk3nvvZcqUKdjt9n3Kv/zyy0ybNo3s7GzGjBmTXnPM6/VyxRVXUFJSwogRI7jppptIJIbeF/rWW29l8eLFB+3rihUruPPOO3nuueew2WxMnTr1oG0tXbqUmTNnsmTJEvLz87n55pvJycmhpqYm3X5PTw9ms5nu7m7cbjcLFiygoKCA3NxcFixYQFtb26He5kNiuKrilcC/hBC/BNqBEUACOD+VPgE4XI76KpTdCAbYAhQJIfKllAdT7IZFQ0MDS//0/9LnuzLS/jMo7x7HCBylLygzDVNxOc899xyXX345ZrMZi8WC2WxGag2Ek1qSWj3/NphIavRE0dJWNo6pN/4vO5xeTFot7+zqJrTyQ16RHUitgdCoQlp9CXbpjdTvyOGcEyppc0Xod3nxecxsTsao7fTR0BMgFpeE45Km3iDnnTCCkhwTE4qz0Wo0hGIJgtEkFoNWic/qCbLoK+Xsshn586p6vMEYwUicPJuRETlGtrb5cAejROKStfW9PPBWHZFEEqNWi9kg8ATjNLsDyCTYLQbFJdnTj5SC6RW5uINRxhTauPz00WxoctHtjzCjMpfG3gCbW9x0eEJUOqyU5VnZ3eVnV6eP2eMKKMsz4/REaOwNUpRlItukY32Ti6kj7WxpU750xhVaeXdXNx3eEDs6+lnf2EebK0QwHqfYZgYkCSlAStwB5QvBYdWCRkOexUCJ3Ux9bwBTLEGORY/BIEgGBKFonJgEfzRBfySGXqvBYTNyXKmdU8Y40grKpmYXtV1+Or0hdnX4OGdyKQ29fnyhGMtrOqnIN9PmChPNlry+rYNcsx4pJe/v8dDYE2C3zchJo3IZmWNmT7ef5ds6MRk0RJNg0GsZkWNm4bSR/HNjCwadllEOC6BhY4uHZFISTSYpzjYzc6yyF11dt5+67n6e29DKtLK89JZcAzM5dRqo7fIRiibRasAfixOJJ8m3GjlnSikbm93UtHsYabASTyaRCNzBODIp97FVDez+8HZtF75gnFyr0taaup699m0dvLvGY6vq2dXhRacR7OjwkoyDNxSlMMeIRS8IhqP4wzH6gjqCkQTVLV5iCRft3gCNPf3MnVjEpBJ1z1GVLx+JRIIFCxYwb948nnjiCbRaLQPbeC1dupSlS5fy7rvvppWza6+9lieeeCJdfvXq1dTW1rJ7925mzJjB+eefzxVXXIFWq+Wxxx5j9erVAKxcuTJdJhqNsnDhQq6//nquvfZaXn75Zb7//e/zy1/+ElAUt8svv5xXXnmFk046iSeffJJvfvOb1NbWpvfBfP7551mxYgUmk4mZM2eydOlSrrnmGtavX88ll1zCCy+8wJlnnklHRwf9/Uo4y2WXXUZhYSF79uwhEAiwYMECysrKuPrqq4c1VkP19eyzz+aGG27Yx615sLbWrVvHhRdeSFdXF7FYjK6uLp555pm00vf8889zxhlnUFhYSF9fH//1X//F888/TyKR4PLLL+faa69l2bJl+8jY0tLClClT2Lp166fadH24ylk1MA44BSgFOoC1UsoYgJRyFbDqE0uxNzbAm3E+8DmLQVY3IcRVwFXAIQ1CKBQavjBWCxfOKKfDG0m72AKBAMFgkGAwSF/fgfXFqN/Nn1bWEYjEybEYMRs0eJs38tqrfwHg9UH5b834/AjwnQsXIWf/iCaXnzyrnqqSLHRbX+aWB14mLvToDEZys6zkZGcRMpvpyc3GG4MdgSTbX7Ey6/QzOH3sBGq7/NiMimKQG2qnp3YXIallS0GQUFJLh7OHhEaPxWLGrLdQ3+PHF46RSCTJMRsY5bDS1BsgnEgwvjBrL0vLQNB+JC5xesNICTVOLzs7+5k3sQCrUUdxtolEMsl2p4/TxjrQazV0ekOMdljpDcQ4dYyDUQ4rIKjt6uejZjdmvQ69VpBISqLJBL5QHG+wH6NWkG0xYNZpSKbcorkWA6U5FmaPVxQag15DPGEjz2LAF45TnmNmi9NHhztERa6ZRadUEIknAEEknsQXirG2Xokna+oL0ukNISV0pILze/xR7Gbl30Wv1TAyz0SPL4ovGMUVihCIJLGaNBRnG7n01FFEk0nK8yyU5JjY1OLB5Y9SkW8hnkiyrd3LPze2sGDKCKwGHedMLmVnhxebSYtVr6XIbkav1WDUaWl3h9jT1U8ommBPd4Blm9uYUJwFCHzhKE29AVo9fqIJic2oISah0xNGI0Cv0dDuDhGMxEkkQa8VTCnNoTcQxRWMUplrpiLPil6rVZZX6Q0SS0q2t3vxhxLYzXpmjs2nqS9ITbsHdzCGw2ZM/0jJXAJjWnku79X1kEwmafWEEUnQagWRiCQQTSozRgFrPIndqmeb082MynyMOi2dnijrGvs+0RIzKiqHm7Y/XpL+PPLH/zji7a1fvx6n08k999yTdq3NmjULgKeeeoqf/vSnjB49GoDf/e53HH/88fz9739Pl//1r3+N2Wxm6tSpTJ06lS1btjBp0qQDtvnhhx8Si8W4/vrrEULw7W9/m/vvvz+d/uijj3L11Vfzla8o8XeXXnopd955Jx9++CFnnHEGANdddx2lpaUAfOMb36C6uhpQrHaXX345X/va1wAYMULxpHR1dfH666/j8Xgwm81YrVaWLFmSbms4DLevw2mrtLSUn/zkJwDodDoWLVrE1VdfnVbOnn766XTe/Px8LrjggnT9N95445BbR4Gii3g8nmH150AcVDkTQmgBP5AjpXz/U7d4cPxA5oZYA5/7B2eUUj4KPArKpsHDbWDcuHHccccd1Dv7aOh0k2uUxKIR9DJOl9uH2xdAJKIEgyGmTzmOgiwTuzr96bicQ1Hu9AYToYQSZC5ElMIsE/Z8I7uHWT6GDqNWYNZpOa7YzoTibF5b3kp7w8c1tB+gfGOvnz//32xMOi2vbXNS29mPa9nv2bNhJQA//fPQ5YRWj9AZcHz1Siynnst7tT1YTDoSYXjp4d/ywt3d5NuziAkdQmfE2Z9g4sh8LGYzWoMRjd5AWOrZwldwBTSU2E0EonH6wwly431MKMjlXZefho4ENV0hSuzKJILRDhuReJwFU0rRazXKX42Gl6rbiMTiaBCcOaGImJSU5liIJZKsqu1hUmkW8yePwKjTsKa+l/JcK32BCF39YbQaDeOKc/BFE+SYDHwj5XZ9cl0zXd4IRXYThtS6dIlkEhDMmVDIwmkjqG51saHZTX1PgOvmjaPEbuKNmg463GFGO6zsjMTp9ceIJ8Fi1DJvYhHNrgCNvQFqbUYuOHEErX1Btju92M1auvujdPvCGPZomF6RxzmTS3l9m5NTxzgozjLT5YuwNWVBrO/x89z6OOsa+9BqoMBmoCTHzLJqJ/FkErtJT7snSJc3hl4Do4qzyTLq2dHhIZGQ1PcG6A5EOK7EzpkTC6jItzGm0MajqxrwBiJoEORZDRRlG3m3tpuVtb3kmPXMm1RItlnPyZV5tLoCvLurh1EOC989qQyjTkMklkzHnA1MkDDoNAghiCdBJyCpgURS0h+JkWPV4w1GCcYkWo0gHpe4gjG2tnnQC4FWgN2k54OGXvb0+Llu3vi0dVBF5bMm4XcdPNNhpLW1lYqKiiFjnpxOJxUVFenziooK4vE4XV0fr1xVXFyc/myxWIa1Qr7T6WTEiBEIIfaqe4Dm5mYef/xxHnro41DyaDSK0+ncb7sDaa2trUNuRt7c3EwsFqOkpCR9LZlMUlZWdlB599fm/vo6nLYGtzt37lyCwSDr1q2jqKiI6upqzjvvPACCwSBLlixhxYoVuN1uAPr7+0kkEmi1R+bH5EGVMyllQgixG8hHCdA/0mwHpgLPp86nAl2Hy6UJMH78eH7681+xqdlFJJ5MW0pCkTimHj9nFtlY8tWJgLJEQondzOnjPnZ7XXPNNVx66aUEg0FCoVD6eOmjBlbtdFJVaCQWidDl9pEw5dAVg0giiT6R5PgR2RxXMJtkwMXmhk78gRBGEafYqiEaCePyBYiEQ8QiEbQyRkVxPnNPLmfF9i6unTuWUCzBm2JoH/1QxIUe0DBjdD6rdvdgNurojoYPWk4mYshEjByznlyrgd5AhFFmGzNH5/OXP66jvX7XPmU2DFHPrX94nIUnzk6vsxaJJ/n26ZNx9+0dP/W2VofeaMRoNIHOgMVsJqk10PObB/ivc08nGI3zylYluPyJ//s1MaEj326jICeL3pDEk22jbrWNiSMdWC0WjCYTFSYzp00+nur2AMFIgmA4TjQW450d7YwtttPYEwQko/IszJtURH84xmvbOtFrBZX5Zhp6/dR1B3hmXQvhWAKXP0Kezciq2m7iSUmORc8lp1bw+JomegJhzqkqJgl0esO4/FHK881MKrGzucVDPCHJMukJxSQTi6yMLbJTYjfz0Nu7WdvgYk+3H71OQ75Vz/zJxRh1GnY4vTz3USvRRJIJBdkcV2KnwxNi/vHFNPUFaXMFGOuwEU8ksBn19EfinDmxkJlj8/mwsY9dnf2U5pgJxxJ09ydAaDihPIerZo/ipc1OvKEo3lCMVleI+m4/ei1kW/R4QzHquv2Y9Vq2tXsVS1okno4FfGRVPTPHOvjqpCJ8wSiNPQHe3NlFKBZHI2BicTaOLCO1nf1oNEpcZFG2GbtZh8NqZE+3H602TEWelbpuP4V2E/MmKeugNfQEGVvgZPGplcN+xlVUPs+UlZXR0tIyZFB6aWkpzc3N6fOWlhZ0Oh1FRUWfKuappKSE9vZ2pJRpBa2lpYUxY8akZbrxxhu58cYbP1F/6uvrh7xuNBrp7e097MH3mUrmcNsaXEar1fLd736XZ555hqKiIhYsWEBWVhYA9913H7W1taxbt47i4mKqq6s54YQTkPLITWIa7gg9BbwqhHgAZdHZtERSyneGU4EQQpdqTwtohRAmIC6lHLy40T+ApUKIp1CUwZuApcOUc9hsd3pZ3+SmwGag1x8hFk9S3e6hzRWi3RtmQpGTaDzJC5vaiMaTXH766HRZrVaLzWbDZvt4+YFQNMEcUwmVx4WIJZK8XN1O7ggD4wtt6LUaXt3mJNukp9UVYtyk6fz4lln8fvlOXMEo8yYWYDMZ2NTiJj81K/TcyaX0BaIsnDaCf25oYWeHl9V1PVw9ZywPP3Af66/5CaU2Dcl4FI/PT52zD4dZQ32Hix2tvfj6/exq7yN31GRAkm3SMb40CyQUnjaDlTJBLBImGgnjDwQRiRjRSJhELEIy9vGqJWUFOZw+Lp+PGjwUZBnINusJBA4492MvDEYTE0uyybMaGJFbwIYmF4HgvpbHZCJOJBgnElS2ZfKlrm9udtH4cg2NPX7sZj0mraRt7b8BGGrV45cHnf/xtQ1sagngsBkZW5hFfVMTDy6eg9BoEDoDeoOJXRYzz2bbiAkd/TENZrOZd7Os+BM6zvzRHTiyjHT5wrR5QvR1dhDa+B8SGj01bXbeXwFSq6eqrIAP1uzBZrOi1ZsQSQ3dXWF2dpSg1womFClWq7jsxx9N0ueP8u6uLnoDUSwGLV8ZnU+HJ8SGFhdr9vQwb2IxCIEvFAUJOWYDRXaTMmtXp2HhtBEsq25jZ0c/WUYDBr0Wg07DcaU5ZJt19AaijC3I4sSKXP6zo5OJxdkcX2rnxIpcNjW7CURjBCMJppVn0eML0+OPcnZVCRajDm8oSo5Fz8ITRhCOxmno6UcDROJx3t/dS1Ovco96+yN80ODije2dROMJ7FYDwUiczv4wza4AJr2WylwreVYjoViCK2eNAgTPbmimaoSdfKuBaEIyrsjGd08uZ2qZnaa+EOdMLh3286Wi8nlnxowZlJSU8Ktf/YrbbrsNrVbLxo0bmTlzJt///ve5++67mT9/PgUFBdxwww1873vf+9TKzamnnopOp+PBBx/kRz/6Ea+88grr169Pu+p+8IMfcN555/HVr36VGTNmEAwGWblyJbNnz04rLPvjiiuu4Otf/zoLFixg7ty56ZiziRMn8vWvf52f/exn3H777dhsNhobG2lra0u7Sj8pRUVFvPnmmySTSTQaDSUlJZ+orUWLFrFw4ULy8/PT7k1QrGRms5mcnBxcLhe33Xbbp5J3OAz3Dg/M1Lx10HUJjGZ43AT8OuN8MXCbEOJvwA7gOClli5RyhRDi98C7KEtuvDio3GEhcx2n0hwzdd39lPmtTCjMUiwYNiXosSjbROUw9sLc7vSyodlDqd3EWVWl6DWCWFLSl1L8TqrMxW7W09IXYkOzG5Iu8rKMaLUadBot7+3uRoNAr9XQ4Q2zobmP3V0BDFqlnnAsSSw1Q3NMZRljKj82yW5oclFn7MZgN/GjbxXx7q4uTh3j4Mm1TTi9YVbV9fCD08cw0m5hY7Ob6edeze133sUbNR1kmfS8ubMLjYDjR2QDgmg8QY/HT2efD1cEWlxhGl0Bml0Bdnb0M2PxLzmj0kJlroFQKIS3P0Bzl5tsgyQejRAKhWjocFHn7KM9auHdXd3pMe/pD5PtKCYS9COSUWKRMOFwGJkcejZsSGpobfPgj8QZVWBjtF2w7hDu81cnl9MT62JaeS5ZJh16fycAMplERsNEomEifg/u7o/LuFF+FQi9kRqnjxPKc6nIt9DuDhHu7aJ5hRIvmPm7tW6ItgtKy/ne7I/whuN87bhizplcynV3PcqLf7gNg8mMzWLBajWj0Rm572U7MfQ0uKPEhI4Xs21MO76K8tHz6PWH2d3dT1G2EV9XM6vf2k3rlhLcEejpCNAf1VCQm8UpE0vxuv8/e2ceH1V5Nf7vyR4SEhLCkrAkgCgaWQSKRURF614riravu7XV1r7aahdrrYpaau1qbbWttdYqWttf3V4XLLVVW7VuiIAgCAJBIGHJQjay5/z+uHeGm2GSTEhm5oac7+czn8zc9dznPrnPueec55xyGvamcXRRDukpyRyen8Wwwakd0rJ8tKOG9jZFUEZkpaIKm8r3srm8ntrGFj4sqyEzLZnXN+xmdO4gLj1mHBOGZVJS0UBbezvFo7L53NQCpoweQkNzK6+s30l9czuD0tpRUVqa22luVdJThGMn5nFEMNBfODw/i6OLhvJOSQWby+vJyUgmOSGBpavLKMrL4LARgy3mzBhQJCYm8txzz/H1r3+dsWPHIiJceOGFzJkzhyuuuILS0lKOO+44GhsbOfXUUzu4Gg+UlJQUnnrqKa688kpuvvlmzjjjDM4999zg+pkzZ/LAAw9wzTXXsGHDBtLT0zn22GM57rjjuj32rFmzeOihh7j++uvZvHkzI0aM4L777mPSpEk88sgj3HjjjRxxxBHU1tYyfvz44CSE3nD++efz6KOPMnToUMaNG8fy5csP6FxHH300GRkZlJaWcvrppweXX3fddVx44YXk5eVRUFDAt771rbCTAcCxQB5xxBF8+OGHvZoQINE0y8WSmTNnamCGSyQEUlSUVTeSn51GaXUjBdlpjMvL5JkVThTX/GkFEZdY8h5v3qThwaz/T763lU8q9zI2dxBnTC5gxdZK/vbedrZX7mVQahK5GSlkpyfxSWUDU8dk825JFZX1TXyqMJdDR2a5cU97WPxWCZd8uogTDx/e7bXsrmtm7sQ8xudlsvDZ1Wwpr6cwL4PrPnMof3nnE0SEsbnp/HdjOSu3VpOVnsywwal85bgJpCYnBMslvba+nIr6FuZOHMpLa3eRkZJAU6sysyin07qMgVik/Ox0/vTGZtralfHDMoKJVO9+6SNWbt1DWnICnyoayrdPncSr63YyOjuVw/JSWbaxjNVby9mys4qyihouPeNY3t9WS1VDG2dNLWD1J7vZ8NpzjM1O5r/rS2ltbmLU4ESaGhv4ZFc12SlKCq3sqqqhqbGRnz/8NP9Yu5tDhmfw8a56Dk0q5+rPn0ZbBNnokwZlccqPnuOqueP5+5qdfLSzhuTtq/jH3ddF1MdGFB7CnYuXctjIrGA+uV/+5gGu/9+rItr/qKOP5WcPPcGHZTX8Y3UZre3KupceY/OSByLaf+Znzua3D/yxQ1Ljby38EU8++STtkowmpZAxKJ1xI3KoagJJSmFveyJ7miFrcCZzZ89mU2IBnx6fx8mHj+CNjeVs+XgD60vLyR6cwYnFY1i9cy/vbK2jXZKZWjSUlKREtpbXCuWcFwAAIABJREFUIyJ85ogRtLYr8yY5ffa1DeXBfvmrf61nw+46hmakkDsohXU7aymvbeKIgmwunV3YZTUCLyLynqrOjGhjn9PTZ5jRdxTd+ELw+5Yffzb4vfC7z1Ny15nxEMkYAHT1/IrYNioiybizNVX1ryKSAaCq9X0jZmxZU1odVMgCqRLys9NZurqMEycNJystuUd1FtNTEoMKSH52Oo++WcIZkws6ZHdPT0kkKz2F0TnptLUrNQ1O/q2S8r2MzkllbWk126r2MmpIOjVN+5SH1CThy8eOD2bN7+rc4/MyWVvmFApfW1ZDXmaKM6Ovai9vbiznm6ccFtzutfW7qahrpKGllTMn53N4fhZry6qZOjqbD8uq2bCrjhlFQ1hTVkvR0AyOPzSvW2U1ECQ+LDMFBBIThDMmFwQTlY4flsFHO2tRYGN5PX955xN21DTyf+/XM7VwCPMOG0nFtlaqklP47ElTqG0VdtW1MDQzlbzMFE6dOpZvnn4Ta0qryVy3i4LsNBbMGBM8d0C2NzaU88yK7Wyq6OiCPeLIqbS2tNDa2kpDQwPPv7eZX720hqT2FmaNzSSx3XH3flxWQW1jK0eNGcKOmia0vZ2WFiUtezhHnHIhe/c20NLsuIWHpMDorEQ3ZrAOaW2hoaGBwSNHU1HfTGpyQrC9tpdXhzZZpzSRRGpSAkeNGQLAk8s+YW995JNRBqWl7pf5v6ZsC1vWvNdhWWc5wwe31TNoziV8tKOG4ybmceKk4Vyx6Ot88MZLjjwh269MTCI1LQ0SU0hNS2Py9d/lyOM/R352OiXldUwamcltty2kYkcp7QnJZA/OgCGD2dKawIbyRva2J3LYGadRXDAl4ms0jGjjVdxCMcXNiBaRFj6fDDyLU+h8NPBX4HichLFfiJp0UcSb7X1tWTVNre08v6qMNdurOXtaAadP3jfLo7u6lwHSUxKZWZTLH1/fxBPvbaO+uZUZhbkd9guc970tVTz9/jZa2trZVrWXXbWN1Da20NKmDBmUQn2jkyk/JVGClrBIzu0gPLNiO6cfOZIJwzIRQBUKhgwC9pWHmj99NB+U1YAq5fVNrC2r4Z2SKrLTk3jpw11U1jfR1NZG1d5mJg4fTFFeEWXVXSsHgbQa8yaNYOmaMlZvr2FtmVO0e01pNV89fiIjBqexpaKewqGZzJs0nNueXUNJVT07ahsZnZPOkLQk3q9v4oNte0hNTqC1XclKT+Lw/OzgLL6AWxokzPVDICxybO4gMlKSmD0hj4yUcg7Pz3LvZw3FBdnMP6aYhqRMVmzdQ21LO+vKahiTO4hzPjWHlvZ2/vtxBTWNreSkJ5MzKIl5049i6udPZMOuWl5YWcbWqr2kpiSQnzeYn5w3lVE5+4pfeIuHLyuppLggm9Pmn0/V0GK0pYlVW3aTlawcMSKNhLYWjhiezs7KanLThMaGBjRzKCC8U1IJqjS1KUMKCtHJc2ltbiKVFqrr9iJtzWQktpOkLdTV72VvQwOtzU20JSTvl/m/JYLJIAEmjBpKy+BUyqobePGDUk6fPIrWLvZvb2ulod6ZPdVQA81NzazcVk1zm1Ld4OTZe+1f/6BmW+dzlRunT4xYPsMwjIOVSC1nvwVuVdXFIlLlLvs3EJl/xYcEBvNlJZU8sXwbJeV7yR+SyrQxQ/YLSO6u7mUo+dlppCYl0tLaHna/ppY2xuam86miXNbtqCV3UAojh6Rx+Mgsymoa+aishsNGDuawkVnMmzSCsuqGbktHdcRRTFKTEoIWtaaWdt4pqSQrPSmYn+rocUNZdHYxL324kw276jh6nKME7q5tJDM1iZHZqbS3wY49TSSI8Mq6nd0WwQ7UwiyrbuCwEYNZW1ZLU2trB5fvoJQk1pTVujMZq9jT0MKglEQyUpIYm5vB2NwM3i6pQkSYNjoHRKioa+qgaKSnJJKanOi2r+5n0ZtemEtqciJNLe2s21HHmxvL2V3XzKZyR3nw3pcLZhWSkpjAmxvLyR2UwnGHDmP+UaP527JPaGhuJS0lgXFDM3h/ezUV9S2kJiXy2SmjQGFvSxtvbqpg4+46/vTGZr7/2SOCbeHtY4HzHTNpNGX16ri6xx3iJLcFhmelkzE6m8F1zXx6Yl6wfRua20hNTuCZ97fT2NLGEXNO48QvX0ZyYgL/2bCLLRV7mTwqm2+fMok3N5YH+0tR7iA+3lWzX7+5+eabmX3aAl5YUcLOilqOn5DFrqpaNu6oJE3amTIynZ2VNTQ1NXL6vLm8ttdR8P6zoZzy+hbGjx9P5e5daGszjQ17aW5qpKW5ibaWJucNwENqWho76prIz05lymhnduq9iW3ByR7hqGiUTgu8G4ZhDBQiVc6Kcepngjvyq2q9iHRaI9PveK0ak0dl09auTBuTwwWzxnZaUzFSBSkrLYVDhjuz8yrqmju4ltaUVvPE8m3s2dvCjMIhbKnY68ScVTRQmJtBWlICWyobaGxtJykxkbLqhh4PVAHFJKCsBOLfUpMTgorZaxvKaWppIys9haK8DFZuq6asupHTJxfwxoZyCoakOykbyutJT01g2picoPs3tNRPaI3FppY2mlraOTw/O6ggBVzI4/MyeW9LJXmZqeQPSSc1SThvxmha2tr5sKyatzdXcPS4oRSPymKSq6Aenp+133m996OppaMS7JUJIDU5gfF5mfsdw2vRWjBjDAVD0tiwq56xuYN4ZsV21pTWUNXQSk1TG9PH5DD3kGFs39PAH17fxNyJeextaWfuxGF8fuZY/vTGZi6fM67TNgnIG84FXdPYQll1UwdF3HuMmUW55Gens7umkZLKvfz9gzJOOmIEs8fncdzEBM6fMYYlH5Ty3KoygGAairystP36xiGHHMKoseNIHr2F1dtrOHv6aJpa2/jhkrXUNrWwLiOVoskZDEpJor0gm9GVexmSlkSrKoVDMzli4U9YuW0PU0dn8ebGSrbvaWBr5V5E4GvHFfHpwsHB1DIfV8NLH9eSlZYc7MPXfe82nnv7I1qaG0mXNiYNSyM3DWrr6tm6ew/nnTC9hy8ihmEYBx+RKmclwAw8qaxEZBbwcRRkiglea9gFswqZMnpIp27L/V1mXXN4fhaby+tITUpid11dB4tPcUE2k0dls3p7DcmJCQzNTCEtKZHdtc3sqmsiOyWRCXmDOHZiHnmD0/eLGYoEr7yhg3xDcxtNLW3MctcHgv8vnDU2aDEMyD9tTA6zJ+QxZcy+tvG6yELbMaD4BVxxgUzyAcVwfF4mSz4opaKumVOOGEFWWjLvlFQyq8iJpSuva2bV1j2IwnnTnTgy73E6u06v4hkq08yiXGYW5VJZ18y6shrG52WSm5myn0VrZlEuWekprNtRxt9X72BMrlP/8qTDh/NuSRVjh2bw2amj+PU/P2Jr1V6GZqR06DNei1no+UP7j/f3nIlOepEPttfwyrqdwQz5obKNyklnelEO75RUoijPrShldO4gvnLcBHIzU4L3rqs0FIEaqk2t7RQNzeCwEc5EhTc37mZQciJ76pvYUlHPoJRErj5hItPGDHHLVrWy+K0SmtpqSU4UstOTaWp1XOFTx2RzREEW726uICUlmSFDhjBkiBMjl9/cRm5OR7fusSeexo4hxR1SewRmkUYSOmAYhjEQiLTS8C3ACyJyO5AiIt8D/oaTHqNfUlyQHUwsGxgs+2pQCLj2UpOkQ/JacAbm+dNGM33sED47ZRQzxuaQnpzA9DFDmDp6CIMHpTD/qNHkDU4PuvJ6w5rSal5et4sn39saHADfKanCMYAqs4pymTYml0n5WcHrD8i/qbyOhuY21pXVhC0ADh3bcZ9Soh2uO9C+m8rrKK1uZGzuIBbMGMP0whzmTszDUeaqOG7iUGYU5pCclEhqcgLTC3OYVZQTzEjfGaH3zytTgIBlackH+/Ioh25XXJDNpBGDyUhJoLggiwuOLmRUziCaWtt5ed0uXlm3k9KaRmobW6mob+m0z4Q7f1cUF2RTkJ1GWXVjsJB4uGOMzc1g9JBBTBk1hPSURNqcKvUA5GamsGDGmOA9C8ea0mqeWVHK4re28OLqHcGJCqlJSRwyIpMTJw1nxOA0RIQNu2pZsbWKppZ2ahubKa9porahhf9sKGfF1kre3lSBIIzNHUR5bRPZg1IB6VAs3nvfA0XSpxfmcNHRhVw6u4g5njjK0ELqhhEvRl72y+Anntx9992MHDmSrKwsrrjiCpqamsJuFygKHsi9mZmZyQ9+8IPg+uLi4g7rkpKSOOuss8IeK7Q4el9QUlLCvHnzGDRoEJMmTeKf//xnp9vecMMNjBkzhqysLAoLC7nzzjuD61577bUO15GZmYmI8OSToVOTHP785z+Tn59PUVERr7zySnD5xo0bOeaYY8IWXP/Rj37ETTfd1Iur7Tsispyp6vMichpwJU6sWSFwrqq+1/We/qWn1rCeEOoGDbUIrC2rYeW2asblZbJgxphgPNbE4RlkpCRSMGQQy7ZUUpCd1msXT3FBNuvKaoIDv9cV+MbGcgqyHdfXOyVOyZJAzcTAvk++t5XnVpXR3NrewYIWwNuOoe67AF6LzZwJeR1mwYZavmZPGBZ0+QUKkFfUNXVqPQtH6L1taG6jYEgapxY7ucZCrYne/Y4cNYSPd9dzZMGQoEty/jRn4sHh+VkUDEmjpKKBU4tHBq1BoQpaT/uW19UZ7n4H5E1NSuCQkZlkpCSSnppIgkiHHHzdxUYGriVQwDxwrumFOUHL5jPvb+Pf63fx349388bH5SQmCKNz0qhuaqGuqYVBKUmkpyTS2uZYzd7eXMWqbdXMKMwhNSkx7PlD+4W3JmfoRBlzaRrxJnXkIfEWgaVLl3LXXXfx8ssvU1BQwDnnnMPChQu56667Ot1nz549YZPTrlmzJvhdVRk/fjznn39+VOQOxwUXXMDs2bNZsmQJS5Ys4bzzzmPDhg0MGzZsv22/9KUvsXDhQjIyMti+fTunnHIKkyZN4txzz2Xu3LkdyjW9+uqrnHXWWZx22mn7Hae1tZUbb7yR5cuX895773HttdeyevVqwKkJevfdd4ctu/TCCy902cbhCFfZoS+I1HKGqr6vql9T1TNV9av9WTGLNl5LTniLgAb/BgbmYyYMZcOuOpZ/soem1tZgio/eWvMCx583aXgHK+H0whwKstP4pHIvH+2oYZZHKfPKf8bkAs6akk9RXma3lo3OLJABi43XWtPZfl5ryxPLt/HqR7sYmpnSq0F7TWk1K7fVMGW0M9tz+ZZK/vruVpZv2b+G3vTCHOZPK6CptY2X1+50i6EL0wtzyM1MYfaEYUwZnU1JeX237dHQ3NbBktTV8tC28/abwPfUpARmjM0hJTGBusY2yvY08qc3NgePE4nFLjU5kdkT8jpYrQLnzs1M4YKjC7nquAlcdsw45hwylJxBKcx0ZxwPy0ojOUloaGmlwZ0pW1HfyJQx2Vx9wiFBS2jo+bu6ts62MYyBzMMPP8yXvvQliouLycnJ4ZZbbuFPf/pTr4/7n//8h/Ly8g5FvAPU19dz+umnU1paGrRMlZaW0tTUxHXXXUdBQQEFBQVcd911nVrxQlm/fj3Lly/n9ttvJz09nQULFjB58uROrV2HHXYYGRkZwd8JCQl8/HH46KmHH36Y8847r8P2ASoqKhg1ahT5+fl85jOfYdOmTQA88cQTjBo1KljQ3UtVVRXr169n9uzZHHnkkTz33HPBdS0tLeTl5fH+++8HLZUPPvggY8eO5cQTT4yoLXpKpKk0UoDLgWlAhyAoVb2078U6ePBaBLwWpPnTRgXzlgVmHq7bUcuumiaeXVnKmJyM/dIgdEZ38TrhLDkBpe3xd5zA8MNGZoXdNzczhYtnF9HQ3Bac6RkJXpm81qeuLEOhlpRAbN5hI8LLFinee1BZ18xLH+6kqdUpcB5K4F48s6KUnTUNVNW3kJAgfOOkQ5k9YWjQynnMhKHdKkKhlqzAdQaslqu27umQoLYzmb3Lphfm8vg7W9he3Uhbu9KmGpzd2J3FbvmWKp5ZsZ3509qZMzEv7DbpKYnMmei80c6ekMea0mpqGlpJS07gpMNHMHG48++fmpRIU2s7H++q4+TDRwZTnHR1fu8knNBrq6xr5pn3t1GUl8nsCUN9oaSJyKPASUAGsAP4iar+wV13EnAfMBZ4G7hcVbe461JxZrifB+x19/tF7K/A6K+sWbOGs88+O/h76tSp7Ny5k4qKCoYOHRp2n8LCQkSEk08+mZ/+9Kfk5e3/P/7www+zYMGCsApNRkYGL774IhdffHGHup233norb731FitWrEBEOPvss1m0aFEH12lX1zF+/PgOJZ+mTp3awZoXyl133cWiRYuor69n3LhxXHjhhfttU19fzxNPPNFBgfIybNgwKioq2LZtG++//z7FxcXU1tayaNEi/vWvf4XdZ+nSpZx00kkkJiZy6aWX8uijjwbdv0uWLCE/P5+jjjqKkpISAP7973+zdu1aEhIitnH1iEiP+jBwHVALbAz5GF0QakXzWpCAoAWluCCb86aPZuKIwWyvaGDVtj3srm3qMtYqwIHG66SnJHLYiMEkJgiecqndXkckeGPdwAl8n9NJrrbOLCkXzCrkwqPHdpp8N1K8sj+zYhtvba4gNyM57HEDEyZOnDSMsbkZtLcrVXub2bCzJljtIT87jcPzu1ZSvRMvvO7tl9ft4qMdNWSnJ/Hv9bt5cvm24HV7LWrhrInBtlNobG5leFYK4/MyemBV1JC/XcsfUJhTkxwltqWtjZKKvUwbk8OciXlMGzOEw0cOpqm165jAAIH7vKm8br++tOSDUp5Yvo3Fb5X4Ke7sR0CRqmYBnwMWicgMEckDnsKJxc3FmSj1V89+twETccI/5gE3uGEhhhERdXV1ZGfv+78OfK+trd1v27y8PN599122bNnCe++9R21tLRdddNF+2+3du5cnnniCyy+/vEeyPPbYY9x6660MHz6cYcOGsXDhQhYvXnxA1xG4lnDXEeDGG2+ktraW5cuXc8kll+y3P8BTTz1FXl5ep3UyExIS+O1vf8t5553Hz372Mx544AEWLlzItddey6pVq5g3bx6nnnpq0NUJjkvzjDPOAODiiy9myZIl1NQ4iX8WL17MJZdc0uEct912GxkZGaSnRydpRaSO0tOAcaq6JypSxIF4zA4LtSCFWlbmTBzG4fnZLHx2NR/trOX/LdvKsMGp3cYv9SZex5t2oy/bJDTWLdw1dGVJgejEBRYNzSA/O53jJg7rVFF8p6SKYZlOkffPTSsgOSmR/Ow0t4D4YMblZboJe/fF6XV2HG/yYG+bDM1IITczhSNHZQVnMwYsauvKaoKzNsMdt7y+meMPHR60ugGdxr958d7rAJ3dc2/fnF6Yy+byel76cAe765pJSRQunl3EpvI61u6oZe2OWrLSk3rVT8+YXEBzaztFeZm+iTtTVe/rfWD2xQScmetrVPVvACJyG1AuIpNUdR1Ocu7LVbUKqBKRB3A8D3+PofjGARJavinaPPbYY3zlK18BYO7cubz44otkZmYGFQMg+D1c0fHMzExmznQqAI0YMYJ7772X/Px8amtrO2z/1FNPkZub2+Mi46WlpRQWFgZ/FxYWUlpaGnbb4uJitmzZAhD2OgLX0l3xdBHhqKOOYunSpSxcuJBf/KKj4fnhhx/m0ksvRWR/70eAk046iZNOOgmAlStXsmzZMn76059SVFTE66+/ztatW/nyl7/MW2+9RXt7Oy+99FLwPAUFBcyZM4cnn3ySc845hxdffJF77rmnw/HHjBmz3zn7kkiVs0+A1GgKEmt6mli2L/C6jGB/l2dgkLz9c0fyt2WfgEhEqTR6o8R49w1N39Abugtyh9jcg1DlY/aEPLLSkzuVyVs5IpAXLT0lkZfX7mLP3hYCaUJmFYWPrwo9TuhMXW+Os8AEi0A7zCrK6TBrs7Ogfq98EHk7hpsoEXDThu4bLjdbYDJEYFJFU0sbpx85ssPkgq7oqp/mZqZwxdzx3R4j1ojIb3AUq3TgfWAJ8ENgZWAbN+fjRqBYRHYC+d717vf5nRz/KuAqoFdFko3+y0UXXbSfpau4uJiVK1fy+c9/HnCUixEjRnTq0vQSUFja29s7LI9EoQm3rqCggC1btlBcXAw4hb0LCsKn7Al1V65fv55NmzZ1UBRXrlwZ1lUZjtbWVjZu7Oig27p1K6+++ir3339/RMdQVa655hp+/etfU15eTltbG4WFhYwcOZJVq1YB8O6771JYWNhhksJll13GH/7wB1pbW5k9ezajRo3qcNyu2rEviNSt+QjwfyJygYic6P1EU7ho0tN0B31JwH0FdHB5Blx7uZkpzCjKZW9zW69TaXQng9cd1ddt0p0r9EDO11mQfWeEukwjdc+GbpeaJORlpjJxeAZzJ+YxvTC3y+OEKr2h6SUCudaAoPtzemFuh8kbXR13xdY93PfKx7y5seKA71ugvmy+mxw4nJzeSQOByRCB/vrGxgpKyvtlad2IUdWvAYOBuTiuzCacuNtQ32u1u12m53founDH/72qzlTVmeFmrxkDk0svvZQHH3yQDz/8kD179rBo0aJO3ZFvv/02H330Ee3t7VRUVPD1r3+dE044oYM7cNu2bbzyyitcdtllXZ53xIgRVFRUUF29r/tecMEFLFq0iN27d1NeXs4dd9zBxRdfHNF1HHrooUybNo3bb7+dxsZGnn76aVatWhV2QkJ7ezv3338/VVVVqCrvvPMO9913X9D6FWDx4sUcc8wxTJgwISIZ/vCHPzB9+nSmTZvG0KFDaWho4MMPP+SVV15h/HjnhXDJkiWceWbHOqnz589n+fLl3HPPPVx6aexD6yO1nF3j/r0zZLkC/nvdjYBoptKArt2m4SwdoZaWaKcWCCeDN6lrJG6y3nIg96Cn1rbQduzOddvZ8UOrLkRCV5Yp7/neKaliVlFO2PQeXtev15JXUl7HzppGSsrrOPHw4QfUl71tE0m7eitLAORlprJ6+x7W7qjtUaqTzvBrIlpVbQNeF5GLgauBOiArZLMsnJjcOs/vxpB1hhERp512GjfccAPz5s2joaGBBQsWcPvttwfXFxcXc9NNN3HRRRexadMmbrrpJnbt2kVWVhYnn3wyjz/+eIfjLV68mNmzZ3er0EyaNIkLLriA8ePH09bWxocffsjNN99MTU0NU6ZMAeD888/n5psjT3H6l7/8hcsvv5ycnBzGjh3LE088EbRQPfbYY9x5551Bi9vTTz/N9773PZqbmykoKODaa6/l2muv7XC8Rx55hO985zsRnbu8vJx77rmH//73vwAkJSVx7733cuKJJ5KWlsZDDz0EOPFmv/vd7zrsG5hd+vjjj3PuuedGfL19hah2HxzcH5g5c6YuW7as+w3DEI1BIeAinOupkxjN8/WUrmToSvZonTOS9ZFu0xXdXVtf3ptlJZW8vG4XBdlpncaQBWbwBvK5BaxmARkCCtGwzBR21zUH5a6sa2bJB6WcMbkgOFOyNwTkCORz8yqC3m28dVoDlR0CedPCzTrtCQfS70TkPVWdecAn7QEi8gegHlgDXKaqc9zlGcBuYLqqrhORUnf9S+76O4BDVfV/ujp+b55hRu8ouvGF4PeexJyV3HVml+sN/7Nz506OOuootm/fvp+r8o477mD9+vU8+uijnezdO7p6fkWcOU1EkoFPAwWq+lf3gYSq9nu/htci0FPrSGd0Z7GJtmLQ3bG7slpFy2rXnXUmEutNby2e3V1bX1pUQ8/VmTVyc3k9O6obGJs7aD8rVrgYONiX4qSvCKQQeW1DOZvdChHQ8T54LauBpMHpKftKTfXEehbaH8PNbo0nIjIcOBF4HmgAPgNc4H7eBH4qIguAF4BbgVXuZABwwkBuFpFlwAic5N1fjO0VGOHwKmGGAVBdXc3Pf/7z/RSzyspKHnzwwYhnpvY1keY5mww8ixNvMRpn2vjxOLOSvhA16WJEYDAILaDdG0IH+Z64jQIy9aWi1hN3YLRcvt0prLHIEt+Ta+utshzJZItA3FegpFVoO3iPEUnOu97QmSIYSmgbHsh9C+2P4Wa3xhnFcWH+Dic2dwtwnao+C+AqZvcCj+LkOfNaxRbi5DnbgqPY/VhVbaamYfiQQw89lEMPPbTDsgceeIDrrruOSy65hOOOOy4uckVqOfstcKuqLhaRKnfZv4EHoiNWbAkMNpV1zWwurzugYuPd0d0AFmo56OuZjLFQfHpKOItlrGbORkJf3oPO2j9UEYPox0N2Rk8UwUgswV0R6xjLnqKqu3FeQDtb/09gUifrmoAr3I9hGP2MK6+8kiuvvDKuMkSqnBXjvCGCm8HSnT4enexrcaChuY0lH5RSVt0YcWb+ntDdABZqOejrwSpeA76XUGUnGhbLvqQv70Fn7d/VffFDbGJn9FZxDb1uP/RPwzAMvxCpclaCk3gxGK0qIrOA8EWv+hHeIOfS6sY+KTZ+IIQqAgfjYNVZXjcgGMPUU6KpwMTqHkSSCNZvfcFvli7DMIyDiUiVs1uAF0Tkd0CKiHwP+CpOoGu/xpsA9ERPcfBYczAqY6F0FYN1oNfuZwUmUjqrwdlZ5QQ/EI3+6mdLoWEYRiyJSDlT1efd2nBX4sSaFQLnqup70RQuFoSL+TGiT19ZXiI5TrhB30+KQOg1xErhDLVexrs9DgZF2+j/jPraw/EWwTAiT6Whqu8DX4uiLHHBDxaraCsKflJEAvRVu0dynHCDvp8Ugb6Y/XggeNsA6LI9YtGHzFVq+IGkwd2XSDKMaBOxcmZEj2grCrFWRPymDIYb9DtTBPwge6xeGLpql1Bi0Yf88KJkGIbhB0w58wHRthiMz8tkXVlNVFKEhMNPVikIP+h3pgjEW/ZYKofeNuiuVqlZtQzDMGKHKWc+INoWg01uxvdopAgJR38eyOMle2hpJIitctidUmpWLWOg0FpbEfxuLk4EJ3DUAAAgAElEQVQjXgxY5cwP7qtYEWuFI9xA3l/aO15KiHfW8NyJeTFXDvuzQm0Yfcn231wW/N5dbU3DiBadKmcishg34WxXqOqlfSpRjIin+yrWioofrB7xdhf6nXjPGu5pH+kvyrZhGEZ/pCvLmTfBbB5OHc3ncOrFjQXOAvrtnON4WgoGoqJilpmu8YMC3RMGYh82DMOIFZ0qZ6p6e+C7iCwFzlTV1zzLjsVJTtsvCZRIikeep4GoqPQ35cPomoHYhw3DMGJFpDFnnwbeCln2NjC7b8WJLT3J89QbQl1AobPkzD1k9DdM2TYMw4gekSpn7wN3isitqtrgFjy/HVgRPdGiT0/yPPWGrlxA5h4yDMMwDMNLpMrZ5cCfgWoRqQJycIqgXxQluWJC6Nt/tJSjrlxA5h4yDMMwDMNLpLU1S4BjRGQMUACUqeon0RTsYKIrF9DB7B4yl61hGIZh9JyESDcUkaHACcDxqvqJiBSIyOioSWb0ewIu2zWl1fEWxTAMwzD6DREpZyJyPPARjhszMENzIvDbKMllHAQUF2THJaGqEV0amttYVlLZbcknwzAM48CI1HL2S+ALqnoa0OouexuYFRWpjIOCgMvWXJoHF2YRNQzDiC6RTggoUtV/ud8DVQOae7C/0Q2xis+yODCjt9gkFuNgxko2GX4gUsvZhyJyasiyzwAf9LE8A5ZYWSPWlFbz8rpdPPne1gHtljLX3IFjFlHDMIzoEqly9i3gMRF5GEgXkfuBPwHfifREIpIrIk+LSL2IbBGRCzvZLlVEficiO0WkUkSeE5FRkZ6nvxKr+KzigmwKstMoq24c0G4pc80ZhmEYfiXSVBpvichUnAkBfwS2ArNUdVsPznUfjit0BDANeEFEVqrqmpDtvoFTeWAKUA38Hvg1cG4PztXviFVKjfSURBbMGNOhbNVAxFxzhmEYhl+JSDkTkeOA5ar6k5Dlc1T1jQj2zwAWAEeqah3wuog8C1wC3Biy+ThgqarudPf9K/CLSOQ0IsNPudW8MXAQu/qmfmoDwzD8Q9OOj4PfU0ceEkdJjIFMpAH9rwLrROQsVd3oWf4ikBXB/ocCraq63rNsJXB8mG0fBO4RkQJgD4617sUI5TT6GbGqb2oYhhEJOx6+LvjdJgcY8SLSmLN64G7gDRE5xbNcItw/E6gJWVYNDA6z7QYct+l2d5/DgTvCHVRErhKRZSKybPfu3RGKYgTwQ1C8N9bO8qIZfsGNfX3QjY+tFZEVInK6Z/1JIrJORPaKyCsiUhiy7x9FpEZEdojIN+NzFYZh9FciVc5UVR8AzgMeEpFv9fA8dexvYcsCasNsex+QCgwFMoCn6MRypqq/V9WZqjpz2LBhPRTJ8ENQvHfmn80CNHxEEs5L4vFANnAz8P9EpEhE8nCeS7cAuTh1hv/q2fc2nCTdhcA84AYROS12ohuG0d/pUZ4yVX1dRD4NPC0i04jccrYeSBKRiaq6wV02FQidDADOZIHvq2olgIj8GrhDRPJUtTzM9sYB0h+C4i0vmxEPVLUeR8kK8LyIbAZm4Lw4rlHVvwGIyG1AuYhMUtV1wGXA5apaBVSJyAPA5cDfY3cFhmH0ZyK1nG0KfFHVrcCxOIrdoEh2dh90T+EoWRkiMgc4G1gcZvN3gUtFJFtEkoGvAaWmmPU9/cFSFQvrnh/cu4a/EZEROLGza4BinJhZIPh82wgUi0gOkO9d734v7uS4FpphGMZ+RKScqeq0kN+NqnqBqkZcOB1HyUoHdgGPA1er6hoRmSsidZ7tvg004sSe7QbOAM7pwXmMg4hYxKH5wb1r+Bf3JfEx4GHXMpaJEzPrJRBDm+n5HbpuPyw0wzCMcHTq1hSRS1R1sfv9is62U9U/RnIi1005P8zy19j3QENVK3BmaEYNc5X1D2J1n+Lp3rW+6G9EJAHHwt8MXOMu7iqGts7zuzFknWEYRkR0FXN2Afvcjpd0so3iJKXtV3jTN1jKBv8S7fvkVYxCjx8rpcn6on8REcFJ7TMCOENVW9xVa3DiygLbZQATcOLQqkSkDCem9iV3k87iaw3DMMLSqXKmqmd4vs+LjTixoT8EwhvRv09dKUaxUpoivUazsMWF3+Kk8vmMqjZ4lj8N/FREFgAvALcCq1yXJ8AjwM0isgxHsbsS+GLsxDYMo7/TlVsz0ni09r4TxzD20RdZ/LtSarpSjGKlwEd6jWZhiy1u3rKvAE3ADseIBsBXVPUxVzG7F3gUeBv4H8/uC3EUuy1AA/BjVbWZmoZhRExXbs1WHLdlZ4i7vt+9xttAN3Do6l53pRj5rbyTWXtji6puoYtUQar6T2BSJ+uagCvcj9HPSMz0z/+9MXDpSjkbFzMpYowNdP4imi67g+Ve+01ZNIyDldH/+0i8RTCMLmPOtsRSkFhiA52/WL6lkmdWlDJ/WhtzJvZtOoH+cq8tpswwDMMIEHGFABH5HE4pkzw85n5VvTQKckWVyrpmlnxQyhmTC8jNTIm3OEawO0VacCL6xFpZMle7YRiGESAi5UxEFgJfBf4CnA/cD1xIx3py/YYlH5Ty3KoyAC6eXRRfYQYA3Sk60wtzSE1OiLvr0StnrJWlg8X9ahgDiaIbX+h0XcldZ8ZQEuNgI1LL2RXAyaq6WkS+qKrXi8jjOMWA+x1nTC7o8Heg4pdcXn5xPXrljLWyFM82iLQfmOvVGAjs/fjt4PdBhxwdR0mMgUykytkQVV3tfm8WkWRVfUdEjo+WYEb08Vsur3jjldMvCmMsiLQfmOvVGAjsfvIHwe+F330+jpIYA5lIlbONIlKsqmuA1cDVIlIFVEVPtOhhbk0Hv+Xyijf9Rc6+JtJ+0F+UbMMwjP5OpMrZzcBQ9/v3cIoAZ+IUM+93mFvTYaAqI0ZHIu0H1l8MwzBiQ0TKmaou8Xx/GzgkahLFgNzMlLhYzCxmx4gU6yuGcWB0FaRvGP2FiEo0AYjIIBGZIiLHeD/RFO5gIxCzs6a0Ot6iGF1QWdfMo2+WUFnXHJPzNTS3saykkobmtuAy6yuGYRgDl0hTaVyKU0euGadWXAAFxkZBroMSi9npH8Q6JnFNaTUvr9vFurIaFswYQ3pKYtT7ilnmDMMw/EukMWc/ARao6kvRFCZWxGtgspid/kGsYxKLC7JZV1ZDWXUja0qrmVmUG/W+YjMvDcMw/Eukylkz8GoU5YgpNjAZXRHrmMT0lEQWzBgTfGGIBWbFNQzD8C+RxpzdAvxCRPKiKUysKC7IZu7EPBuYjLCEiwGLNgFLWawsubE+n2EYhhE5kSpn64HPATtFpM39tItI7EavPsQGJqMrLBjfMAzDiCeRujUXA4/g1NJs6GZbw+jXHOwuv76IubQJBcbBSsqICfEWwTAiVs6GAreqqkZTGMPwA9EOxu9MsfFLrdNYHcMw/Ej+5ffEWwTDiFg5ewi4BMd6ZhhGL+hMsfFDrdNIFcSD3bpoGIYRTyJVzmYB14jI94Gd3hWqelyfS2UctJg7rHPFxg+1TiNVEC0tjGEYRvSIVDl7wP0YRq/wozss1gpjZ4qNHxQes4gZhmHEn26VMxFJBCYAP1TVpuiLFH3MehM//Dj4+1FhjBd+UBANI57Urvh78PvgaafFURJjINOtcqaqbSLyNeC26IsTG2wwjh+dDf5dKczRVqb9qDAahhEfKpfeG/xuypkRLyLNc/YI8NVoChJLLAmt/+gqt1i0845Z3jvDMAzDT/RkQsC1InIDsBWn4DnQPycEmOvGf3RlvTLLlmEYhjGQsAkBhi/oSmGOpzJt8YmGYRhGrInIramqD3f2ibaARt8Sj7qRkeJH2ayU08BERK4RkWUi0iQifwpZd5KIrBORvSLyiogUetalisgfRaRGRHaIyDdjLrxhGP2eSGPOEJEvisjLIvKR+/eL0RTMiA5+VDYCStnyLVW+kq2huY2mljZmFeWaS3XgUQosAv7oXSgiecBTwC1ALrAMp6xdgNuAiUAhMA+4QUQsqtwwjB4RkXLmJp+9EfgL8HX37w3ucqMf4cfJEPtmz6qvZFtTWs07JVWkJicMWJemH62ZsUBVn1LVZ4CKkFXnAmtU9W+q2oijjE0VkUnu+suAH6hqlaquxQkHuTxGYhuGcZAQaczZl4ETVHVLYIGILAX+A/wwGoIZ0aG7+K14xFh5A/79pATZRARLOxOGYmBl4Ieq1ovIRqBYRHYC+d717vf5nR1MRK4CrgIYO3ZsVAQ2DKP/EalylgHsDllWAaT3rThGvInHYOzX2bN+lSuWmIK6H5ns/yysBga76wK/Q9eFRVV/D/weYObMmdrZdoZhDCwiVc7+DjwmIjcCn+DEU/wQWBotwYz4YIOx4cUU1P2oA7JClmUBte66wO/GkHWGYRgRE+mEgGtwHjCrcB5AK4C9wLVRksuIE5aQ1f8M1Dgwn7AGmBr4ISIZOOXt1qhqFVDmXe9+XxNTCY1ekT7hU8GPYcSLiCxnqloDXCoilwN5QLmqtkdTsFgQi/gqy5PVO/zQfn6QwYvFgUUfEUnCeT4mAokikga0Ak8DPxWRBcALwK3AKlVd5+76CHCziCwDRgBXAjazvR8x/LyF8RbBMCJ2ayIi2cBhuHEVIgKAqr4cFcliQCwGORtIe4cf2s8PMngx13NMuBnwjtIXA7er6m2uYnYv8CjwNvA/nu0WAr8FtgANwI9V9e8YA46iG1/odF3JXWfGUBKjPxKRcuZazO7DcWnu9axSYHzfixVdApaQ8XlO/G40Bzk/DKR+s/z0BD+0nx9k8GJxYNFHVW/DSZMRbt0/gUmdrGsCrnA/hmEYB0SkMWc/BM5T1RGqOs7ziVgxE5FcEXlaROpFZIuIXNjFttNF5D8iUiciO0XkG5GeJxIClpBN5XVRj6/yQwyXHxPPRoof2s8PMhiGYRgDh0jdmknAP3p5rvuAZpw4jGnACyKyUlU7BMu6Gbj/DlwPPAGkAKN7ee4O+M0SEm3ifb392XJ3MGP3xTD2Z8/rjwW/Dzn2ojhKYgxkIrWc/RgnyDXick9e3BlNC4BbVLVOVV8HngUuCbP5N4GlqvqYqjapaq2babvPGGiWkHhfb08sdzYTMXb0Z4uqYUSL6jceD34MI15Eajm7HhiJU7KpQzkTVY0krfWhQKuqrvcsWwkcH2bbTwMfiMh/gUNwAm7/V1U/iVBWw2f0xHIXr+D7gWhFirdF1TAMwwhPpMrZxb08TyZQE7Kss8zZo4HpwMnAB8BPgMeBOaEbWumT/kFPAtjjpTD4bUZmLPDLxIKBqBgbhmF0RaR5zv7dy/N0lVU7lAbgaVV9F0BEbgfKRSRbVTv4X6z0ycFHvBQGsyLFj4GoGBuGYXRFpKk0UnGSLV4ADFXVbBE5BThUVe+N4BDrgSQRmaiqG9xlnWXOXoWToiOAKV1RZKBbLbzXb4pBfDDF2OgpXeUQM4yDgUgD/O8GjgQuYp+ytAa4OpKdVbUeeAq4Q0QyRGQOcDawOMzmDwHniMg0EUkGbgFeD7WaGX3DQA8KH+jX7wfiPWHFMAzDb0Qac3YOcIiq1otIO4CqbheRUT0419eAPwK7gArgalVdIyJzgRdVNdM97ssichNOaZRBwOtApznRjN7hF6tFvCx4frl+wzAMwwgQqXLWHLqtiAzDUbIiQlUrgflhlr+GWxLKs+y3OCVQ+iX9yVXol6DweMUd+eX6DcMwDCNApMrZ34CHReR6ABHJB34J/CVagvVnLMC555gFyzAMwzAcIlXObsJJRPsBjqtxA/AAcEeU5OrXmKLRc8yC5W8amttYvqUSEKYX5vjeImwYhtGfiTSVRjNOItrrXXdmuaraLMpOMEXDH/Qn97LfWVNazTMrSgFITU6w/m0ctGROPTXeIhhGxJazIKq6G0BEJgO3qur5fS6VYfQBPXEvmyLXNcUF2cyf1gZI1CzCdg8MPzD0tGvjLYJhdK2cicgg4Hs4hco3ALcBecDPcTL4Pxxl+QzjgOkPZaP6C+kpicyZOCyq57B7YBiG4dCd5ew+4ChgKXA6MBmYhKOUXamq5dEVzzAOnP5QNsrYh90DwzAMh+6Us1OBaaq6S0R+DXwCHO+mvzCMgwaLE4w/dg+MgUJnFQ5K7jozxpIYfqU75SxTVXcBqOo2EakzxcwwDMM4WKn4+6+D3y3+zIgX3SlnSSIyD5DAgtDfqvpylGQzBigWGG4YRryoW7k0+N2UMyNedKec7cIpuRSgIuS3AuP7WihjYGOB4YZhWHFzYyDTpXKmqkUxksMYQHRnGbPAcMMwDGMg0+M8Z4bRW7qzjFlguGEYA5GurIU2WWBgYcqZEXPMMtYRi7EzDMMwvCTEWwBj4BGwjIVTRBqa21hWUklDc1scJIsPAUvimtLqeItiGIZh+ACznBm+YiBOBjBLojFQsaB/wwiPWc4MX1FckM3ciXkDSlHpypJo9E9EJFdEnhaRehHZIiIXxlsmwzD6D2Y5M3yFTQYwDhLuA5qBETi1iV8QkZWquia+YsUHs5D1nlhOFojG/ToQGQ9UjoNh8oQpZ0bMsQB4f2L3pW8QkQxgAXCkqtYBr4vIs8AlwI2d7ffB9mpTYowDoj/0G7/I2NdyREsRFFWNyoFjjYjsBrZ0sjoP8EORdj/IEXcZJCU9IyFlUH57894ybW6oj6cs+KA9XOIuRz+9L4WqOizawvQEETkKeENVB3mWfRunLvFZIdteBVzl/jwM+ChmgoYn7v3QZ1h7dMTaYx990RadPr8OGstZVw9oEVmmqjNjKY9f5fCDDCaHydFf5DhAMoGakGXVwODQDVX198DvYyFUJPTzdu9zrD06Yu2xj2i3hU0IMAzD6FvqgKyQZVlAbRxkMQyjH2LKmWEYRt+yHkgSkYmeZVOBATkZwDCMnjNQlDO/uA38IIcfZACTIxSToyN+kaPHqGo98BRwh4hkiMgc4GxgcXwli4h+2+5RwtqjI9Ye+4hqWxw0EwIMwzD8gojkAn8ETgYqgBtV9c/xlcowjP6CKWeGYRiGYRg+YqC4NQ3DMAzDMPoFppwZhmEYhmH4iH6vnIlIuud7v78eo+8QkfEikuV+lzjK8SkROSxe5zcMiO//gF8RkTwRSY63HIYRSr9VZkRktIg8DzwuIveISLqqtsdRHvH+jZMMKZ7vcbu3IpIZbzlE5H+B1cApABqH4EoRGSMi/wT+CgyJ9fnDyHOCiJzoAzmOF5HvBxRnIzZ4/wcG+ousiBSJyBvAM8BzIjJVRAZszTIRmeQ+H/Lc3wNWkReRQ0Rkhoikub/j0hb98h9URIYCzwNbgd8Ac4A/i8jUOMgySkR+CBwDcVMCxorIn4Hfi8giV46YK6quHE8DD4nIH0UkKY4K81SgCpgVkm8qqniU9J/g5LVaq6rjVfVt7/pY4loHXgSeBCbHy1LgKqtLgFeAH2BJWWOCiBwrIv8UkV+JyNcgPs8Hv+B6W/4AvIdTA7UGuA24LI5ixQURSRSRB4C3gVuB10TkrHiMY/FGRJJE5GHgXeBXwPMiMjtebdEvlTPgKKBeVa9W1X8AJwLpwEUiMjJWQojIBTgDzfeA0+Lx1iEiXwWWAWXAy8AXROSP7rqY3V8R+T6wHEdhvgMnhcB97rpYtkfg7XcDjsXqaOBYEUmNxfk9/8ifAf6jqte6cs0SkSHE53/u20CFqg5V1XtUtSXWAojI/TjK6nqgCHgVOC3Wcgw03BxrT+I8G0pwcq/dLCKDutzx4GY0kAb8RlV3Al/GeXZdLCKHxFWy2FMMHAJMwPEyPAT8SkSOi6tU8eEEYAxO/7gQeB94QkTGxEOYfqGcBQZWzxt/LXB4YLmq1gAPApOA42Mo2gjgp8BFwHE4ikDMrGfuYD8RuEZVv6WqjwDnA+eKSFas3o5d5asdOE1Vv66qHwCvA1kiItFsD0/fSARQ1TZ31WycB83zOAlAx0VLhhA50txFlwAnisjVIvIW8ACwBHgkVu4TccgEprjnR0TOcz9FsZDBPed4oBmYqqrXAU3AUK+csZJlAPJZ4ClVvVNVf4Ez6FwAnDmAXZsCHIlT7zQwfjwFlAJXx1GumCAi2Z57/2mc4tvlQLuq/gR4C7jM/b89qHHdl4Xuz6OBLDeJ9FZV/Q6OseG78XiZ8fU/p4jkuFag3wF43vh34pgevf9IT+LUtJvhjb3qY3kCA3Dg+A8CT6jq48A24HPRHvQ8MgjOIPc48Hd3WQJObNNanAdQLORIcpWvX6jqMrezfwR8DtgEzI/G/QjTN9rc5YE+vRXnLehBnLfkC0RkkYhMibIcjW6brMGx3N2H40I5FvgWjpX3G+6+fX6PvMqqe18ycAaiGhF5HFgEXAE8JSKX9PX5w8ghqrpJVa9V1c0ikuxaK6qBeYHNoyXHQENEskL6VROeFxPX0/Av4Fyi/MLiV1R1PfABjhsvwDrgDaBIRA7KdhGRiSKyFHgMeNJVSj4EPhGRaZ6X+R/hhIX06bPSb4jI53H0iG+4izYCJSJS5GmL63AMHofGWj7fKmciMhl4GvgUcKiInOtZvQvnH+m4wD+S25j/ByxQ1eY+liV0AG52B51aVa1yN7sbp0PPjUZMTxgZVFUbVHWZqta48rQDqTiWxbq+lqETOVrdv03uJgXAvaqaAfwCWAh8X0QG96EMYfuGiCR4/qmOAj5S1UqgBfg+MBlHYYyqHOz7v7oSOElV/wDUqeqbwM3AV6BvLazhlFVXQdsJrMQpNbJdVSep6hnAEzjWk2grq94gdAFa3Z//AgpFJHUgxz/1FeIEtL8KPAL8VUTy3VXrgRYROdqz+d3ATByr+0C1XN4FnCMih0Lw5W4tTptE5dkZT0TkSziu7feBG4Bc4BYgCcfYcUpgW1VdhTOZ6mJ3X9/qCb1kJPAmMEpEjsW5/zk4z3MAVPUtYAXwvxDb/xU/N3oKTi26y3Ee5FcGLDCqutdd1gh817PPJzhvAdl9JUQXA7B4thFVXQb8GzgHOKKvzt+VDF73mGcQnA+s87j3Yi3Hc6r6a7dNKnAsNZfjuD37irB9Q1XbPVa6t4HbReQDIAvHzVqCY0mKthzNrmLUihNbBc5DEJx2KBHPjNbe0s2LDDgD9pE4cZkBXsCJM+kzq2ZXSjMEXygC/bQNyFTVpoP44R91HM+1fAPnfr6MM+AW4ky4AFgFNAAnB14aVXUzzv/HJe7vARf8DfzT/TziWbba/Zu+/+b9nnHAHap6o6p+iBOK8z84yvtyHI/TSZ7tn8AJHYprFoRo4FGwFMeVvRlnMshqnFjlM0XkSM8uzwCj3RfJmP2v+OahKM5U3uNFZLi76AMcl+F7wFKchrzGs8t/cf6xTheR+0XkHOB+4H1Vre5D0bpSBAI3OfD3lziKwDEi8h0R+aH0ja+6MxnaAjKISIKrJM3AcachIl8Wkb6MoehWDg8BZaQWZ9bkAadN6EnfcBWjBCAfJ9j1l6p6PPBjnLfFA6aHfVRdedRVVFvEyXX2VWCpqvbl23mn98Vd/7Yr3wmBHVR1JZCIEwsWbTnavf3U3XYJjuV7xMH28I8l7mBRBHxLVe9w4z2/BPyPiAxV1dU4MUTTgfM8u27BCcUYkLiW/quAoSLygojciPNy/T6wI67CRYff4SgZgZCDvThuvHTgbzhhBt+QffFXs4B/qGpDHGSNKoFnMpCN4+J9FScE5iScyVM5wJc8z/kjgTc93qGYCRrXD84A8QBO53gZx7R4Vsg2mTh+4f/gBC96183BUYr+C9zSB/IEJhUMd3+nANmecy0Bvun+Tgiz/z041pFyYH6sZMBREHNwAuC/4LblTuCzsW4LINH9eziOT/9Hse4bOG+Kg+LZR917ko4TaPqMu//3YtlHQ9rjE3fdN3DM+U8Bg+Pxv4IzQ+x14OS+uEcD8cO+2sjjgBzPPRiLYw2Z5C7Lw7GobcaJNzzP7Qvnxvsa4v1x+/AXgf8HXB9veWLYZ47CeblMcX8f6T6jVrv/l7uBU+Itb5Tb4Efu/0UCcCPO2LnYXf5/OKlWXsXJhDA35nL6oKGm4KSjyMOxtnwXJy7ouJDtjgT+gmMJCSxL9nxP6qUcvRmAE4BknFiOltCBMQYyBBS0k9mnGN4ap7YYjBO/8H84FrOb4tQ3kkLaRuIkhwDjgWvphSLUy/sSUJaPAK7HeQgfsJLYy/4ReDAOx4nlOLI3bWKfDm0e6OsnAe8G2tzT9t8EHsVJaXJJvOX106c3z4f++HGfA0+ELEvEiUW8LN7yxagNfgLMcb//Gcf9/xbOWJ4NnAlcHTf54tQo2Z4HyVXAJvd7YNnjOLPsxnv2ScFJifBP4E6cCQGn9qFMfaEInIszFTceMiTixPrcihPLE6+2EJw3+as4AGXEL32jj+R4kz60DPXyvnhfZPaz+Mb6fyVUJvsc8L1IDLPsB8CDnt/S1fb2GTgf9r2oPQ582f1+NY73aVi85YtxWyzCeVFZhROG8UvgH8CseMumqrGNOZNeTOVVZwZmG05elsuAB1R1aS/l6Srfy49xYnVC872sx+nYR4rIneKUADnZlfEpdXLmxFqGN4HjVfVddeJOehzP1IdyfEZVN6vq71U14gzwfukbfSzH/ar60oHI4ZGnr/posGyTHkCMVx/KEQw61jgkwz1YECezu+i+FDL57l/BcVk96/7+DvBDcXIiolGYKGT0H9SJD07Cib8dLiL/wUmi/ryq7o6vdDFnA4779ieqehJOzPqbQEVcpQoQQy31Szi5p+7Cca/8Gyf/0wk4Aew3hGz/EPCk+z0RRwFqxGnI3soyESdA+nmc2WWFOHmoXgWmebabgpN9f37I/p/FmW69Hbi8v8rgFzn80jf8Iodf7ouf5LBPsD0Fj/ULJ4RgE/Ar93cWjlXz2+79+Bj4dLzlto9/PjgphdpxYqm+HW954tgOafjYeh/LhlgEXOn5Pdp9aBfguEX+CpzoWX8WjslxkPt7FDCkD+SI+wDsBxl8Jodf+oZf5PDLfdgATQ8AAApfSURBVPGFHPYJtq/XJTwGJ96vHvi6Z/mxOAPvZuBr8ZbZPv774IRffBNIi7cs9uniPsXsRM5AN8z9nopjVl2Jk2tpPE6SzGfZFzx8B3B3FOSI+wDsBxl8Jodf+oZf5PDLffGFHPbZ777ch+M+/33I8gScCTnXxVtG+9jHPr37BHJRRR1V3QbBhK1NInKE+zDZqk5uql/hDAYviMge4DCcRHl9ze9wSpp0lu9lAnCdiGxU1S04Qfb/UCfxLaq6/SCRwTdy+KVv+EUOfHJffCSHAYhIAfAOThqMiaq6yV2eBLSpE0tYixPYbBhGPyZmylkAVVX36wk45XWa3eWrRWQBTjBrsao+HKXzx30A9oMMfpLDI09c+4Zf5PDLffGLHEaQMuBsdZIeBypzqLol1AzDOHiIuXImTlmbNpwMxIGC3VfjPNh/qE4ZpGXRliPeA7BfZPCTHH7pG36Rwy/3xS9yDHTc+/CeOyMzQW3mpWEctMTDchZuKm8RcIXGcCqvHwZgP8jgJzn80jf8Iodf7otf5DAcXCXNFDPDOIiJuXLmcjjOTK4pwM9V9WexFsAPA7AfZPCTHC5x7xt+kcMv98UvchiGYQwUAqU9YntSkRScAtG/UdXGmAuwT47JOLPxdhKnAdgPMvhMDr/0Db/I4Zf74gs5DMMwBgJxUc78gh8GYD/I4Cc5jI745b74RQ7DMIyBwIBWzgzDMAzDMPxGTGtrGoZhGIZhGF1jyplhGIZhGIaPMOXMMAzDMAzDR5hyZhiGYQxYROQEEdnWg+1fFZEvR1OmSBGRP4nIol7sXyci4/tSJs+xfyQi1x3gvu+ISHFfy9SfMOXMMAzDiBmuclPl1ms1YkQ4pVJVMwM1Wvv4XMOAS4H73d9jROQtEakUkZ+HbPuiiMwMOcTPgDv6Wq7+hClnhmEYRkwQkSJgLqDA5+IqjM9wEz0fLFwOLFHVBvf394CHgXHA/IAyJiJfADa7VUa8PAvME5GRMZLXd5hyZvgKESkRkQYRqRWRPSLyXxH5qoh021dFpEhE9CB7yBnGwcSlwFvAn4DLvCtcF919IvKC+///tohM8KxX91mwwX023OfWGUVEbhORRz3bdngWiMgXRWSte9xNIvKVSAUWkZNFZJ2IVIvIvYCErL/CPXaViCz9/+3dfayWdR3H8fenJgkTOBLFAoRFT8NikKX0NNhaQWguIo2mKFqtdAlbNSrLLbQB5ixBmbM1c1maImJTdA2aiEqCSQ8KOpoPIIKEQBxQmAJ++uP7u/Xi7pyb01EP94Hvazs793V+9/d3PZyd63x/T/claWilbJykdSX2WknLa71Xks6TtELSVZK2AzMlvU/SvZK2S9om6SZJLZX6Pirpb+U8bgWOrZQdL2mxpBfKsSyWNLiUzSKS4vllKHN+5Zq+v7zuK+nGEr9B0iW1+2451gclXVnqfkbShAaXbQKwvLL9XuBe263AX4FhkvoAPwJ+XB9cPktxNTD+EL+eI1YmZ6kZnW67NzAUuBz4IXD94T2klNKb4FzgpvI1XtKAuvKvAZcCxwNPArPqyr8InEw8Vu2rdPyf99YS2wc4H7hK0kmHCpLUH1gEXAL0B54CPl0p/xKRXEwC3gU8APyhEruQ6DV6J7AO+FTdLkYDTwMDyrkKmAMMJB4hdwIws9TXA/gj8DviUWq3AV+p1PU24AbivjkE2AvMB7D9k3JsF5WhzIvaON1rgL7AMGAs8bs6v+5Y15XrcAVwfS05bsOI8t6aNcDnS6L5MWAt8DNgru2d7dTxBDCynbIjXiZnqWnZbrV9JzAZmCrpI5JOk/R3SbskbZQ0sxJyf/m+s7QOPwmNW7Yppa4h6TNE4rDA9moi0Tmr7m132H7Y9n4igRtVV3657Z22nwWWtVHeJtt3237KYTmwhOhJOpRTgbW2F9reB8wFtlTKLwDm2H6iHPNsYFS5x9RiF5Wyq+tiATbbvsb2ftt7bT9pe6ntl8tza39JJEoAnwCOIRKafbYXEr1QtXPcbvt223ts7yaSvbF0gKS3E4nxxbZ3214P/AI4p/K2DbZ/bfsAMUT5HiKpbEsLsLuyPYe43suBa4EeRIJ9l6SbJd0vqT5h3F3qOSplcpaanu2HgeeIP+6XiBZdC3AacKGkieWtY8r3ltI6fKhRyzal1KWmAktsbyvbN1M3tMnBycse4Lj/s7xNkibo9QnpO4nEqX8HQgcCG2sbjkfqbKyUDwXmlWHWncAOovdrUDux9atCq3UhaYCkWyRtkrQL+H3lOAcCm3zwY302VGJ7SfpVGZLcRTRWW0ridSj9icRvQ+VnG8p51Lx27W3vKS/bu/7/AXpX3r/D9mTbI4F5RC/dNGJYcw3wOeACScMrdfQG2utVO+Jlcpa6i81AP9v32X7M9qu2HyUSrUatw0Yt25RSF5DUkxiGHCtpi6QtwHeBkZLejKGrl4Bele3XJpIrVoXeTqwAHGC7BbiHurlj7XieGFqs1aXqNpFcfdt2S+Wrp+2/lNjBdbGDOVj98xNnl5+NsN0HmFI5zueBQXVDiUMqr78PfAgYXWJrjdXa+xs9q3EbsI9INqt1b2oQ08ijwAfbKfsWsNL2GmL48xHbrwCPle2a4cA/O7n/bi+Ts9RdDAJ2SBotaVmZtNpKJF+NWsCNWrYppa4xETgAnEgMRY4i/vk+QPSEv1H/AMZIGiKpLzHPq6YH8A7gBWB/mcg+roP13g18WNIkxeKC6VQSP+A64GKVz+Qqk+rPrMSOkDSxxH6nLrYtvYEXgVZJg4AZlbKHgP3AdEnHSJoEnFIXu5eY1tEP+Gld3f8m5pP9jzJUuQCYJal3abx+j+i564x7aKPRLOndxHWYWX70DLEq8zjg48T8OyQdS8xNW9rJ/Xd7mZylpifpZCKZepAYCrkTOMF2X+Lm2Khl2Khlm1LqGlOBG2w/a3tL7YuYsH623uAKa9tLgVuJHpvVwOJK2W4iqVpADLedRdxDOlLvNuBMYmHSduADwIpK+R3Az4FbylDiGmKlYjX2ihJ7IvAI8HKDXV4KnAS0Esndosq+XiGmZ5xHNDInV8uJ+XA9iV6wlcCf6uqeB5xR5t5e3ca+pxE9kE/z+r32Nw2OtZEbgVNLj2nVlcBltl8s23OAzxL36bsqH6lxOnCf7c2d3H+3p4OHr1M6vCStB75p+89lqfUY4qaywva5krYCM2z/VtIpxE14ie0pknoRk0iH2/5Xqe/LxKqgybbXllb1ONu3HYbTSykdpcrHUjwHnG172eE+nreapNnAVttzOxG7CvhGGfo8KmVylppKSc4GEN33rwKPE13r19k+IOkMYhVRP2Llz3piAcCUEn8ZcCExufULtldKOgf4ATHE2Qostf31rjyvlNLRR9J4YBUx3DiDGNIbVvlw1pTalMlZSiml9BYoH/UzjZj39jgw3faqw3pQqVvI5CyllFJKqYnkgoCUUkoppSaSyVlKKaWUUhPJ5CyllFJKqYlkcpZSSiml1EQyOUsppZRSaiKZnKWUUkopNZFMzlJKKaWUmkgmZymllFJKTeS/YdysN0Y7QaUAAAAASUVORK5CYII=\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Calculate the degradation rate using the YoY method\n", + "yoy_rd, yoy_ci, yoy_info = rdtools.degradation_year_on_year(daily, confidence_level=68.2)\n", + "# Note the default confidence_level of 68.2 is appropriate if you would like to \n", + "# report a confidence interval analogous to the standard deviation of a normal\n", + "# distribution. The size of the confidence interval is adjustable by setting the\n", + "# confidence_level variable.\n", + "\n", + "# Visualize the results\n", + "\n", + "degradation_fig = rdtools.degradation_summary_plots(\n", + " yoy_rd, yoy_ci, yoy_info, daily,\n", + " summary_title='Sensor-based degradation results',\n", + " scatter_ymin=0.5, scatter_ymax=1.1,\n", + " hist_xmin=-30, hist_xmax=45, bins=100\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In addition to the confidence interval, the year-on-year method yields an exceedance value (e.g. P95), the degradation rate that was exceeded (slower degradation) with a given probability level. The probability level is set via the `exceedance_prob` keyword in `degradation_year_on_year`." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The P95 exceedance level is -0.65%/yr\n" + ] + } + ], + "source": [ + "print('The P95 exceedance level is %.2f%%/yr' % yoy_info['exceedance_level'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 5: Soiling calculations \n", + "\n", + "This section illustrates how the aggregated data can be used to estimate soiling losses using the stochastic rate and recovery (SRR) method.1 Since our example system doesn't experience much soiling, we apply an artificially generated soiling signal, just for the sake of example.\n", + "\n", + "1M. G. Deceglie, L. Micheli and M. Muller, \"Quantifying Soiling Loss Directly From PV Yield,\" IEEE Journal of Photovoltaics, vol. 8, no. 2, pp. 547-551, March 2018. doi: 10.1109/JPHOTOV.2017.2784682" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "# Apply artificial soiling signal for example\n", + "# be sure to remove this for applications on real data,\n", + "# and proceed with analysis on `daily` instead of `soiled_daily`\n", + "\n", + "soiling = df['soiling'].resample('D').mean()\n", + "soiled_daily = soiling*daily" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "# Calculate the daily insolation, required for the SRR calculation\n", + "daily_insolation = filtered['insolation'].resample('D').sum()\n", + "\n", + "# Perform the SRR calculation\n", + "cl = 68.2\n", + "sr, sr_ci, soiling_info = rdtools.soiling_srr(soiled_daily, daily_insolation,\n", + " confidence_level=cl)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The P50 insolation-weighted soiling ratio is 0.945\n" + ] + } + ], + "source": [ + "print('The P50 insolation-weighted soiling ratio is %0.3f'%sr)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The 68.2 confidence interval for the insolation-weighted soiling ratio is 0.939–0.951\n" + ] + } + ], + "source": [ + "print('The %0.1f confidence interval for the insolation-weighted'\n", + " ' soiling ratio is %0.3f–%0.3f'%(cl, sr_ci[0], sr_ci[1]))" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot Monte Carlo realizations of soiling profiles\n", + "fig = rdtools.soiling_monte_carlo_plot(soiling_info, soiled_daily, profiles=200);" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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    startendslopeslope_lowslope_highinferred_start_lossinferred_end_losslengthvalid
    02010-02-25 00:00:00-07:002010-03-07 00:00:00-07:000.0000000.0000000.00.6706960.89758710False
    12010-03-08 00:00:00-07:002010-03-11 00:00:00-07:000.0000000.0000000.01.0486141.0119253False
    22010-03-12 00:00:00-07:002010-04-08 00:00:00-07:00-0.002423-0.0052080.01.0587340.99332227True
    32010-04-09 00:00:00-07:002010-04-11 00:00:00-07:000.0000000.0000000.01.0452651.0452652False
    42010-04-12 00:00:00-07:002010-04-20 00:00:00-07:000.0000000.0000000.01.0365451.0263608False
    \n", + "
    " + ], + "text/plain": [ + " start end slope slope_low \\\n", + "0 2010-02-25 00:00:00-07:00 2010-03-07 00:00:00-07:00 0.000000 0.000000 \n", + "1 2010-03-08 00:00:00-07:00 2010-03-11 00:00:00-07:00 0.000000 0.000000 \n", + "2 2010-03-12 00:00:00-07:00 2010-04-08 00:00:00-07:00 -0.002423 -0.005208 \n", + "3 2010-04-09 00:00:00-07:00 2010-04-11 00:00:00-07:00 0.000000 0.000000 \n", + "4 2010-04-12 00:00:00-07:00 2010-04-20 00:00:00-07:00 0.000000 0.000000 \n", + "\n", + " slope_high inferred_start_loss inferred_end_loss length valid \n", + "0 0.0 0.670696 0.897587 10 False \n", + "1 0.0 1.048614 1.011925 3 False \n", + "2 0.0 1.058734 0.993322 27 True \n", + "3 0.0 1.045265 1.045265 2 False \n", + "4 0.0 1.036545 1.026360 8 False " + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# View the first several rows of the soiling interval summary table\n", + "soiling_summary = soiling_info['soiling_interval_summary']\n", + "soiling_summary.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAASkAAADWCAYAAACNKnT6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8li6FKAAASbklEQVR4nO3dfbRcVX3G8e9DAikkBIRcoxAuF5S3IhowUilS0bKgEa22aouiFi0GcFHRWjRVRECryNLSJVIxShUBoViFolB0CSqgooIIi8ibQsJrBMQIhACCv/6x94WTyZ1759zMnNmT+3zWmpWZc87M/u3cmyfn7HPOHkUEZmal2qDfBZiZjcchZWZFc0iZWdEcUmZWNIeUmRXNIWVmRZve7wLGM2fOnBgZGel3GWbWY9dcc80DETE01rqiQ2pkZISrr76632WYWY9JWt5unQ/3zKxoDikzK1rjISVpB0mPSTqr6bbNbPD0Y0/qVOBnfWjXzAZQoyEl6SBgJXBpk+2a2eBq7OyepNnACcArgUPH2W4RsAhgeHi4meLMrGMjiy9aa9myEw/sWXtN7kl9FDg9Iu4ab6OIWBIRCyJiwdDQmJdNmNkU0sielKT5wH7A7k20Z2brj6YO9/YFRoA7JAHMAqZJ+tOI2KOhGsxsADUVUkuAcyuv/4UUWkc01L6ZDahGQioiHgUeHX0t6RHgsYi4v4n2zWxw9eXevYg4rh/tmtng8W0xZlY0h5SZFc0hZWZFc0iZWdEcUmZWNIeUmRXNIWVmRXNImVnRHFJmVjSHlJkVzSFlZkVzSJlZ0RxSZlY0h5SZFc0hZWZFc0iZWdEcUmZWNIeUmRXNIWVmRXNImVnRHFJmVjSHlJkVzSFlZkVzSJlZ0RxSZlY0h5SZFc0hZWZFc0iZWdEcUmZWtMZCStJZku6V9JCkWyQd2lTbZja4mtyT+gQwEhGzgb8GPibpxQ22b2YDqLGQioilEfH46Mv8eF5T7ZvZYJreZGOS/hM4BNgYuBa4eIxtFgGLAIaHh5ssz2zKGVl80Rqvl514YFc+Z10+q1WjA+cR8S5gU2Af4BvA42NssyQiFkTEgqGhoSbLM7MCNX52LyKeiogrgXnAEU23b2aDpZ+XIEzHY1JmNoFGQkrSsyUdJGmWpGmSDgDeBFzaRPtmNriaGjgP0qHdaaRgXA68JyIubKh9MxtQjYRURNwPvLyJtsxs/eLbYsysaA4pMyuaQ8rMiuaQMrOiOaTMrGgOKTMrmkPKzIrmkDKzojmkzKxoDikzK5pDysyK5pAys6I5pMysaB2HlKQ3tln+hu6VY2a2pjp7Uqe3Wb6kG4WYmY1lwvmkJG2fn24gaTtAldXbA4/1ojAzM+hs0rtfkWbWFPDrlnUrgOO6XJOZ2dMmDKmI2ABA0g8iwrNrmlmjOh6TckCZWT90PMd5Ho/6N2A+MKu6LiL8VcNm1hN1vojhq6QxqfcBj/amHDOzNdUJqV2BvSPij70qxsysVZ3rpC4Hdu9VIWZmY6mzJ7UMuETS+aRLD54WEcd2sygzs1F1Qmom8C1gQ2Cb3pRjZramjkMqIt7ey0LMzMZS5xKE7duti4jbulOOmdma6hzuVW+PGRX5z2ldq8jMrKLO4d4aZwIlPQf4CHBFt4syMxs16UnvImIF8B7gExNtK2mGpNMlLZf0sKRfSFo42bbNbOpY15k5dwI26WC76cCdwMuBzYBjgPMkjaxj+2a2nqszcH4Fz4xBQQqnXYETJnpvRKxizSldviXpduDFpOuvzMzGVGfg/Istr1cB10XErXUblTQX2BFYOsa6RcAigOFh37ds67eRxRet8XrZiQf2qZKktZ4S1Bk4P6MbDUraEDgbOCMibhqjnSXkKYkXLFgQrevNbGqp80UMG0o6XtJtkh7Lfx4vaaMan7EBcCbwBHDkJOo1symmzuHeScCewOHAcmBb4MPAbOC9E71Zkkhf5jAXeFVE/KF2tWY25dQJqTcCL4qI3+bXN0v6OXAdHYQU8DlgF2C/iFhdr0wzm6rqXIKgmsuf2UDaFjiMNKvnCkmP5MfBNdo3symozp7U14BvSjoeuIN0uHdMXj6uiFhOB2FmZtaqTki9nxRKpwJbAXcD5wAf60FdZmZAB4d7kvaW9MmIeCIijo2I50fEJhGxAzAD2KP3ZZrZVNXJmNQHSVMHj+V7wIe6V46Z2Zo6Can5wCVt1n2XdGuLmVlPdBJSs4F2F2xuCGzavXLMzNbUSUjdBOzfZt3+eb2ZWU90cnbvZODzkqYBF0TEH/PtLa8jnen7514WaGZT24QhFRFfzbNwngHMkPQAMAd4HPhIRJzT4xrNbArr6DqpiPh3SV8E9gK2BH4L/DgiHuplcWZmdaZqeQj4dg9rMTNby7pOH2xm1lMOKTMrmkPKzIrmkDKzojmkzKxoDikzK5pDysyK5pAys6I5pMysaA4pMyuaQ8rMiuaQMrOiOaTMrGgOKTMrmkPKzIrmkDKzojmkzKxoDikzK1pjISXpSElXS3pc0pebatfMBlvHc5x3wT3Ax4ADgI0bbNfMBlhjIRUR3wCQtACY11S7ZjbYPCZlZkVr8nCvI5IWAYsAhoeHO37fyOKL1lq27MQDu1aXja+Tv/9e/owm+9mt75tsPWO13416Ov2cTt43qIrbk4qIJRGxICIWDA0N9bscM+uz4kLKzKyqscM9SdNze9OAaZL+BHgyIp5sqgYzGzxN7kkdA6wGFgNvyc+PabB9MxtATV6CcBxwXFPtmdn6wWNSZlY0h5SZFc0hZWZFc0iZWdEcUmZWNIeUmRXNIWVmRXNImVnRHFJmVjSHlJkVzSFlZkVzSJlZ0RxSZlY0h5SZFc0hZWZFc0iZWdEcUmZWNIeUmRXNIWVmRXNImVnRHFJmVjSHlJkVzSFlZkVzSJlZ0RxSZlY0h5SZFc0hZWZFc0iZWdEcUmZWtMZCStIWks6XtErScklvbqptMxtc0xts61TgCWAuMB+4SNJ1EbG0wRrMbMA0siclaSbweuDDEfFIRFwJXAi8tYn2zWxwNXW4tyPwZETcUll2HbBrQ+2b2YBSRPS+EWkf4GsR8ZzKsncCB0fEvi3bLgIW5Zc7ATf3vMD65gAP9LuILlhf+gHuS4nq9GPbiBgaa0VTY1KPALNbls0GHm7dMCKWAEuaKGqyJF0dEQv6Xce6Wl/6Ae5LibrVj6YO924BpkvaobLsRYAHzc1sXI2EVESsAr4BnCBppqS9gdcCZzbRvpkNriYv5nwXsDFwH3AOcMQAX35Q9OFoDetLP8B9KVFX+tHIwLmZ2WT5thgzK5pDysyK5pDqQJ37DiXNkHSapN9IelDSNyVt3WS97dS9f1LSHpIul/RI7s9RTdU6kcncCyppI0k3SrqriRo7UfN362hJN0h6WNLtko5ustY2NXVUv5JPSvptfnxSkjppwyHVmep9hwcDn5PU7mr5o4C9gBcCWwG/A05posgOdNwPSXOAS4DPA1sCzwe+01CdnajzMxl1NHB/rwurqU4/BLwNeBbwV8CRkg5qpMr2Oq1/EfA60qVHLwReAxzWUQsR4cc4D2Bm/iHsWFl2JnBim+0/B5xUeX0gcPMA9uPjwJn9rrsbfcnrtwNuBBYCd/W7D5PtR8v7PwOcMgj1Az8CFlVe/yNwVSfteE9qYnXvOzwd2FvSVpI2If3v8n89rrETdfvxUuBBST+SdF8+bB3ueZWdmcy9oKcAHwRW97KwmiZ9T2s+VNqH/l4QXaf+XfO6ibZbi0NqYrOAh1qW/R7YtM32twJ3Anfn9+0CnNCz6jpXtx/zgH8gHb4OA7eTrm8rQa2+SPobYFpEnN/rwmqq+zOpOo707/dLXa6pjjr1z8rrqtvN6mRcasqHlKTvS4o2jyupcd9hdiowgzSOM5N0pX3P96R60I/VwPkR8bOIeAw4HvhzSZv1rhdJN/uSpwk6CXh3r+seo+1u/0xGP/dI0tjUgRHxeG+q70id+lu3nQ08EvnYbzxNTnpXpGiZhaFV/iWfLmmHiLg1Lx7vvsP5wIci4sH8/lNItwPNiYie3dneg35cD1R/gRq76rfLfdkBGAGuyP9pbwRsJmkF8NKIWNalstfSg58Jkt4BLAb+IiL6fZby6XtyO6h/aV730wm2W1u/Bw8H4QGcSzrUmQnsTdpV3bXNtl8Cvg5sBmxIGge5u999mEQ/Xkk6Mzk/9+Nk4Ip+96FuX0j/ET+n8vhb4J78fNqg9CNvezCwAtil33VP4udwOOnExdaks95LgcM7aqPfnRyEB7AFcAGwCrgDeHNl3T6k3dbR11sCZ5PuUVwJXAns2e8+1O1HXnYEaWztd8A3gW363YfJ9qWybl8KObs3id+t24E/kA6dRh+nlVj/GLWLdNj9YH6cRL4tb6KH790zs6JN+YFzMyubQ8rMiuaQMrOiOaTMrGgOKTMrmkPKzIrmkFrPSRrO80FNy6+/L+nQ/PxgSSVNv7JOJA1JuknSxj347JF8O8s63aUhaW6e02pGt2pb3zmkBoSkl+UZCX6vNJneDyW9ZKL3RcQdETErIp4aY93ZEbF/byquR9Ih+X62dbEY+HJErM6febSkByQtlbRbpa29JV3Qpo7PK31BbU9ExG+A7/HMF+DaBBxSA0DSbOBbpOlGtiDdWnA80M+bSzu2rnsfHbYxgzRrw1n59XNJcxZtT5rj6xOVWj4NvKfNRy0ELu5xuWfT6YRv5pAaEDsCRMQ5EfFURKyOiO9ExPUAkjaQdEyevvU+SV8Zna1gvMOU1r2XvN3hkm6VtFLSqaNTaUiaJunTec/kdklHjnf4I2mZpA9Iuh5YJWm6pMWSfq00/e0v8xQqSNoFOA3YKx+arszLZ0j6lKQ7lKYvPm2cQ7k/A1bGMzfdDgPXRsRDwHdJYQUpnC6MMW4slvTC0c/I/f1U7u9tpMkLq9u+PR+2PSzpNkmHVdbdIOk1ldcb5s/ZPS/6CbC9pG3b9MUqHFKD4RbgKUlnSFoo6Vkt6w/Jj1eQ/jHOAj47ybZeDbyENMXr3wEH5OXvJO1lzAf2IE0FO5E3kf5xbx4RTwK/Jt3TtRlpT/AsSc+NiBtJN6D+OB+abp7ffyIpoOeTpi/eGji2TVu7ATdXXv8K2E3S5sB+wFJJ2wAHAZ9q8xmvAi6q9PfVwO7AAuANLdvel9fPBt4OnCxpj7zuK8BbWj733oi4FiD/XfyKNBOATaTfN1j60fGNnLsAXwbuAp4ELgTm5nWXAu+qbLsT6UbU6aRpSgKYntd9Hzg0Pz8EuLLyvgBeVnl9HrA4P78MOKyybr/q545R7zLgHRP06RfAa9vUItJNq8+rLNsLuL3NZ30IOLdl2ZuAn5Pm89qWNLfXXwJ/D/wA+F9gXmX7K4B9Kv09vLJu/wn6ewFwVH6+FWlOpdn59f8A72/Z/ofA2/r9ezUID+9JDYiIuDEiDomIecALSP8Q/iOv3gpYXtl8OSmg5k6iqRWV54+S9spG27izsq76vJ01tpH0Nkm/yIeSK0n9mNPmvUPAJsA1le0vycvH8jtaZoSMdHi8R0QszG09DlxL2pN6DfC1/Jy8x7UzaS7usfpb/fsl79FelU9irCTtLc3J7d5DCqHX589dSBqHqtqUNEuGTcAhNYAi4ibSXtUL8qJ7SHsKo4ZJe1u/6WKz95KmFB61TQfveXqKjTz+8gXgSGDLSId0N5D2mNbYNnuANDvorhGxeX5sFhGzGNv15LG7Vnkc6+PA+0iT4N0ZaazqZ6TDWkiHtZfFM2dB723p49Pzu+dB+q+TAm5u7svFlb4AnEE65Hsj6TD27sr7p5MOX6tzflsbDqkBIGlnSe+TNC+/3oZ0KHNV3uQc4L2StpM0i/QP8r8jjX10y3nAUZK2znsHH6j5/pmkILof0sAzz4QspECdJ2kjgIj4IynUTpb07PyerSUdwNh+Cmyusb/j8BjSpQn3kOY82knSXNIY3m15m+p41Gh/3y1pXh4DXFxZtxFpiuj7gSclLSQdDlZdQBq7O4o0RlW1J7AsIpZjE3JIDYaHSWevfiJpFSmcbiDtGQD8F+mrhC4nTYz2GPBPXa7hC6Tv3buedMh0MWlvba3rr8YSEb8knfr/MSmQdiMdEo26jDRb4wpJo9Msf4A0wHyVpNGzdDu1+fwnSHuX1QFrJO1MCpDP5O3uJQ3ILyXNe/6v+QzmAaTDyWp/v03a2/k5aTxrtK2H83vPIx1mvpk0RlitZzVpb2u76nuzg0lnM60DnvTOJiXvPZwWEcWcRpc0RBr83j2HRKfv2xP4bETs2eV6jiV9J91bKsueTRq03z3SF1zYBBxS1pE8rvMK0t7UXNJewlUR0e6iyIGRQ2rLiOjat/pI2oK0x/nWiLi8W587FTmkrCNKX3T6A9IZsNWk8Zuj8gC0VUh6J+nM65kRcXi/6xl0DikzK5oHzs2saA4pMyuaQ8rMiuaQMrOiOaTMrGgOKTMr2v8DuENEN1Ye8+8AAAAASUVORK5CYII=\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# View a histogram of the valid soiling rates found for the data set\n", + "fig = rdtools.soiling_rate_histogram(soiling_info, bins=50)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "These plots show generally good results from the SRR method. In this example, we have slightly overestimated the soiling loss because we used the default behavior of the `method` key word argument in `rdtools.soiling_srr()`, which does not assume that every cleaning is perfect but the example artificial soiling signal did include perfect cleaning. We encourage you to adjust the options of `rdtools.soiling_srr()` for your application." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "heading_collapsed": true + }, + "source": [ + "## Clear sky workflow\n", + "The clear sky workflow is useful in that it avoids problems due to drift or recalibration of ground-based sensors. We use `pvlib` to model the clear sky irradiance. This is renormalized to align it with ground-based measurements. Finally we use `rdtools.get_clearsky_tamb()` to model the ambient temperature on clear sky days. This modeled ambient temperature is used to model cell temperature with `pvlib`. If high quality ambient temperature data is available, that can be used instead of the modeled ambient; we proceed with the modeled ambient temperature here for illustrative purposes.\n", + "\n", + "In this example, note that we have omitted wind data in the cell temperature calculations for illustrative purposes. Wind data can also be included when the data source is trusted for improved results\n", + "\n", + "We generally recommend that the clear sky workflow be used as a check on the sensor workflow. It tends to be more sensitive than the sensor workflow, and thus we don't recommend it as a stand-alone analysis.\n", + "\n", + "**Note that the calculations below rely on some objects from the steps above**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Clear Sky 0: Preliminary Calculations" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "# Calculate the clear sky POA irradiance\n", + "clearsky = loc.get_clearsky(df.index, solar_position=sun)\n", + "\n", + "cs_sky = pvlib.irradiance.isotropic(meta['tilt'], clearsky.dhi)\n", + "cs_beam = pvlib.irradiance.beam_component(meta['tilt'], meta['azimuth'],\n", + " sun.zenith, sun.azimuth, clearsky.dni)\n", + "df['clearsky_poa'] = cs_beam + cs_sky\n", + "\n", + "# Renormalize the clear sky POA irradiance\n", + "df['clearsky_poa'] = rdtools.irradiance_rescale(df.poa, df.clearsky_poa,\n", + " method='iterative')\n", + "\n", + "# Calculate the clearsky temperature\n", + "df['clearsky_Tamb'] = rdtools.get_clearsky_tamb(df.index, meta['latitude'],\n", + " meta['longitude'])\n", + "df['clearsky_Tcell'] = pvlib.temperature.sapm_cell(df.clearsky_poa, df.clearsky_Tamb,\n", + " 0, **meta['temp_model_params'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Clear Sky 1: Normalize\n", + "Normalize as in step 1 above, but this time using clearsky modeled irradiance and cell temperature" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "# Calculate the expected power with a simple PVWatts DC model\n", + "clearsky_modeled_power = pvlib.pvsystem.pvwatts_dc(df['clearsky_poa'],\n", + " df['clearsky_Tcell'],\n", + " meta['pdc'], meta['tempco'], 25.0 )\n", + "\n", + "# Calculate the normalization, the function also returns the relevant insolation for\n", + "# each point in the normalized PV energy timeseries\n", + "clearsky_normalized, clearsky_insolation = rdtools.normalize_with_expected_power(\n", + " df['power'],\n", + " clearsky_modeled_power,\n", + " df['clearsky_poa']\n", + ")\n", + "\n", + "df['clearsky_normalized'] = clearsky_normalized\n", + "df['clearsky_insolation'] = clearsky_insolation" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Clear Sky 2: Filter\n", + "Filter as in step 2 above, but with the addition of a clear sky index (csi) filter so we consider only points well modeled by the clear sky irradiance model." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "# Perform clearsky filter\n", + "cs_normalized_mask = rdtools.normalized_filter(df['clearsky_normalized'])\n", + "cs_poa_mask = rdtools.poa_filter(df['clearsky_poa'])\n", + "cs_tcell_mask = rdtools.tcell_filter(df['clearsky_Tcell'])\n", + "\n", + "csi_mask = rdtools.csi_filter(df.insolation, df.clearsky_insolation)\n", + "\n", + "clearsky_filtered = df[cs_normalized_mask & cs_poa_mask & cs_tcell_mask &\n", + " clip_mask & csi_mask]\n", + "clearsky_filtered = clearsky_filtered[['clearsky_insolation', 'clearsky_normalized']]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Clear Sky 3: Aggregate\n", + "Aggregate the clear sky version of of the filtered data " + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "clearsky_daily = rdtools.aggregation_insol(clearsky_filtered.clearsky_normalized,\n", + " clearsky_filtered.clearsky_insolation)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Clear Sky 4: Degradation Calculation\n", + "Estimate the degradation rate and compare to the results obtained with sensors. In this case, we see that the degradation rate estimated with the clearsky methodology is not far off from the sensor-based estimate. " + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The P95 exceedance level with the clear sky analysis is -0.91%/yr\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Calculate the degradation rate using the YoY method\n", + "cs_yoy_rd, cs_yoy_ci, cs_yoy_info = rdtools.degradation_year_on_year(\n", + " clearsky_daily,\n", + " confidence_level=68.2\n", + ")\n", + "\n", + "# Note the default confidence_level of 68.2 is appropriate if you would like to \n", + "# report a confidence interval analogous to the standard deviation of a normal\n", + "# distribution. The size of the confidence interval is adjustable by setting the\n", + "# confidence_level variable.\n", + "\n", + "# Visualize the results\n", + "clearsky_fig = rdtools.degradation_summary_plots(\n", + " cs_yoy_rd, cs_yoy_ci, cs_yoy_info, clearsky_daily,\n", + " summary_title='Clear-sky-based degradation results',\n", + " scatter_ymin=0.5, scatter_ymax=1.1,\n", + " hist_xmin=-30, hist_xmax=45, plot_color='orangered',\n", + " bins=100);\n", + "\n", + "print('The P95 exceedance level with the clear sky analysis is %.2f%%/yr' %\n", + " cs_yoy_info['exceedance_level'])" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
    " + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Compare to previous sensor results\n", + "degradation_fig" + ] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/docs/sphinx/source/changelog/v2.0.0.rst b/docs/sphinx/source/changelog/v2.0.0.rst index 4cac2beb..d8eb828e 100644 --- a/docs/sphinx/source/changelog/v2.0.0.rst +++ b/docs/sphinx/source/changelog/v2.0.0.rst @@ -55,6 +55,8 @@ Example Updates * Use :py:func:`~rdtools.filtering.normalized_filter` instead of manually filtering the normalized energy timeseries. Also updated the associated mask variable names (:pull:`139`). +* Add a new example notebook that analyzes data from a PV system located at + NREL's South Table Mountain campus (PVDAQ system #4) (:pull:`171`). Contributors ------------ diff --git a/docs/sphinx/source/example.nblink b/docs/sphinx/source/example.nblink index 812e764d..45348257 100644 --- a/docs/sphinx/source/example.nblink +++ b/docs/sphinx/source/example.nblink @@ -1,3 +1,3 @@ { - "path": "../../degradation_and_soiling_example.ipynb" + "path": "../../degradation_and_soiling_example_pvdaq_4.ipynb" } \ No newline at end of file diff --git a/requirements.txt b/requirements.txt index 7903aff3..f873cb9c 100644 --- a/requirements.txt +++ b/requirements.txt @@ -3,7 +3,7 @@ h5py==2.10.0 kiwisolver==1.2.0 matplotlib==3.1.2 numpy==1.17.3 -pandas==0.25.2 +pandas==1.0.3 patsy==0.5.1 pvlib==0.7.1 pyparsing==2.4.7 @@ -11,4 +11,4 @@ python-dateutil==2.8.1 pytz==2019.3 scipy==1.3.2 six==1.14.0 -statsmodels==0.10.2 \ No newline at end of file +statsmodels==0.11.1 \ No newline at end of file From 3a3fb111b3907a376949e09af364dc0031fa0284 Mon Sep 17 00:00:00 2001 From: Kevin Anderson <57452607+kanderso-nrel@users.noreply.github.com> Date: Sat, 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An older version of the data gave different sensor-based results. If you have an older version of the data and are getting different results, please try redownloading the data.\n", "\n", - "http://dkasolarcentre.com.au/historical-data/download" + "http://dkasolarcentre.com.au/download?location=alice-springs" ] }, { From bab543bf3847e110267dc1e7faf8880867a029e2 Mon Sep 17 00:00:00 2001 From: Kevin Anderson <57452607+kanderso-nrel@users.noreply.github.com> Date: Fri, 26 Jun 2020 16:14:45 -0600 Subject: [PATCH 124/146] SRR precipitation changes (#176) * remove "clean_wo_precip", add "clean_criterion" * loop to cumulative sum * missed some changes * add min_interval_length parameter to SRR * clean up code formatting * Move clean event outage and consecutive day logic to after cleaning events are established * Add precip and shift options for clean_criterion * Add precip_threshold * Update precipitation cleaning detection logic Use a three day window only for precip_and_shift case * Update docstrings about when precipitation is used * update soiling test for precip behavior * rerun notebooks pvdaq4 notebook unaffected * break a docstring line * update the changelog * docstring typo * change log typo fix Co-authored-by: Kevin Anderson <57452607+kanderso-nrel@users.noreply.github.com> * Review updates * splat kwargs in test * remove random_seed Co-authored-by: Michael Deceglie --- docs/degradation_and_soiling_example.ipynb | 22 +-- docs/sphinx/source/changelog/v2.0.0.rst | 5 + rdtools/soiling.py | 215 +++++++++++---------- rdtools/test/plotting_test.py | 4 +- rdtools/test/soiling_test.py | 66 +++++-- 5 files changed, 178 insertions(+), 134 deletions(-) diff --git a/docs/degradation_and_soiling_example.ipynb b/docs/degradation_and_soiling_example.ipynb index 8808fb07..c71923b7 100644 --- a/docs/degradation_and_soiling_example.ipynb +++ b/docs/degradation_and_soiling_example.ipynb @@ -92,7 +92,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -188,7 +188,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -239,7 +239,7 @@ "outputs": [ { "data": { - "image/png": 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Bew3khlbkUmEK/cDfPozJ+bQ+Gt/fvgJNa31x8loI8X0UQuz7tdahEKJCsYXdUzlTYKKN2ZgEuaBimwit0RR5TRMmgsYUmn5YOLCTXODa0PStbR/MZJT3LIFlmDiWgWubD33IkwahVOFfs6XANR7cUMKsSBy1DBfPse7pBFJKBpG8x3zcmaKh0aQ5XN4YcHkj5uNnq3iOTZTm++arZVJjoNgapmihaVXch04xijJFmOb4toFrCjDAtUwMFEoqhAFhlrM5TJirOlRdG8sQaO76VnZ3sFFcaL5V19ruCLnSNB1ByzOZ8yDLs+0OF2aSYZTTjXKU9pituUyERiY1Shd1MdHbzzFXj74XxCQY1A4S+lFOP0rRWm8LyYprkqki0Xm3lr3zPhfPdH+/4WRQcwzNpeUeb62NMEzBS4aYaobDfm3qYa4Lz4IwAZSkH2fMeCYV797fPigFZzeTdBnL4EhMzmmDAt8LfEprHQKM//8N4K8eWk0eI8udAV+4us5qp49WEjX+i5KcMM23HZVprhjGKZvDhExmZFnRoDIp0VrjWAa5gn6UsTlMGMQ5UTa94/eusClGv0m5O52t285TVZTXcAtBaqAI4vyezPhukHJ9a8ByN0SpwkwYhikyl9sqft0zWarZVBzBQsWk6hSNK5P3J9pmskitWO3HvLve4521IVGa7Xs9SSZpD2OklMxVHZq+dU9C5yCWbI0S+lGGCTQ8E88uNKfJcUkmGcXZPYGIifa7+542fZtIWWyGCZc3hwRpcQ1xmrM5rodlGliGuMeZbZsCQxjkWtMOMwZx/shBmySTJJnEFBrLEPi2iRAQZ+qeujuWQdW1cCwDzd7pIruTfPeiqLeBVJBlMZu9BFsX2rqmcCUkmdzXyb6fA3+vhNudnwWJpBulbAxCbm0M6QTRdhmTOdFSyqmDR5OZNK5tPnaTcycB8LXA7+347Gu4dweop4bVXsTtbszZuoVfbRBlmtFwxBsrI1qOYqFZRQhBmisGUWHWVF2LimeBIdCqaCBmrrAM8CyDEYphJKm6NpVdmtN+TEwNJSDXd7cG3GmCxGnO1ijBt43tUd+2DEapYpSk9EJBo2JTc22klGwOIoRWzFRcolSyNgjxLJPTooJrm+QaXMdlqalwbYthqnDtorOFqRprcWOHvZZs9iPiNKY9CEikwWjWp1Xz77mOidANksKMFEpT9QSumdNPFLMVGyHMQoMd+7NSqRkkEgPQwhwLs5y1QUzNMbEM/x4BVHWt7Xsz0eAsy8JWEZvdnEoOXjNlONbkojRnoeIxU3O3fWiT+zsJSEhpEiQ5pigGDoG4zxzci50pOrYhiLOcLMvQgL+rRxXpFTl1x9geiDrDHN8x8BxrOyiitYk11s730nIMFFGSU7M1W5FmmKesDYv5qwJBKiWZ0tum8G728rlO7sV+AROAJMvpjBLScMS7nZSlusW5+RlsE/phzijNiFKQiPFiD+Z2m3iQOfqo7oxpmVagfT/w60KI/wu4DZwDvgX4rw9U+hPibNNloeHy3LzPYs0hzhXv3A65ttbnfM3g+TNFVM6gyEAHqDiFX8wUmihTpLkEAZ5tFZFS2yKMU+Jc0qQYpScbgOx2Rk/8O1GmCxXcMO6JgO40QYIkZ6M/AiFwzcJvtzXKWKrbuJZBnOaMIkBDlCSMkoy5iklvFLI5jBkmGVXXpuZagEOuNEIo8jRjpZtzdX1ELAXPNB0qTnVbqGVS0wslq/2ArV7IMJEYpiDfQwPIpGYUZwzCpPC1qJzbnZS+A1uxwpyvYpomWZbRDhPO1mziTNEZxPgzDhXPxTKgnUiCNEMIQUPdFSxCiG0zM8kkQZJjmwa+LdiKBKMUVtpQnQnReYptGlRsC9cutM92kNLyrW0z3DaL6GaY5thCE+eKilb4tj1VEMQUGq00vmOglGK5F/LW2pDlbko/qtzjm01zRZYrYkNgW5r1QUo3Smm6NrP1QrAahoFrFyaYsY8w7YaFptQfprS7A2ScoGShoTer7nb6iVJ3TcCdTAYcy7DwHmHhBI0mSTK6QY7KJGp8/wqtOWO9H9FwDSzbIVf3ulGiTN1jYu+u0yRAYApNnGsqh5BTN+3Up58RQrwKfCtwBrgE/KDW+q1pCxovBvmdwEvAz2utv/MBx34v8N8CPvBLwHdprZNpy3oY2jBxhGIrymnlkkyBTeHsr1iFwNocJmitWah7uLaJBEwhiDLJ+jChahs0hIEy1dgxbRInsNoZsjmMeW6+RrPqFZHFHWkBk/D+TMVECxMozJGdDv7eKOLttRHPL1RwbZsgkWwOE9CCmarDKElpG4JWxSY1BForelFaRCyjjI5jEmcjLm8E+IZmcabKQl2S5DnDIOXW1ohBkpJlkteubxJoiwuzDq1GE8+CKCsaW8OFPMvZGAakuebCgktzj5SWiQa02g/pDSPiNMcwTQJb824vw5QppmVybb3P5eUh5pkalmUVTmbT3Dbdaw5sIlioCND6Hgf0TpK8EGqBUOh0iAKGwO3uiGtbAX/sBZOZqoNjGfTClLV+RJ47eI6NZRq4lkk3SLjTCcjyHNMoIpznWgZBwrYPcmdAZWdSdJRpoiyjH2lsU5PlErKMMErJ0pTuMOKdzZBzMx7zDZ+KXWinUoNjgWMY+I6xPXBYhiZOcwAse29hM1u10NrlrdsdLm+EDNKMzSCjFybMNasYhkEqM9qjlKWmi+/a9/y+2F6xMDm9HZ8/TDsyhEGuJHGa06xYnK67BEnhwgiTnNVugDHjcrbqU3GMu6ZtmrExTGlVLXzXAcz7UpAmprZtiPvTDt4jU+ehaa3fEkJcAha11qvvoawV4AeBb6YQVHsihPhm4FPAJ8a/+T8pJsF/6j2UuSfDIOH6RoCSEs92qFV84rzI64nHzv2KY6DU3VEjTOVYc5LEaUbd9ai4JlGmSHJJlhdaWSfIcEzJsOYxV4dM3puIsDVMuLE15LlZD9/3cX09NsPE9ioZ19e7/Ju32wyGFb7uhbOcqjlEaQo6x1AmhhA4hmRtIFGqSIdQgKVTwighNCWpJRgMI7aSjCjLqbsCU8DrqwHBsM/q0ODZlmJrENJVJlu9Ed0gwbEMLFMQpgCa4Sjgles9zs84uGdmcK29I5BxmtEdRtzqhQRRRsN3GYqUt25HyDTBsGy2NjZ5/VbC+apmYX6W2brLQtVmFBeaUicqtKZbPcFi08a1LWq7irNNgYFAo9gaxVzd0AQUPhE/AJnnY01F0+0P+O13Nqk5NpWlOsM451TDxXEEaSYxDU0iJYMop+JYLBsGRZDbpVUztztnMl7MwDEL/0/FMdgcaFZ7I1Seo4SB55gkScKljYhGvc3NXoptKObqHrnWhJnGtUxcy6JZKVJ6JsGIienmmCaec296z12NXmAITWeYkmuJTGGlG9HuD3luqTUOTiniPCdKbfxdQeuKY5DL+5e12mvGwU6hY+qM5c6QIEhoNasMM40RJCjfLszRIMYRisWZGrkCA0k/yNCq0MZNAyque18KkmcJ0jQjiHPONBxyzEPxp027c/oM8I+AbwMyoCqE+HPA12qtPz3NObTWvzw+18vAMw849L8Aflxr/eb4+P8R+DkOUaAFSUp7FNFwoTMMGaWSXhDRiWK6o7QI5VNMbHZtkzwvnMwzvoXKMzYHES1XEKc2WimSNEfpIq1itlrc0lzmJJnEtU3sHRnptqHIpGKUJAxycC3BbM0sHOFSMePbrPViNrshq3WL1V7Eu+s9OrFkvmqzPohY6Qa8qxSubeJbBsMkI0w1vVHIta2cYMbBc+DN233CJKLRCQkiiRKS6+0IS+ZE2mRrtc/n12FWSLrDIZlSiEwSpwCC2YrF6jBncxgitOSFIGMUZ1Q8554csvYg5tJql/V+iMwykMX9vLK1wdW+oOUqeqOU1272uLSecq6W83HPR0vFlfWEUWZwYa6K75g4psmpqkXNvdv5dnawiTO+4ppo12RrdPe55ilUPIdBnBGkktff3eBXv7LGh+ZqNOsuiMK/JtV4AFCSlX5IyzURwsczNIkyqLnFde30O0WZJkVta2wij7m00sWUOYE0CIYhozTiRtvmTN2kndg818rojhIGcYZjgSg8hmNTzKRZ9fBtgzBJkbIw6XdrpRMBEEUhX3i3w9YwpOHabEnJzd6Q1262efHZJSzLwjI0piGoueK+RNhcgVSSrZFkvuZsm99a63FA6q6gSzJJPypSat5aHfCl20NsIfGqFbK8CJzVXROlFEGq6ccZnSBlvu7TDjJud0f4QoHSuKbGsyZuF7bn8MapYrkX0A9yLFFntmHdk4L0XplWQ/snQBd4FpiYmV8A/j4wlUB7BF4E/uWO918GFoUQc1rre9JEhBCfBD4JcP789LvppakkySVKarqjmLXNmP5mn/Yo5nbbpjcMWRnECCVpVj3iLOdmJ+Fsq4KhUt5YHtDu9/Fcn9mKheu41CsOgsKxPhiO+MpawL//gmR2ZmY8RcVAGIIwlYySjE4/oZ3GLHiwITXL3QHDWPH8Yo25msls3WaxajMKh/zO5Q62DRVDM4pSXr3RJkhTZmo15jyDO70IYQp0njLIDZYadcJY0Akj+iMIVEhlvTBrRlKwYEty5XClU9yPjoblTgRScmsY4+icjVHOmRmXphGitMITKeuDmCBJyWRlO+QupeTaRp931wa0BzFRmtEPQjpRxlZX0cuhU48xVMpqd0Q/go2B4N31IZ1I03I1UpjM+gYWDoMo5cKsy0zFLsw8cXdaFBiEqWSQZDi2gWNZ7LTQAg2WyoizHCUVvW6XW1sRZzyFZ51BauiFKadqFsFwxC/8wU3ubPU5PdPkmz9WdHjTtJnxLWZsezz1KytWw7XuJugOwozPX+/y1vIQWyh832Jja0g3gIYb04vrCFPSj3OqYcTNzQjymNsjxVK18LnmSnN2tkqr6rI2iMmlYqlZpNG49t0UiGIwTVjd6vKH19bohzGjIGY5ACeAW5sBm8MYz7bpRimZhFGqcZS6Z+VkKSU326NidRLRYL7hT/oQlmnc498N45Qb7YBTVQfyDJSkbqdsDSLWtgSnFkwWqjZxmhEkKfO+jSmK3w2CgDubAwyVE6jClDdNCyj8oBXHRErJ1jAmjRNSJXBMfWgRz2kF2jcCZ7TWmRDFEKK13hRCnDpwDe6nBvR3vJ+8rrMr701r/VngswAvv/zy1JPCwijk1kaIkYZImZNhsboZ0enDSj/mxlqbL9yKSNKUUzMVZh3FaiiYdWAYBLx1c5MbRAyVzamGz9dcnOP0jE+Y5Wx0hnz+6hYjbBZcxdd/rMYwkizULLLMIEwSOqMEZeVsJiZX1gUVL+XKapeRFLR8kzBMubbSwVQ5Z7c0b690ODdjsupnvHJ7wNXlwmd0tjqgYcGtPlQq8EwdlDAZhBpXpEQxyAyQkGuDMJd0E81ooOnqiBs7MjB63Zw73RHL7RH9KKUTSK6uG9zcTOkNNZeznNPzKUpNNLOiAQ4jSXsY0Qkz1rt9VoKMXk/RSwq/UwLc3or54rvd7eCFS8owCAljTcs0GCmHzUHM1jDhK2shBpJm1SdVRQJx4VwvNCXfNrANgzyXZFLd04AD4K3VIRefTekGKSsjTRLDepDR7oeYQnNzpDB1ypvLfX719R4j4NnNHlES0vB95lp1/vzHl9AYyDzldjdmzreo+C6OMrAtGMVpoQ7mMYmSgMsgloRx4Wd1Vcztgc3zTYsgtOgnKf3+iNdXArozNktzDVSWsT6MudiyWR0U6Ren6s59+Vm9MOXW1pBuZ8C19oitdsZqVDx/gEEwKKLRo8L1UHNtPEsACrTGFpLuSBGnMaudEVIpTtUcap49th7upmhM0nTWeiPeWe6hTlWRgOdZbPRD1jfWWWv7fP2LFnO+xZW1AWvdiMUKbA5Tsizn8tqQ21tD+sOAGIe6o/BNuNWNOTdX4fnFFlJqumGKzHJkZiDHqUsPysOblmkFWh+YB7Z9Z0KI8zvfHyIjoLHj/eT1cI9j3xNv3GxzPYSNEDYGXYQJXxmLzd+/GjNjXuPNTYlQ8KFzLbayLr+/aSKiGu1RzOs3EyIgJOUUKXmSMNus0hkm3Nka8UoHTlkpvfN9gjgjziX9SJNqQXcY0R5lVCsJQWYWjawAACAASURBVOqh8pxhkrM1DFkbab5qyeOL727we8sZV9fbvNCAaz3o9CQ3NwZcD4v10AGuB4V/LgMIoWGAX81Y6/dJM82dIcSAm0HVyuimimgEX4nuX8fqS5vwDe0RV9b6vLuyRZjCUtNDy5gsATTEWYZjmQSJ3J5/6Zrg2AY2GVc3Em4NilweCdjj/2/2ILuxSbcDa8BbK5q5qEMnEZD5+HWLMM3xdMqdtQF1I2ex4VGrVHCbHmAWEcBU0QtScpkTZSYyT+/LpNxoB9xZ73JzmOMkfXIJQax47WaXXpiwGeYM+k2i/iYTa/VmBjffTRGkvDDb59mmyUsf8EnTmLVujKUsgkxSsyDFJAkGvL3c462bI0bAM7WITg/CHMI44Q9up1ztafK0yddczLiyliGCNiu9nDTSrHVjhGky16wQRgbrw7HDvRvxzGwdx7a3tZVer8fnrrQxRhtcW8+Is3s7Qi5hvTvkVi/ja8/XcV0fpRSrg5hhnNMROVfaKae8nNu9mIojWO2FWJbNYtMfJ/wW0U/XNklzwWp7wGs3e1hkzPk2w1HCej/hThfCZMRiq0fLN3j75ipXNiJO+w1a9QYqU2z0A4ZBwI2tAYMcFmomQkp+78aI5/s1Tjd9LAFRnNIbjOhnJs/MOliux2HswzGtQPunwC8JIf47wBBC/Engb1OYoofNm8DHgV8Yv/84sL7b3DwIf3gpAooR/c3Rvd9tAj97+e769K/1uuNXkrfafVoUtveEDeA3rsbMEXNj5+c5/MG7bT54YYDSkPoWUlj0gpjl7oi0H7KRZ3y0JXjhVIs3ryWs9HJurXV488YAgPUc1sdm4TqwvivrL991XW+M4EUD2kPNSgjR+PPVAdywUq53C/NyL1V2DfiN129xazXj8lhzW9yKqTuwrIAYbq1vMYjOY1oWSWphWwb9IKYzjLm23OXNwb3nnCiACXCzA5OvXxkAA4kNDIdDvu4jHjqN+PV3+1zfHBEpzdJMn3qtcB7P1jwyqYiTnLeWN7m8PuRcw8VAcyW6t8z1AN5a6XNrILl9pXhW3S3Iki2GIfQlJEnEaI9V/TRwqQP/9gs3qVZr6HjE5Y5i2NeEhsusI5CmTa/X54s3+1wZP488hX5etKdX10GiyQGR9xkO+lwLDNSW4vJ2ScUPn/WHvDwHl0L48ILL5nyNtV5Aq16lOU4zefX2gC/f2iRuZ6ztkdOcZvDKtTZvtzNGgz52Y4aPzVlc2UrIMcjDIb91tU9TByxHgvMzPg3b4vRMFa01vSDi2lbIC4s1XLuCbYqijXb6XPc1Ud3i6uqAzhA6QLsDvLPGnCv50s2INwaQhQMuLsYEOVxvRwS9AZ8bqzq2XicbWLx6IycY9nluzsOybW5s9Lm83EV4Pl91plJEfu3HZ3L+XYrB/kcpBt6fAH4M+J+nLUgIYY3LMwFTCOEBudZ6d7/8Z8BPCSF+jkID/DTwU9OWMw2v7J/s/lC6e3w2ZG/18dfuwEs31smFwwdaDsLxWe2FbA5CNoOEvplxraWpVXx+5+0eaym8ao14vfPe6/f2oHB472QAfGGKc/6bW/femHVgPb37/nfvwEuvL/OJl86hMMilZGWrz+9eusO/vvXgTUoGe3yWAZcC0Jc26fQNfvVKUfMw7HNtVuLPLHCqalL3XZSU9EYhr99o8/mr61QrHmd9QbzrnFe6EL+xSdeA2zuq9MaOB/TFh9gVv9qGK//vWzxX1YhKk9sqJcNmyVOYtRmM4TrXdzhFVna04J25RZcGxd/9T6TgZgQ374zvTyfhA2czVrYG3OgkvHi6xmyjipWFdAcpG+mep+DLq2DrVd4JIVqHttXl9ZYg1YJEOUQbfX6rNzla8/p6SJC8S641Ld9gtRdxZbVPwzGouA79OCdKM4ZxSnsQstUOubSrcX+lDdnnN7k8rtOlEfzKa9e4MOPw1p10fM0Fr2xBeyvnOhBcyzg9u4GlMn7/2pDlHjx7OiAKW9i2gdSCg87unDYPTQP/cPz3Xvk08AM73n8H8BkhxE9QBBo+qrW+pbX+dSHEDwO/xd08tB+472xPCf/0t9f4qnMG7gfPcGbeJQ5jRmlCvw99FO/c6nGzl/LauNF9+erBbOujXN09Af6331vHzGMG0iRO4d2rHT5/wPkil0dw+crdml9P4FdfG/HBiwaLvsmzCw1ubQ34gyvL/PLn1ylkQMzsHufqAt1ojy8etU5tzeU2nLP7zLvQNyNWBMy1BBvr8j7t+KDcBt64scIp7xR3Eoe6mTJKFZuRYhjc1bZ30wb+n7Xi9XUAEt5cK7TNbI9fRcC/uiHZiG9QETlJmvEH1wIuNjRn5hqESc7NO+tc6YCZhXT2aYyXdwnY31mB31nZW+peH/9fB376lQ7zFBYBwGgVriyv89IHz+NVLQ66RKOYZoE1IcQ14J/vTtEQQryhtX7pQDU4JF5++WX9yiuvTHXshU/930dcm/v5tg9Aa+Es/fYan7slWR0P5c9QCIqnfl3zI8AHvuMln0989QV+5ctr/Pzre+nHj79OhyAv9+VjQK8Gf3oORLPJH77d5+0DWBQP4s+fhxtd+PIQ/vQZ+Hv/6deSCJdv+vuf49Cy2Kfgg8C3fMN5/txLC1w8u/TQ44UQr2qtX97zuykFWgR8kcJh/xe01sPx50Otdf1RKn9UHHeB5gHPzpo4HcmbHK0mVVLyXnjehW//miY/9Lv9hx98yJyvwn/2x0/zl7/pjz702AcJtGn1uwz4MxTrn31RCPGB8efHbdOXY0sMXO5I3qAUZiXHk6sJT0SYAdwKoNc7uAY+tcGqtc611t8F/C/A7wkhvunApZeUlJSMub22O8Tz6Ewr0LbjqVrrHwO+HfhJoHLgGjwBPn7//OqSkpInzG+sHPwc06Zt/Jmdb7TWnxNC/AmKCeRPHa375hyUlJQ8aYJDOMe+Gpq4dw7C/yeEMHb+AcvAzxxCHR47c80nXYOSkpKj4EEm507vYE4RGNj5N/nsqaNR2Xf1opKSkqeYB5mcL+54fXHfo55C/siFOX7yK3emOtYGzrrgCbi0w2d5CnBtuP1UivTjQR2Y96DlwPKgSLx8XBQL+RR5ZQ3A82GhAoYFhoYvbBxNuUedx3bcsCnu8zSJyPOHUN6Ddn26veP1zUMo69hQq1U5S2EzP4gK8EwNnj/l4tkWly7ftfLPz8LirM9zw4jf3tETfYoUjcPIZzGAGYqIjGfC3Aw4Cr7Una6BPAyXojP7HpgKro8TvZsUS5487P4chFng4iycn/fxXBd/q8fWajGZfVI3QZG/19v3LO+N0yb8yfOwEglQGscRzNfrzHqwGihslbLvXKMDMA80fcgF1A3ojQpXboPCHDp4jO94UKWY3zgALlbhTyzBb65CJ3zwJiT/yUsH3/f8QRsN/wxT9Eut9X9+4Fo8ZmYqDrMtWH5A2ksTWPBgccam4dtoYfN1MwGv9+D5WXj+TJNGo4rR8lntd3hn3BoXgMUZuNIrBNIBpmXyrA+LdejGMFs1ePnCPFma0n6jRz8Fh6LRTJZU7lAIirO1YqL6w5BAw4d6FeqeSXMoWQngw3MwUzNwbyuWUzjrgyPh0iH0cUGhmZ2dg1MzHtqwyZTGMQQXPI3vwYV5j6ptECoD31As90PeWTn4bIoKcKEOHz5b46Nn6jyXKdYGKVXP5kzTJ5UpvTTGxsQmPTR/ShM42wSlwDXgudN1zjZsfv9mB6sHtSpUOnenCB0lMxz+ALETC3iuCZ4FGxFUagYb0mC+ktOy4Y190txemoM/9fHnD6X8/bh64LMfU6QwyXZ1ToO7Ca+V8Z9hgKGLpbcty6DWEDxra15YqPDCmSaGbTPnVMg0pK916Cj4wDPwwulZ5LUOnSHI9F5n5KOwVAHPgVwIFht1zs9XGSUuHzgTcaeb4Ah4xoWKBctbECdwagaebcL6qFgJ5EFUgLMNaDVrzDdd8vmcsxGcqQlu9nKajRFmBjXX4vmWw/rlcM/J+dNiUWgjDR/mXcF8s8qC76BN8CwT30swhKbhO8zUbGYNm4Zr0KzXscQGrywXy207FKbMtFExAZy14NwsXFhq4psm727GtComdc/BdUy0bSKVTbOiqFmKPz4Hv3uASLhBIbhdARcW4OKsT6QsDAGnZus80zRZGWQ07Yhm3cc9lXP90uEaowZw0S/acZyClOB6MBPBjUNMiX/WgpYHfQ2nffB8C5REKU3VsVmoGmjLw1AJd/rZfW3IBs61aszNHHzS0YNMzs8c+OzHlLprsntav6Iwc6DQXIQByoBBrvDjnLolqFUqnPYsnj1Vo+a7mELQbHh89Xl4504HcwSzVQfTcWh6MJAw8x4FWhVIBCQjEI7mdNPCsGxqWnO26eFbRrFRrm1RcWzyvEfcAduEYVZcj0OhvYXcNVEN4CzFmmquB42azdn5BqebDmmuOKUEVVPRiwc4Vg1PSKRZ5es/UMESa/z8Pmpanb0n1RerXBWqfpVikcaaC0tzLT641MCzTCwBrYpDkvlsBTlKGzRrDk3fYbFmEaSKBV/RHm1ypw81Gxp2sZzSw2SODVyoFD6yVqNCveKT54ok10gMhIBMC6rCwHUtdK3YhLjV8vhAGPPue5QxTeCZFlQrBg3bRDg+H5/3SDBpuBbCFJyZrZApje3YnK27fMSNePs9TqKsUwxQE+/HRIifmTVoORbdTNHp5TRbFh9p2HxpNeLVg5gPYyrA7AxUbLCEyULNB1HspdFsmLRqPhfnHOZHKet9A5+9BZpriUPx00xttAohHOAFClfAzkTb3zx4NR4vSS6p7BHfNSguzAaEApWA9k2qliTLMz66WOX03AxzVZNrnZhcCWZzhdQGzarDSCuqjksQpriex1wWP5IfyuKu4HEBQ0BmFmteLXdjluYybNPA8yvYiSJG0/BNZqs2c16Luh8UO1nLHNsCmRdh6CaFOWoDSzacngVbw8gwqFgm2hDMeDaGIejEinnfQCLINcw5glDbLM35nF9MOXNpjb3yH097UE+hre4uoTPRUgwBaHBMOLMAF+ZbnF+osdSs4Dk2SZJhmBa5lGgdIBU8N+tydq7BMJEM4hDPr/DBBQclUpo2WJZAWZr2XusS7WAGmG+Cb7lcWKhxcaFK1TZJgYYjuN6OGCWaUzMOpmVj9WI2uoNiAcRGzHpUDAizFMJzmj7nAE2v2MXqTLNK1TQY5hBKuDDnoREEmUQJg4pr47kOpmtx8VyVfDm4Z423nW1iPyrAVy2A54K3BXFcDGh+FRbrVU7N+KjNAe684Pxskw+drrJ4WlL58h0+9x7t+InroGEVfaXuuix4NnNVl5mqg28JHNtgrlnl2dkqb93pcaefUnO4u0IphV4x74BhWiTq4BJt2k1S/hTwi9z1Iw/G13MbeO7AtXjMdEcJ8Xg3pp230KZoHAMKraqSw7wpyXKHjVGx/+DFMxbDKOfGRoBpgNCaqmuyUHcJKfZUbGdgqRzLdTCtdGoP/jmjEAgZ0HAZ75INhgnDJObaxojnWi4VM0MqSZ4m9I0qNQ9SbdLwbVJt4auU9W5ElhedSwuYG1+oAVRtE9dWpKkJAtJMEaYpjuPiWoI0z8ikYKHuIIRBzTCIFQjLZmkWhp2iIe70xQgb5jywI7idFB1KUaxm4GmomlDxwDFNzrccXjrX5EOLTSIpCKKYG+0AIXOU4aKEop0YLChBlEo6cc4wzMA0abhgmcUmte4U4sUzYaFeYXGmxlLDo+LaPLdQQ5sOQku2RhmDRGIbBlXfReaSfuBS81Ok9PlQFtEPC2Fh96dbonnBgPNzJr5joYXFXN2CuNjT4UYnROYS23E4W7NpeDa+beAIzYunq7iGIr8RsZXCrAPzdbjdfrD7oGHCTNPHNg1mwwCrBo4Nju3z/KkKUQ6uU2HOA9dzSXJNrqDVdJnbTNDAKRtSsxjo3k32brIGRR/JKPpJwwLLAukIWjWXuZkaVQsMx2Gu4mBZJjPVKs2qh2WN8G3B0jz0VgpLouaBMOH0jM3ziw1mdm9V9R6YVkP7EeCHtdY/IoToaq1nhRD/PU/pzumOWSxdvLs7RBR+GUkhrVs1MIXJMMlRGjb6EV+61afpm3SClDRTiPE67kmqidOEfmhhknOjlzOIi12DpqEBzNQgHRR1WKwWn3eTwsEappKNbp/RyCHMc5bbMdKEM2aK1i65VLRDiWNIfM/Ec8GIwfMKMy9OIJUgDQgxqJoWMxWXWkUQJRnrQ0GraqCF4GY34EY74cUzNT56tsko0UgleH6+wrtLdaQcIi3o7bD3TjegVqniGRLvdsxKWAg9B7DtogFLAxIt6MbFfgM32wGZLvZREEqzNghJpWa26rBQsZnxLIaxpG4J+hq0cNBGjO04NF2DVGWcHuT7Cpk6cLpVbAbd8Aw2Rxm9eIghBAstELkkSDWmylnpp5zScLsTEMYhFctkZr6GUjmDLMN1C9/f6i4TdOJ7nQyGs1V48ZTNTM2jF2ZorYqd2h2D9igj7SVoDM7Pm/iNCmauGEYpvVRiOy5n52C1E2Gn8NFTDlXPQqmQtHt3AHHHZVUplJ2ZGsxVLRw0cavCMw0PYRmMUk2oDDAF505ZzLiCQZBxp5MSJTlamJxuQT+EuRacn2typ9Pnzur9Aq06vs6JUPON4n5UHJh1TKq+S6tiEuYCK5eYlsFi08UwBZYBizMep0d1amaG52V4hio2hHFsZn2Hi/MVWtXHJ9A+xP2r0/4disDM/3TgWjxmTMum6oMd3psZvPO1AmZ9aPoWQggWfR/bUGz2A+pOlecXK2z0UgwNwzhjYxQyGCkatoVhKm53C8G03yMSFEIs5G4+VCCLhiQplnQ2BawlUEmg6kGaabaGI1Z7xWY8vg9Oy+D8rM9yZ4Qhio1q10YJa71CQNfkOLfKgjwHkYOvMs40GphelTlPsRGZVGwDZVo0bIOe45DrkOVuQM018FwbzzZo1nzOzfq0w5w5F77Svtu7FxpVPNdjwYNMCqy1iEFS3MOFGvSj4p7OO8U+BCudgCAv7sRHlmpIIWiHmm4imaubzDU8FIL5qo1BjaprInSOQRXPNnAtCyFMstYIZwSmAf3krk+tDpxrwamGh2nZtIcZQQ61ikMvyrCspNiV3YAMA8OAjVHG7W7CtfUhliF4ZqZKzfeYqeQs1BxSkXB5l0CbBJI84CNzsDTrszRbxxWKO+0QO9dEtUJTsx2DZtWibhu4VZeWJ3inq+kHIdfXQxxLcKrpszhbIetHBJnGNDSGCVVR7GolgDkBjSZUBIQCmq5JnBuEWpEoiRSapZqLnws8U1H1HU5VHdqRZJDn9EOJgWK+7rNYgbc2U3xHILUE06QmJMF4tK+Nr80c9w9BoVktNsEWoC0Tx7VYH6YIQzBfd2l6FiqXbPZjtBETJwlJkiK0ptloUAuGpLkq7ikGiRZEuSLONQcNCzzKJikNikFiVQjxUYq2Uztg+U+EVtVjqWFyvS33DWG7wGzD5exsgxyLDy24aASX1kKCHD6yWOfMjCZMcm53AwzLZbaW41lFeN4Dttg/iXKSaqEoBNgA0EFxowXgWmDp8YhoQrVqU3VNulFGxYNorG3V/WKJaowYwzBoehZC50iK0TunEJaOA6ecwqxQpsmdgaaSpVQdj5oDpmHwTN1iru5zpmGBgGGUc6ubYTkQKRPHhEGYk2aS2ozPs0TcBE4DtuejlGYlGNvyYy+rcCARBkZFIKQmwmQryGn4aRFdNC1cy+CFpQYyS1kepCxWTdZ7EQMno1FxqLg2QsDpVkY/1kipcRyoGT6zrYS+yKhoSFO21W5J0bhd28IzBVGSYhkGCx6oPKUXCi7O+izUPXwjwbMszrccRmHMVs9mczTiRltxpuZwtu4hTJvETLZ9WnWKvLHJIOhZxc5b2nToRTktR4NlESnJ7U5Eq+pybrbKc0t1lIZRoumEKe1ewDDIGGYJUaARpsVCzaIXWaRSshWON6u2YFEX1+Vb0HRgtmLRCXJ8y6DuGmz2Y0ZJTnuQog2T+YpNreJTcy22wpxemPz/3L1bqG57mt71+5/H6TvOw5rrtPeuc3V1p9MxDRITEBUCakTBa0FUAnohXkTQCxVyYa4Eb7wJaAJKQIRcGALqhQQNBr1QY9uHVFWn9qHWXmvNNU/faZz+Jy/+s6qrdm3Su3uX1aTfm7XmxzcZ4xvzG+943+d9nuflqtMsnGQaJ2Y0lWl5tjGMcyQj2VSGbz1LbA6ZhwOkDLaCMwNJlWHZplWsH/efTlHihAKjmecIsmyd+gfXJ2QMSFfxfB15tx+57gNfaTNtbaljIgjDrp+Q6ufnQ/ZFE9rfBP4F4G8A/yXFHttTcLV/7GLV1nxwsebvf3zLw2es8AXlaVQriDGxaSTbrubl+YLGKmYUSsCTdY1PgkPfszsKLjrL+XLBoq747g9v0BrOQ3kCfF7XOfDTyW6gJLmJksSsgPOF5OgTL84s/+TXzuijZlHtuDsFhkXPPmmeLSukUhijaKqaxmTGWdNVM2IGIcq09rIRLKwkSkutE8N04kTCe4U0Do/gMMMKhapavnmReL0rZDalFetKc5oivQ9MwOALpYQZuhqe1AJpLD+8fuDj/cgUS7t99wB5mXjaSnAakTwxRlorSFpTa4U1hotly9efZTwP7H0mZI8UkLPmNAVOw8wcM6vW4SSMMVPZxP5oaE3Ekagr0I8X9dJB1yrGDHXKrLoaawxRCj7ZR5bVzKpynLeWKWQWtSEqy8tth48R9Ubw0I/cTJ6QEw+7I6e+tNAd8LQpN8A487gwmpJAasF+ziQK31EhqC3sxkjrI9/ShhfbljfHmdfvAmMUSClpjCPHESFAGYOTE2MUnFUCJRRVleh02aM5xsyqazmvDdoGlBBYJXDOsgwQieyPHqcVZgpUWpaBlzKcLQ3rDB++Dfzw3YlKJjaLhouu4u4wEIXg6bJlqY/8li/3gqnhcqExxrI0ku2qKYua748kVfFLV47rIdOqXCbkfeD6YaCygq+tBKtKIaLg4DVNY7jKMxnB84XkBzeJIQk6I2nsl90o8MV3Cvx7P/H//0wI8X88/l3/xy99Bn8EUekCYi4sP1NCdcDKQePgboh872bml4xjinBpFS83DeedQUrFzf3IaRIEaVBWcLFquOo0v/vW8WTbY0/gT1+MtmEe/7U8JlQHX7naYOrAN64W/PpXz9Fa827f8XY3cbM/8vYEi64ixswH25azWvG77wbuDwNVXVjpVaNZWJDS4LSgtZbKSj666+lDZI7wdKmYYirrzEhsGsfDQZKURYvM5aLmclVxfxxZVJalHvExYTTYuez+/J23Pb/8tCGJgoc1EkRVWuPDCOsGlkIySU3MidfHxGUb0M6waQxKKdaNY9NWTOPEFBNzjIxzIGfBHBIPx5E5Cb553nDwcBpn6suWxlX0Y8/NYeTKwOUSXqwrXGVZVJr1ouWyFuznWFqfmFlVjtopjnMqqwBjhpzIQtBZw8tNqTgPo2cYJzyC1sGTGpSF91aKrnYcZ88P3npMp7laLxjQxGHgflCsnKZtHCsT+Y1Pe97d9RyfTKxfblnUjkYlBJnRV1zvB97sKhqT2B8nlBY4PGOquOg0W2F4uXUcpsTNvmfdOv7085qPdp77PuMqycJnEopVJUlS4WPGp0ylFM83NRdTZJo9cwjMfmbwAWsVWkoqK3BWsxsD7ybPbQ9jgNbBB2cdL1aOIUo2TVnuPIXM001LeOQ/1VaRYubNwfOwO3AaI09XLRfLmufrmtMUWNueGDLbRYWVlL2rdWKcBFJr0pfcJwB/ANrGT0bO+X/90kf+I4zbPhKyYLmAqxHePGITLzUsGxhmqAV0RpLnmXcHz9Vq4sYIbk4eJQXP14ZFrXm+0tRGUNueVWWQWvHyvGX2E5UdkTGx+wKalg3wtUsYe0gNfONyRecMz7eGs4XFGEPlHC+tZdFMLCvD6jSiVMF/2qqiD5l+7klK82SlCmXAJKakCH7guzc9nZlZVg6dI41tuFjWGGMYoyemzBQTe5/LTe4DdW1Yd47KWrZLxa++f0ZWln3f0z+O332AD+9O9PPIpracNYaj9IzHUr30AcYx8f7VzEVjaKqWi1ax7irWbUUWZdHttqv4Ey8k1/uBu9PIOEXmJHi5doQwc30YeddHOhWwdcvCGYYkWS88TnrONoH3FHzj2Rmb1rAfM8tG0VUWoyWkwMNuQmlNZzWbtqI2kk93I0oIEIp1V7PrZ8Y8cdE5tACjBEtA5syiDmitOV9UZCRKSb5yIairhvNlzQ8PGak0MUXGbFgbgzKaJEd6H3lznLk9ziwbh3M1zy4kMQRqaxDqxLGf2c+RLASVWyBFxjaOr18uuGwNbw8DSkiq2nDjLUcfSgtc6YJd2sS6c9RG0s+BGCNv9ydCimwXjpt95JOdJyYwWrJ0pbrXEpxVLJxkD6wUpBV8deP42tWCTWuYo0DKzEc3AylFOiM5zZHTEBFGc1ZByBqEICmJlCXp78bIq9sT378ZqBQ8P8u8f9axdpKEo2sFXzlvad0vqEJ7XCr8nwB/is/gZjnnb37ps/gFx0VneLpq+Op5h1NHLnrIEt7fVsic+O7DTBAwZ0FVVawbTUKUp0qMjFNgirBoKpaV5puuYr2oUUTe3PXUVvPB5ZLTDJvNwFduMj/4R+hoamCzgouVIy4EyjrWq44kFcl7ThPknBECEIJN60g5E1LmYU5YLdFaIsIEIvLeymJtxdVSsx8Crx8mhuOJYw+HGLjVgW0Dy4Wk0ZlKC7wGJTM+RMZhJAPPlhWVNVRGUWnJxaLiaWcQQvDqTvD/1g+IQxm95wi7IVLJiZgl9z3sh/KgiMBdAnOXeL40fOuq48W2YdtVTFlSG0XIhdKxaisiAqMk94Nn0xiyVAw+EWM5zie7xGqesCvLupa0WnMyC76SS0L6ky/WnOYEcuSsUgSlOKs1ImfUtsbH0rIKAava/vmZ9AAAIABJREFUcpwjSsDFokJLweF45HshYYxku6wJh5FaKbad5TR6lDGct5KbPlNLy/k6IYzjfOmQNnLWlmSyO81YBRe1YuEMtQYtBadpZlkbjIBKS1CK/ThxdwosVGJTK6SwnHeZvbe8t6l4/7zDKbgeIldrSMqwtZm3uXQcpExlJevG8GzdoEXm+7eJlBPXx8jDXPCHkw9M80QOES002hgq95iAAzTOslkomquOTOY0ZU4+U8fMonasK1US1N3IHBNKCiojqaxCGUUrBI1uWHTwcu2wRtKosmR7nEaCyLw7GL56luiahqbSZFES35fdmg5fvEL774DfAf5j/hiYBRhjeP+85fvXC5rKcBgDMQm2tQGREXJgjoltV/FkZblYOp5tWlaN4WqZWdaGs9YSkDRGcBSCJyvFm92J6yEzDIEYMwsrsLJmpXviNXz8OSxwxeOG8QTBJ6q6wZpyk5+3mo9yIc8um4rGan74MLByirOu4jCM+BxYtY6E5BAVu9PMnRCc5cT+euT1w5G3hwi+JJZhgKzBC2jGyM4LEp6HU2DVaXzMjCGSs6RrK7pKkxFMEZZCcD8lstRcrVpebCVvDgkhCxWm0oIpJn64S5wOUDVluBL7sl5uDOBUZtnWbBcNMWZyztRGYqQg54wSGZFLtXBlNF1lSDnROc37ZzUXq0xrIemKs85wmCNeSradRhnH1dKxXtSw7/nEJ96FwLJN3J4CWiq2bcVpDgQEo4+8O3keTp6utiilGEJiP3jeHTzrGjatZdtapNQ4K6krg1MSpwVKlc/jhWThLM/OWrox8nAc+PDdjsOY2SwSxyAwWnO1KrrglDPHKbCbPDmVdvd6P/N216PXjuWi5fbhxD+8E2zbzJQFGYhC4JQgq4qvX3ZMPrA+BR5Okf2UGXymWwrmmNjNnn0/U2l42kmEFmhRYIXTmDBIKi3QMtNpQUqycPEqyWpRce4kH+8Cp+ORFApEo6VkWWne2zRoIteHiUWluVg6MopxCiAk33iyYEyK1kp6D2eN41eeLxEp8nCaySny7jhztvD0c0ZrwWGMrNuEM1+uSvuiCe3bwJ/JOf+x2O8hhGBMAilBK8OqkRz7yMEHlrXm609adl4gU2Y/JzZz4qw1LCvLsw0sK43WmhQTc4DWapQsQP40ez65Tby9mzlOGUGmbRp+6WqGjwI3/B5vqexOLLhZ4wp4P40DWrQYrdBKU6nAutI8WVgexoSPiSwMrVW0dc2ylZzVirfHmfdWhu9WmpvDgKwl96ee771KTPye/CgBNpep1YuzlvfXFUcP2idGH8k58WRR8XY/oUgsnaGuLFZJjtPM3WEgx4BPiW3rOF8P1AZaI1m0NafTiXEqsqqFg/e2jg/mib/7STn2HGaszLQ68eF+RinNyWecE4w+sO89/exJGVaNwRlNJnO+bOm6ETl5to2h1pIxZhotSWSebRq+U1sGn1hWht1RcpwS++B5mECmAeMMH2xLBViLjNPlpl42GqsE4+zpfSQmIMy822U0Eq0FPnpC0tRGo7SmrQwVguA9ImW2rWPROKY4sZ8i18fIafKc5sRZo6mcQhnNsnYopcq1jhlnFa3VbDvHp/c9D4eJdpzYDYHZezQLnp833PSeb5w3fPXJmtZAXVVM80RtNUpIapX58G7gk/vAbhY4EZhjYtM6jDPELMlIrLWcLyI+ahaAdZY5waEPrCpJ1xoU8OYUOM0zz9Y1687xpHOgNMcp8DB4QpR0laWf4dgnLtcOTWLvISTBsrE4LWkqx8WiUKCnkLi+P/DpCXxM/M7bIz4ElrXj6dKRUsPPaBL/gPFFE9rfAv5pynTzH/swSnDRWrqmQomeh17S1II5RB5OgTcPkSQEnRIsGsPd4Hm7G8hCI5AMc+I0Dswps2ksjSqX0VnNi3XLNHlu9oIoEuMcSNKw6Vq+/myHPoD2jyPwAPsJNi18dduwqDRvTgmVAsc5ctkpvND4LHi996QYyDnR2SIruVzUdFayHz2zTxhjeLbtSCjaSvHh9ZE9j4mEIoF6soSuM7x3vuD5pmG7qHnhNOY6czcGfFZoY5Eq0IdMZTXbtkKS+N6bnsPgCSHwvdd79nPiojO87AxV29E6+Ch7zhYz5y10zZb3t4r9lHh2e8sISGm5OQX6Tw5YJThfGTorSSlxGj0P/UhMmVVtaa2mdYrJRyoj6QwMs0BmuBkTWsC61nRKsqgsi9oxJk9IgkXt+ODMMQRLjJG7U8LEyJv7kaaxnHcVSgoe+hkhIKbA714PqEfqS9MYbg8j704zl6tiCPp2H2ntxDefOn75xYp+TrzdDSAk58uKcc6cxplxmtDJ01aSxkg2TnJdWTa1onaadW3RUhBzJsaE0ZJvXNS824+82534wW7kOASMllxViqUuErVtV7Fs64KzTR4tBU9XjtvjjMyBGBP3hwkhM6qyGJGZfOJqIchSs201XW24rSTXhxGnCmZW+G6CKCRhDtxOGUPEVTXfvnBI6xApMscMKbMbPUModJGByN5HluPI8KjsuB8Cq6Vi1Toulw1SZG6PHpESE4aN8wQEwnte7SK9h48fZp6fJb6sWOCLJrR/F/jfhBC/y2d8+HLO/8aXO4VffIRU2s7zWvL9o+KsFiSlsSLx/esjkw901nCx6XBWkRK824+82Ha0reU4zXx615MzNFZjlHjUHAbeHSeu+0htLS9WHccpIKXiaqlIuSOYCRs8o7Q8cZm3k6AxmqbpaE3iPZvRUrGqJfdDwopIawRzmPn0YSQmwV0fMDIxhEhKkuMYCvVLCpa14nxZsXaCrirV34/0nFcr+M6FZrXe8KtXhkEZ2kqz94KUFNtK8Xxdc9EajoPhrBOsGouQgmkGJIw+8ul+5m7IKKXZLBzLTpK04nJVsao0Ug88aYu+taorzruJ66eak1eFJhEjW2eomprLVUMWBSObY2IMsehplcQZhZSSwXvuek/OgiwEAcHSCJTRPN84rk8RH4uc58mywirJqtFEITEkTrPn7jBxffIcB08jCoE1Znj9MEAukrX9mFhWijHCwioepOKiFiiZCi1CQ9NUvH/R0dY1SM9ZLm4kjdXsR88wR2YUUlvyNHMYPK+OmkYmhHB0ThISVEYwzgly5DTO/Oabnt1pQOZERSaacu07a3BWc7Gs0NrgtOI2Zd7uJ5aVprGWH0wzMme0kmwWFU4bhmnioU9IKTgFx8ttVZLZcWQ/Bh76SKUCJ69xSjDNgZNPPAiIKVNXmq+0xRDhNAROPrJtiy8gMTFOmVbDppLs58zH+4iKnjFK6rOG56sKlCalRD97TuPEwwyKhKks29qwnzzLOnG+cDxb2V8ohvbXKBDMb/PHAEPTstwwU4R+mrGVYu0kc8xctAYjJRcLy8XSctYZtNbFtlsq1o3FKcE7c+L1bub9FBFCFK5PbdidJCJGzhrFV7ZrXu0mhBA0VnHwmTFITN2yUpJaBb65dnzrwuJsBVLS+8wwe06ToDUBIYve7/4UCtO61liVeb3vyam4e4ScyDk+alMFOWWkULzcdjzMPY1MzCje33S8fLIgRMnNLHAmEmPCisKVWi9qnm0a5gjOGVqjkUKSU8GtnFJ0lWJp4cXW0QjB924Dc/AYbVjWmmbhOHpBbSXWVZxVgleHROcqkAJV1SydYbOqebZpuVxUVFaWys97jv2EVpKYM1rCHBKVLtd3TiBSYllrzpc1ViuMkqxSwCjFpnUsaouWcL0fCzSgJFYL3hw87y0V00KzqixGKxqjqIx6HA5oFjU0VrI/QeU0S6c5+MwweBaV4Nm64kmriCkhSFitqW1mihmXCxfMaMHTViOTJecy8ZREpCtDgzlKTMyc5oQzgpQ1/ezZ9yPX+5EQA0ZrXqxrlo1j2ejSljqNIPHuMFJreLquWdeadw8RKRKOzLZzpHnCkwujOfdcnzIvNhlnNdvWcHcaiUIhBVwfAynOLGpNSpH9kFjVgspZzlpbbJxaB2ImpERXaRZOcb5w7MfInDJWK3LyaJGxTmNQ+CwYQyKFwGksXUVKGcLEHBKNAIHlaetojObltuFq3dJV/z8aPH4m/lng2Y82pv9hQgixpZBy/zyFRP8f5pz/xue8719/fN9PJs6/kHP+O3/YY382fMyMs+c0zOQsSRneHAIyRY4+McXI3XFGasO6rfna+YquruicwqeM1praWQQTUyjAdsjQOs3VsuXTrufT2wO/9aanrTTvrevypZdFGnNRS/oIggqtNatlx9myxvvAMM283idsCNz3EWMlu2Gma2usUVTWkJGIDFIJFk7yMGROg+dhClhVpChVY3lq1mAaLutMkIbaKqykCPNjYBKKd4cJbSw+ws3R82zlcUbTmMJNmkJgnDM+RaYYWbUVPiSS9uz25Vo1WmGtJaPwOVM7g8YTw0xKljMreds0uJh52iqerh2bxuKjJCGJWXCYAh/eDfRDwJjivLF7bLt+NP1srKKPhu0jjWTwkZgzm7Zi0zo2rUVKyRzKdO8wlonjnAU5g7Y1rRYcpoQPiaqteL5pmVNiVSmOUyKlREKglcYLyTiORfmx6tDa8OG9J8mJp+tciLMi8zB4jBLMQXCYMnOWrLsaoxRCQmcVAZh85PlGoHWZDIIlpsTStuyernl38Pzw7oHgIylLIpAT9HMucMgQmUKkNob3ti1KKR5OxQlg71MxA/CCcZ6xKuOcYiEzi0pTKbg7eVqr+dZFzSdWIN7t+XTnqYMkxUgIgVrVPFlVNFbivSdGy7YxDHOCnFhWNU/XLa9u9rx+yFy1AqkMjVVUKjNGQaPh9jTTOkNXlSrz9miZdoZ+mrkfPGjDduu4nxK3falsf5EV2v8DnPH5lldfNP4LCpTzBPg14G8LIf5+zvk3P+e9fy/n/Oe+xLF+39jNCZQqUyuTEAGa2jDNnlf9zE4KpDF8kEvZbhVlTJ2hNpLz1jFuEpVR9I9/jJAEbW14f9vy2z984AdvbrFKg2/JwkDONEYhjEYLwcoJpDaonPj0vqfWJancHies0ZACH98ELmuBc47GaWqjWFaaMSRiSvgkWdSWaS4C52WlMKYMEbRssHbE+7lQKILAto7aCg6ngX0feG8VqWvJxcqxGzNTyKCgnxMhFfHxfgqkEJgjnDWW4/HEJ7cDZ9rzcltz2SqQZeILGUTm6AXDODP5wKrSfP28wgtNXRlGX9oaKxIxRpSVKAGbWtPoUvHs+gmnNUY5rJZcdoZ1Y5lCaS+1BCsh5syy1j9OZlAwUolEKggp86Rz+JCQyfP2MGO1QimJlgJjFCKATxJE4u4000+edWP4mmzoJ8Nuhm2l0DJTq4QRGacECYFUiqYSWKPRUnDWGB5OCSsz+0GgUmnTb8eEFpIPbwdWTWTzmKAPY2JOcLWq+LXnLe9vHG8eTlwfZ4yRVEahVYFJto0hYdGqqAuUyBgpWdaGa+85nmYO88w4QldrGiex1mG1ZkyCHAO7IdIYzXlTMXYTuwli8DwME3MSHHxiMSeQirsxMOeBVhecNqXM+aKirQ1BVvhw4G62bOpCcVJKo3XRR1VGcbGoWDdlUPN80zD5gM2eV/cz8zTz6UFyfxq5HQzfuBiZQ/sLm3L+z8D/JIT4a/wshvZf/X6/LIRogX8V+JWc8xH4u0KI/x7414D/4A92yl8+tCwi6YUB1UoSgiwll63iOKgiwDWK55sCrH78bs9DW9FV9sftZUqJ1mmslsSUyLmIrg9T4BQSG5dAWnwY+N8/Dpw3juebDmklIWaUgNpazheOm8PEbT8XQfOuiHjPGs0+aKbxyG+/ySA1z88WtEuNNerH7eXlwuKTZGWLgNLPI/u9Z54FdedYaMGnp4zOiSetY7vUSAQP0tGGjLWaRaXRQrNqFS82FVMUzD6gpWThNDkXDWhNSQDXfeL+OGNaxfsXFi0l69bR1Y6HUyGuLsg4Y1Aicz8mrEwo6ZlDhkEwtAalM3e9R0qJ1YqmdsQMx8kzhpLYjBIIIThOmf3ouT4GVnXkbCHwWZBS4jglVk2pgB+/byxrTXs0aFUY6UYpfvgwcJwi33jacrWsOflEiKUiWzuFlZnXIRBCYlFZnm1qjoPnk9sTUUpQBluBMLrIlayiNvLHx1RCc7XpQCj6oaefA0oqaqmpdXn4WQX3p5naKiojmWPi7f2Jh37GWMdTZ8nAce6pnOVJZ3m2blhUBqsVy8YWDFgJ7o4TN6eZi4XFqcwrEsMcWXWZqracO0FTO84WjovOcpoEpzkilaI2gf2UUCSEVigp8XNgnCb6qeG8g9pZLhrNHDNZCMYYuT3NaOBrG83KLVAiM/iSwJ93hmVbs24trbO0zhCzYAoRqw2/+vKMWsF+ukdKwTCMDGPEOMHbw8RXU+IXNeX8c5SdGX/+M69n4PdNaBS3jphz/u5PvPb3KZPTz4s/JYS4ofgS/tfAX8k5/zz2ggAw+MwnR8/rY8T7xEUrmUPmYc7ELKis5YOLlraueX2KNHPGWgPMxCyojWQ3eMjQWoPViVcPI62RnCbPu4eBqCxPlo59PzMOhcn9zcuKSRo6mTl4yCR+eD9wGD1ziNzOkcMQCkFTGxoTidIyTZ5PdjPODKzaCqMkMWXmkIi53PDhkeX+/dcjH9/P7MbE2QxThOcrR5aldRumSETzbNtS9Zllo1FSchg9WgvG8GgOqAVHn1Aio7SiUaKIl2vFr79cE2NioTJvToHDPCGAq3WNlZaUIkZarDXEMPP9dz03+5nTnFnXivcvDa0RSAFSFFmyMxqnZvbAy21Vfta/14JoJWisYV15nC2s/+Pgueg0SkD6zM0Qs8BaVV7JkYd+gjhTWVP0r1KSkyemkmh8yuynwBwiU8g4Ixk9HMfAnCROFkD7snOcLxxGy5+pJsY54Ixk2VkqFTB3hnUjebaqcZXlvXXNfkrcHEZCzMQETkmUViyc4sPTxJvdwHmVeXpWY4RkzuUmux88rTM0VcEIT1NEioyPkYchsK4t4xzpfaY1krYyxaygcbR1RcgCKRTnixor4bfuj7y+HxFS8MFSMnnLHDIhSUKeETj+xLMObQzXu57TFKiNYuE096eJA4btQjEEQd0kktC0bcXL8wVaCoYQuD+NrBuHFIIgMkoplHU4axnmmTFBZTI+QWsE4edACvt9E9rjwuF/E/j4SySVjp+VNO7gc91C/hfgV4CPKKv0/luKvvuvfM65/UXgLwK89957X/hkaiO4ai2XneU4FhG0JMLjEotFo5EyE8aRxhm+9WRBXRXsSCnFpi5g8xwTTksGn9gPM7OXzN7zrp9Jc09IcLVsWHWGr100GG3Z9TOzKBPJd6dEP5Tp3WZZUYuREA1f2zrq2rFPkXU1sm0cy6p4lcVYEkBjFf1ciJJSSshw3mhuas2LVSH+OiO57QOVkezmxG7wJSm0xb+qqgWzz1j5yE+T+cet7Ee3PafRcxwrXmwapCgAfMyC9WrBn/12xZv7I7fTHf0h8vY4424GWqdIKLKAYU6kJMp0zgZCihhVwP0pwsJKamvoqmLRdBw1Rmua6rFKmRKbtnzeRW34zost60VFjIlP7gduB09tWqwruOhPblu1WtJqyeAD+2Hi/jShlOHFtiMLxX4KHKfIfT/TOcOmhtvDiPeJ2ipaC5889NzsR1KIJGlYOlOGDroMSz4b/jFJNVphnOG8NZy1mqZyOKMJWbGsFMfRE1LCqkxKkve3DXNw3B17vj9GSIKVk0SpsFrSz4XaoVSRiJ2myGkO1LoMqV7f9ygJm86ymyI+pWLtLTLkMjQgenZj4NnSsZuKanJZa5Q1mMZQnfakpubF2jAnzcMU+eRh5ulaA5IkyvGXleF2d+T69kDrJNuu4rw2KKPorOIwFdXFw2lmZyNGKZxR+CggBXROXHSa41QoJbvTzMH7oss1vwAMLeechRC/wecnny8aR4r90E/Gks/B5HLO//AnfvwNIcRfBv59Pieh5Zz/KvBXAX7913/9CzuQ+FiqjvfOWt4dRsZpxjlJVWn2Y+DYj7yaeu4qy3tPLBeLhs2iZZxLK7RpDau2JqVESBnvPavasq0VD6Pi7DjzvZ3lvr8jp4p/4oMlbeV46Ec+uh0RRNpKY4Qi5UxVWb5+3jLHmnQ7Yp3lYt2iRKLdRyoHy7ri21dL1l2NT4kMOKPQUjAnsEZxGjzHOfP0rOHXXp4x+MRvfHLPx7sTt6eZs87xQaeRRtJZBVIxmkRICSjcrbPW8OphKq1RSHgfOc2Jzgnuek/nFE4r1rVl9hXbxnJzmph8Yp4mjLQoAcMYuBkDSw0bJzmrGgJl52UWQM50TrOqzY+xr3VjSRQo4PV+Roj840QlRKmMrZJEMqvaIKSiq0rbb/VPJxhnFEIq7oaR03FmCpkXK82q0iiZESlRG8lRFv7hGCRaCZSWRaQ9eF7vPMcx0RjB6RQwZma7qKiN+pnj5Vza48YWe6SH3jPngnUdR8/DaUYIwfmiKg+z48yyMiQh6aeIlfBk3fGtIArW9Mitu1rV1M5SO8NZax4n5hLQNFZysax5vRuZUkRQXIvJkSkJUky82XtqN1E7zX6MLF0EBM82DYMPHObISif8toOcqLSmsQIhData44zmYil4OM0gJH3I7IbIboYQA0LM9HPkbFGzcJG3u57nK8vFsiptuJKPQ7PMu8PI//16zzzNnFUaqSVvxshuSOznyOAziy856Pyiv/5/UdrG3/lDHue7gBZCfCPn/L3H1/4k8HkDgc9G5id2GPw8YvKRV3cnXu9GlASERGb/KAeRKCWYUsDPmZgTcyxPfB8VIkYSkq7SjHNgHIv3WOMMzhleNq60oUz85itJiAGrYN1ZVA780AimKRN9YdNfrlqerTtenncM08xuDLSP2Mx3nq7IUmGIVHXDpq0ICfyjrKVxGqsV+vHyHHp4GDxzLthFV1k2C8fdcaRSmrPGoY1FSMW7k0eIwLIyWKNZCsWqtiQkrVO47YLn64abPtBoQUoCSSblgkHeD5FFZVi3Fbw94EXGaENXO0LKjD4SIwxSQEic5sCitpy3mikqEKK0lT/RtjmjWFZwHGemEKmM/nHimEPiw/uBV7c9q1rzYtPyVJR2u6vM54LJm0YjqLnTkFAgM+8OMyHBonZYJWmdpp8jVgrOuobaagSCJ51h9jPHSaNF4ge7CDk/Cuk/vzoLGawurhPj7EkpcuwTnvJZFZHjFFg7ya5XSAqh1YhcOgUp+aXLmlcPMwsnMNbhrGLOUGXBFAXGgJSSrnp8CNSGTWM5jRNVozlbVdwdRh6GCCnQJ6it4OnC4kykc5I+SkRV/tbH0SMaw2Wr2PmESBGhDB+cd7w8W9BVlnH2PFn7YolUKS7WNV896x8n7ZL7PqDVTKMFhyC5WEiedHUx4jSK0xTwPvBu33N/GAlzwGlNrSU+RJQyLKxE/+xl/QPHF01ofwf4H4QQf52yR+DH1dAXGQrknE9CiL8J/GUhxL9FmXL+y8A/9dn3CiH+eeD/zDm/FUJ8G/iP+Dn7rglRWNq70VMrAbmwmwGMzKxtZgyGq5XmxbJiURdbFUnGaUWl4e448TDMKCFwStK4onNLSNadQEjHujZkITnNiWbwZCk5axX7xwldXVl++WrB5XrBafJ8dHsk5YJV3fcBu3BcrlrGObBtHSf/I0udojfsfeJqWSOlQsrMpjY8WViEhH72DCGzqS3ffrYi5URrzeMUCvanid0QcUrQupralWrHx5K0aqM4jpEpFE7cupEEWXAiSS7kS2e4WlU4V1jw718uWNWGt8eJF8rROENjMh/deeY4s+s9l23h0YWYEfweaJJzLq3U5OmnmRAT6+VPV0Jrp9hXmtYWdvuiUqjHluazI38fM0lIWmcYfeByLRDJ88n9zHmn2TSP1fjomUJGLSXbSrOsTRGQz4Gz5Ux/e2AKiacrw4uFw2rBcZw5TZbK6h8f1yhBevw4zii0MQgZuZkSIQbWdQHkc/CcN4b3LxwiBXaPVe9+9NydfFFMBJhzxoXigLJd1DgjP7clO0yJOZSJtBKgleK8cygVUUjuh0znDChFSoH7IbKqi8B8evT723SObaMRh5ndCMvKsO5qFrVDKomKCWts8acTmvPG0VUWK8u2JikL6Rgi21qxaRQxJ4Y5c5gijc7cn2YejjOdlYjK0RmB0orNqiEeE3P8+dQsXzSh/VmK3fZnQfwvOhQA+Hce33tNcbv9t3POv/no5PFbwHdyzh8D/xzw14UQHWWi+t8A/+kXPMYXitYp3tt2zLPnzXHibtdze/A4AW1j8aJiyAOzLi4HVlsaV/ylEOVL9HY/0E+ey2XNqjGMEZRS1Foy+0hri7NCrSHkzMMUUCkwBUVnInsvOLOCKStuTzMfvzuynwKt0dROUVmJkZn8yETXWlMZhdPFg3+YPaNPjCGxaATeZ4YIbWUY58C+nxDCM8XMorakmLg5eZ4sBHNUDJPnvvdcLDRDMFQ5sxsktZFk4Ho/8PHNgX5O+FXmNGfmGEEI3rMNm6aA0ykVzOmbTzq+ernk5jhxGAICQesMQsKvPK94dZP5/u3IfT/T1jVTyBzHRFsVlv4cEqfJF3/9fi7LUXrNsknlWihB7Szvn0tCTIW+ESLto1Ljs1FIuTD5wKuHASUKRrgfZ948CM67mpwSow/ECDfHkcYW3pTVisFHrFb0SXG763G15DtXliwkcyqtsI/l3IFH2g74lFk6zdQY7o5j2QkgbNmilTJXS8vzleM4Za4PnjklrDZsu4px8uz7wNIWjei7/Uxnf0QgViVp/UQhmnOBO/rZ473n7Rzp6sKPW7aKYcgoGQssEvKP1RQLyjR+zpKvLMtyk3VdBigxR5a1pHPFUkhJgbTFacRIQes0nz4kHh6lZ08WFvdIuxmSplaa21PiqclEkdkPkVkXe+8sFc83HeTMMSTOa03zZMmqm6mtYQ6/IOlTzvmf+XKHgZzzHfCvfM7rH/MTlkQ5578E/KUve7zYOlOsAAAgAElEQVR/VIQEi8bx8nzBu8PAvo84VfyuWy34yiLyvXtJIzyRTGUEPmYaW0BxRSanyGkq7H0hBOKR2Q5QW8ldH7g+jGiRaZ3lLINSksYKZNaYCDYnfAjs/Qwic7UsTHcoHKeEoDKadWNY1eUPPj4OJp5vWu56T20KpiVS5OEwcOgnfEi8TaBlZj9lXq4NH96NDHPEqg5rDFNIpAx3p4AxgVHlR9seR2MU1yHiY2RVGy4Xln6KjLNn01Z0jxO0u9PEhzcnbk+eXR8KnUA/4lxhZj8UImc2pTLsA5x85nypeL6uWNb6p9qMmBKHsWhFhylwGB51nLZUjpMP7IYZJ+E0BvbZY5Sidgb7mXZlDonjOHPsR3aHAaQo+yEQ3PYzr3YDTiukUKASd8eZk0kF0O5HUs6ct5ZvnDny1LOfAneHkefnFRfLinVjfiaRNlbig2bIide74t325Krm/fMFb/YDPmYqLTl5eHsY6KfAeetYVoUaU1nFmwNoEq/3E6/3M8ta88svSlWd80/DxD5m+pAZp8Bp9HR1UWtsGsN+CPQ5kUjkWAjIL9eW+zGztIJXMWNzMSpPKfFwinyym3k4BoT0dM2MVoZtV6rQjMBqRWU1TxeOq6VFRA8kni1ckblZUyawvlT4XWXoXMKIAjm4banmHk4TDJ6sNN+4WHA+JTr7s1X2Hyb+IHs5N8C/RNlT+wr4WznnL7NI+480fvTVmGLZLL2syoStqy1jXtO/fc0/uJ740x+MHKbIFBIhGtatIaWytzImyOLRTXXwKGlxBu77mWEOhBQQWjPHQB9rNiryboYLm6hd2RHwdj9RiULqrY1k9BGRMzGX9WAZgZIFNznOnrvTxLZ1bBuL0pralQrleoi8PYy83Rex9dcWFeSEHwN3J89+jI/AetEqbrqKusrUtvCpFk4TENRGMIeMojjwbluHFJIhFGB9VRsqq5l8ZPCRFCPjGLg7zZyGkZAlVyvLJ/cRKWAIkX53Yhw921pzWQuOc8ApiJQHhZMFo1RCMs0z17uR1imM/ukv+XHyfHhd1qGlLGged4l+XoXmY+a+n3n7MBauWRRUC8n7Z6U6XNpCBm6dotKa0+QZY+Td4cSr3cyytlwtLGMALRWHObCfItsAUpRW97M3oBCCxilmD+PkCT6gRPECc8Ywx8D1fsCoibtDz2FO1Drz/eNYzBhDwCiJBUIoD8zD6Hl38jyzP+sXVkwWDJ92jjkE+jnSj4U4LGWxTAqPjjFZR4QomGX/uK91ioI3fSCJkdPk2fUjWRYxvKA8oLWEyYMU4pEvKHHO8WTV8vbhyBAyWy1pakdjDFZJrM20TlNZjVKZeZ5JMZEE1I+k4GVdFu8cRk9jNBeL6hcnfRJC/Bngb1OGAh8BfwH4z4UQ/2LO+e996bP4BYfVkpwSn96fGIcRhKIyRXe3rRXB+1J+J8/tYeSr/x97bx5kWZbX933Octe35p6VtXRXdff0TM80MMMAIcAYEAILGQkCITSSsAJjCMCykMBCSKCQA6wIh0M2BLZkGcdYCkDsYC0zMsIWaBABAgaDQDDTM9PT093VteX61rude47/OPdlvcrKrDWzarorfxEvXuZ7993fPfee8zu/9fuzljSQKOUXihCCfqwpjGUh0TghbmnykFc1zlYooehpD8C4nMAod9wYlMgWLPRbtCLNzrCiUj5VZHNYMCxr2qGi31YMc8POtGJvUvDsarfxd2lCCdOi9pnuaqY9CpZaIcNp7h37sYcYKuqMlrZcWEjoxL4wuh2CViEdAXWTdGqQKCnIKu+gHhYVaahphZqdaclonDEsHHXtmzBYa3HW0kkDuokiMzWX96YIqahrS6J9tjjWcn1YIFTAU8shWZbxynZGP5ZcXPcNacELh14aUCPZLWuCULPUvjnJAyV86ENYcB6IcLntX4ft7K1I0Y8DTNsnne5NKyaFJY0DWrFEak2o4PrIB32youbybo6wFVYqnl70Ueyrw5JRZehEEmEdwvrWdIc5sKvaURgfFdZKUDVRbFM7llohaai4sjshKwx5ZciM4OUbE8aVx4Rb7UQ8lURUpuT1HUUvCUgCXzwe6dsjqwCT0hE3An1cVHxyG87VgiiQtCONUj7HC2dZa2kyIxhnGbWpWUolCsEoq9idTNnNLU91IWg2OCH9fGlFCiGiJrraNJmZZMTSMTF4IMsgQLcFhXGUleUGll5SYxHsTnKu7E4wDhZbAcb6UPco99FgpSRaeYy/h6V7FYk/BHy7c+6nZh8IIb4e+GHgcx76Kh4D5cYynJbsZNajtApBNwJTVfzRlQGDPCMJW+TWa2DtOCQKVKMNCKIgpBP7kpleqjC1V7eNMSgB40qS5SVOaFadZK90ZJMpeVHT6cZIayhryVIiuDqxjHNft9hG0E0C1roeHtr7pBw3hhlaCayDSDrGlSOQiijQtCKJEJo0DsBJdCDoxB7qSElBZSXdVojDMsxrKuujt71Y+6YjgUJJAfhymqwoGUwKYi2pne86VFnIrWM3M6wZy6QwXB8WOOszP0vjm8rESu6bbOu9FKU0SimfOIliT5a8Mqh8Q9+sohvrfb9JHGqeW+2gpGC9G7PRT/ZTOvzC8s5qW1VkFQRKHYlDL6Wk3wrJjKWsasZl7v1iAWB9rahwgqoyCO0juJO8YDgpWOhEFJVhUjtCaVlKQ0o0Qim2JzUrPbuvWc6TljDJKrKqoh0HdCNLWfla31YUNH42yyQvyWrLub6H+J7slpzvhoRxSGUMlwcleenrSzuxR/KYtVOcp6p21K5mZ+q1+mFu6EYOVytGlSAMFP1WzDA3BK7m8l62n5a0PbWstGPvq5xkbE8tRVHykdKho4Jn1rzrQMtbo6qlsbyym/PGoKSlfWJwaR3OOgaZ33ynhUFpxaXlDp00oq69gLelISsgDiXOCbCWsphybeJYTCRrvRaL7UdTKfA24GcOfPZzwD96KO6PiaraF+yu9FJ6OyMu75RIIZFKsJVZXtku2Jo4LqaKxfSmIAuUR1WdlpbFlk+Z6CbeWVs5R1n4RNfhtKQdOGQoEbUhK0sWa82NSe2TcMua2hnq2hCEIRofMdzop0yqmiRUrHaTBha6YjSd8tLVXSoL7Tjk7EKLhTQkDhVJIJpSH4US0udRKYWSmhqPKjLJC7KyJg4V7SRmtaXYnNSE2qepzJAs4iZbe2Kcr03UmkBYpkXF2X5Ekrn9QIAQgjiU7GW+sxRY4kjTCgM+WUxw1hIF3vyJA68BCglJFHNhwcPcHDQVhfBmbivxxdEzYQZeWLSigKcXW+yNp1wfVUjhi8ldUy1xkIQQaCkwtWF7XKCpKcqafiuiG/sOUNY5HIqltiYNFdtDx7iC6wPfE08pyVIrxeHrQvuJ8JDXh5CxUNqaQVaz3o2ZlN4vNspLpBTEymGtYGos08pRVZZXR74JyxsDzTkpeWU7Z2c4ZVzVdKKQqYGido3v9lYKlCCU/tqd8ak+Ve24vJuzV8KzKwkX4pB2HLI9nvL7r+/t5/+tdbwGJqqaQe7ohrBbWvYmGZMiJQ4kQvr5MO+fDJTgfD9mqx8jrO8678FDa5z1vSiSAKQUSOErTdpJwFMrHT51Y8jWpKJTScIgwBjHlZHl2iDnTC/mcx++pcA9C7SPA38e38ZuRl8HvPzwl/DoKVCCQArakaIdR7RjA0qylgSsdyUb/ZBYGi6tpJxbSAiU9CZCaVESplVNIfwOKITAOW9+aelrAvcmIHXIUqzZySwahZUShSUNQhZaAZnzNaBlVnJuoc07z/YZVaDqAmN9Vv44L9kaF2wOS17bmvjM7CRgpaWwwgvXqnaopng5CRWLrZBOErDcibB1zeVtizWWialBhFxa0Qil6aeyKVHxv3eAtR72Z7UdESuBoub3Xt9lUhjaccSZfkIUBBjroamtE8TS8upuTqAFaahZakWcXUyZTDO2hhnW+kRkh9wvmn9qOaCbBqTJ7flj89rAPJXGsjctKU2NE36xDfKaVlI3vp3bhYxzjryq2BqVCHzJ23A6oTA1ZxdiKuN9XaEC5wJf1ygdbelYakk2x36ROuEd4rJ2OOEF/WHmX6A8tl031tSu9rDe2uc97k1yQiWoTEngDMux5sa45PruhBrN2QW4upvxyvU9dic1ndBvsG3toc2VuD1vXAjfqUlI/0yyomJSQiItRodoVzPMK9Y6IZuNNrcYKbqd0GuGeY1S8I61lM1RzhubY3YLi6lrpPAa2mwTr+bqavuthLWFlE9cG7BXOCLrqAclq92IOFSYWhBH/pp2JhUr7QBnLZOsICst/aiJkEtYiQy7QcDZTvBIuz79NeADQoi/ivehPQ08h/elvelICMH2pOQjVwaMsoJOrJBaEQbePDu/3GGhHbPYTclryV5WNVhXilQqIqUoasM0s40W4MP1Dg/Hvd6NKZfbvLLSo7w2YJDlbLiYC+t9nAx5diWisJoym/DK0JAEvsBX1L4CoB16kzirarKiRjvj+wokIZFWXBuVWFsQhwGtKCAO/eL1UUaFlL40Z2uac2V3ymg85o2tCUEUEwjL2nIfLQTGQSfwpU9Kqf0SpDQK2ZvkfOhjm4yznOV2Qj8NPepFN6YVeeDF5Y7A1gmrrcCjnkKjiUiuZwUfuzYh0RJLihQCrWtiLRBKA4JI6UMTYg+jqnYM8pK9ScVKS9NNQtqhIjgiKABeyI8Lnxl/frFFQM1Hrk8wQlPUkFceumZrXNCNBNdHFdb6FnA6iDiz4Li+lyOBUVYhJSwGCZ3o8IicEIJOEpIbR17kaO0rB0InqGyTSlILXBAzrS3j6ZR2GvJU1wd4UmXYnvoM/G63x3onJggCqtoL48OssVakWG0FbO0KLJLclCSxYqMbYqzgte0Je5OM3XFJLMFYy43dCWVVs2dgLVEsdFMEBZeHGbLBmNNS3JLUXNYW8BtHVTumuSGvapJAsJxoZKBJAskkN77dYV2z0urgpGRc1ry+M+XK2KCEpao1gbUoIah0yvlFi47jfR/dw9C9pm38uhDiGeBPARt4SO5/1aRivOnIWkue51wbFeS5RQiHQjEuPDRNXnkt4Gw3Yr0Xk9WCTpMLNrvpo8wRSEfSmGmB8vWUofbJnFL7Wr7Loc9B2sst71hvs7TQ4YW1NpuZ5ZNvGGpn2c4cwfZ0v1bOCe/jcdax1osYq4rtQtDScGOUowZjjNS8sNH3AQ7nC9WFANUkDVe1JS8rru9N+dgbm3zsqiVJJnQTzZct9khixebE4IDSSlY6et/EC7VkVPooppABZ3oRWmu0vIkiOzO9SwtIhZU+i34vr7kxzPnI6zt8+NVdzvZi2onvuVlZx96kIAoFtu1N3HulNJT047BBKdEk3Iy6HRXuT0PJeicm1pJO5HPLkjgiCgMurbQZZhXbgwlXJpZsUqMCzaVuyGInYSkNcMIvXlv7toe1tQymFUVV00oOZdk8f804c4wzQz+U+z0nAiV550aPK3tjPnF9jJWa1XZMFCumxm8sb1+N0UGLFze6lPjcxyhQty32mdbkHLimZVwsLan2tcbOOaw15MYSIjH4pNidovZpE85XcgxkSLbj0XK7rZTFVLPUiannFEK/YchbNo4k0iy3IhCOJPT+29r5Yv7N3DKqay4sC/pxhDEFkRI+wl1JxoUhqyyxlizEkjCIeX61fahZfb90z3HSJkXjxx+S36cFTUvLTmFJtGAqQThH4Hzml0QgnaUoIAqkbwjr/G41y0gvjYecEVJ4VActWEjD/TwhYx3WWQa5rxmUDZpCtx2z2k2QOmS9K5hMYq6OC1ZSyVI7IFSKNA5Z70Zsjg2Vq9BKs50LpnnBtghIQ9jKDHEAdRNanxQ1WVmyOy4w1oDxwQkpJUmk2RlbhiW0uw3YX+hx1YwtaQW+gccMHTZQfqyXltpI58jyjHEJK5EkjoL9e+grCiyBlDyz2qW0cKaXIIRgK1VcHmRsT0CFhktGsBEFxGFAP9GUznfyHubeXLwXLc1Y74+qCdEYXtstWO9G+H7zh1PtPD6dUgolQUjDmYUO3SSgl4ZopXl2Y4HeIENKRxqFdCJfQbCTG2xdszupWO1FXFiOeXV7zLSq2c0q+m27D+MzL1Bn2kxlakZ5yU4IiRVMc0MnCVjpJvTaNemgYllbojigE0myic8vXOq1CCUUzmtKPnfx8IBAWVsCKehGAUvdmE/thKiiZFJLgspRGEuNoxUIznRjjKm4PqxJ2iHDqiSv8GVXZY2QiqeWW1xcTljvp7eUdwkhbjHpAyVoRyHxisdJ2xtXIHwicicNeXuikTqkn/qm1puZ71illPalVUJSOIEG4ijiqaUWVgYnX/okhPgV4Hbj/SY559wff/jLeLSUBIKn+ymjpZS9Scb1vYK1BS+opqVlOBrx6m7NS23NxdU+C50WxoFsMsNnRchwc0JHgU8C3Z36nJt+EtJphSRJRCcOOLvUZr3Xwjn/1HygQTIqakZZxYU1TSeOCLSitJK1rm+kkVUlkrY382zNbgHLLeG1ohr2ppV35DcIDMOJIQwFN8YlWnhgwqcXEzqp4dnlDmf6Can2+WHGePTdhVbktbx9s0LSb8ecd/B7rxbsTktWepKFxuycjbuoBIH2iAu1Y1/Ybw0L6rIkVnCxG/KeswmXVnsMKsFiLNnJ3VzE+N6prB2mttyYlGyNc7SWbCwefXygBGPry8CkmJW8Wa6PCmoHaaRZ7SRopVlpB2ilycuKvXzCaOJzsySAi2hFmtVui6mp6USaaWmbCuNb/XdV7aiMd0XY2vr8u1ZM3AooLUhgvZNgNySJsmxNa4SC80uKqqx4fTChri1FDQutgCAIKE1NaW5t8TbTmrQEQs1qN/WdmZB0Aw+5fqaluFFArx2TRCGjKfRb3h9n9mqK0hIoRU9LJBH9nu8Y302TO24ytfPPXQjNcurYGecEUrDUDlFSkYZ+bosGvj2JFO0woIgDhNasd3x6DrZuXAmGNVvfFoB4ELqbhnaURnYW3zglfTj2j4eMBacUoZJsjQwTYxjljqmpKY1gayJ4dZQTv7HH2y8ssd73jTxmC3AmwGY0M/myomKSV6ShohUFnOmEVKbFchrytvUu6/0WUs4gYAw7k4LrgwJXW85OKxZbCVIIrLNYNKu9mKIKWGwlXFiquLyX8ZR0aKWwDRT4DP67H2vKbkIr8LA7ta0JAk0njbh4boX3pJp+pBkYx8evj1jpxCSxbgrcvQkpGsfv7B7tTDJ2RgWLbc2FRZ9CMdMU/K4tmZSwOZxyZS/nqcWUaWn4+PUBtQhY7VtEEDMqvSnqC6Y1ceRrAZPo9mz7oyhQHlizMIL1dogQko3unZvTzno5bE8gKwydQDHNK4aFoRMItPDQ37W1TAqLkL6OVAloJwG1c+xMSsrdKUnoUyAWta/miAK5r6HNU6w9Gm8n1nTTkNxYxnlFN41Yin2vhDTUbPQVVWXIbYm0HvCgrC1FURFIfMlcDUI6cnN4QGBWMpZXhspY1vspSVxRlYbMgAw0b+v5muKsqNiqDIutgMIK4qAiqmuW2h57z1QlWZMPd9BHeDAokATCly+VFWVRcm1UMJrmWAQrHd+0JtEKISQLqaAbaXZCiRQe7bffilhqp1zbm/DStSGd+CaY58PSHQWac+79B27iEvC3gG/G45R9/0NfwWMg7//x1f/DSUZd5hRhSCIjVjoho7ZjOw/Y6Hlc+HHhWGgfvXVUtWNa1ozLeh9FQklwwocPkyRisZ2gtEI0WLOTwqCkYClVJAFNZMlPXGcdRVUjHEwLi2yyzVc6CUpJ4kBSe183SSBJGuTWdgoIwdRMGUwNrbYPMrz7fJezSz22xxlXXhuwqwriULPQ8h2Sisony877o5RwjDKDVZLVXps4uj3NYhYtHkwKrg9zurEX1FPj4Y560ndbz0qPblLUIEVEGke0IoW+DxvDWL+IAymJteJiHDU1jkcvAmt94fZSoskDSVVbxqVhODVUPZhUFZvDnF4a4IRjMC7YnuREgWaj5ysKWkVF2SRO55VlUlpaUXBouRXAuHDUzhGqkLef6XNtmDGclkwrWOxEaOGL9BdSTWlhOQ3YziSpgokVoDXtSBKGge/i1PLYdodFVWfPYLe0bE9LxqVFSU2vG7CTGXCCwniUjiuDgst7GaWpeX69Q6zarJQ1aajIjWMwcWxPC4rakcYRi3NJrjPzdqaNZpUjM9YLXIFPUh9V5HZCXtZopdAdj1g7ygtMLbk2KHh1t8QiWOrWdBPLtUHGtZ0hm0HEu84+DDrZTbrXSoEuHpPsrwAfAN7jnHtTpmwAlGXJlZ0R1wcZw8pS5o6JyHlqEiFUwNSGrHQi3r7R5fxii6gJvR/lgPYlIh5P3qMeOIbjgs3dAa9ulZzvJ0SBryN0uP2dvddKeWHDsJPXmBqPlBp6p35e+S48o6KirgzGOXppQC8MMcbtl0PNnPS2gXoIhWOca/Kq5g+vjnl5J+fzWhHnFlsUpWE5loRSUBUFl0vHUisgCLzvpxXp/UhnVvkuQpccrHSi/Xy3GVlrGUwNta3RStLSgum0ZFI5zi9EPLMcs9ZL6CYhW2NfdZDGAWVtGWUV09LSvY9KF+/bU/73pfHJzpEvwzqY4DqjaWkZ5JUH5pS+nCjSko2FiCRUWGupwQd8lGRYVNTG4HSA0l6DD8KA8/2YlXbMtPRNdidpQDc9vEKhE0uqOqCfSHLjgThvjKaM8pqFqMETyyvE1OKQyEjSjzWxFkwKTS+SxMrPFAAnbvpuD6MZ3HgvD8HW5Mb6esvAV7B0Yk3tBEudiO1JxaiyvLrt02xMbSmlRwlpRboJBFk2xyXnl25qhbNC/5lM1RLakd9MFJLlVoEWjk7oGzdnxjLILQZLZWu6kWK1G2JMhKl9s5XrwymDcc7W1KJkwcdvTFld6J9sTwEhRIJP2fguPITQFx7R1ORNRdfGFa/t5IxKf7Otg4nzlQNbk4LLe1MurXRZW0hpRQFFDa6ub3OOzshYj0CrlUI5x5VBxsdvjHl5s+T6eMqNSadJDFX7DT4AVC/1aQ4D3x2qG2uCQCOxDLOaJITCCAbTgpe2cp5ZjKlqQRp6jP1ZXWU4J9z2MgilwAaKlq4pKl/6UtQCpxRpEiOwjMoaqQzjwrIae+2lrO0+goQHD2zRTSKyyvsWO8nNyTbKqqZZrceeX+o68qLC1YaFNOHMYsr5pS7OObJ6SBQozvYiPn5jQm3L/RKqe6WZqTOYOgIsWW2Rd3Tv+ihnXkqmWcFWVpKXBqUU3dQLVlNbOrFG4rg6zKnKkrwWbCRek1Za0QoVu+OSvKxRSiKlTzmZR9qYp9oJlGo6S1kf+U2jGITBCUUSePOtFSkKC7lxaOUomuMjpTDWI7nGUcBCy96GxnuQQu3BIJV0XBsWDPNZL9iIJApQUrDSjlnrplwdZBRlxTAzFMZS1M43p+nEXFiMuTIsSRpTdlbBYTz+576PS0qJ1pqqrnBO8vSKByf10PDQFqC1ZqMXUVhJomGYBzyzqrg+LnwVRl4RhgHnF2NKq1hqhfc1H46iu+2Rr+CB2v9H4MPAmhBibf4A59wvH8uVPEJ6aiFmtN5hObIs9zps7g755GbOblGxOyoZFBXjwvtVsqpmoeW1lqPMm/mwdmkcndAv3o2uZJAJsrLyUDJz2CjehAjoJxXXB5JWIPfTEEoDQloGhcMhMPioYFbVhEWFFgolvHN33hKx1kfXps0MTJOUiyslvVZCGkpWWyHjTsgkK33j3DjibD8inAtwzMYopaSTeKdzXle3RaBKUzPISlZaAUutiE6kcM4xLDw6a+W8/8oYQ2kcC4lgL6/ZHOYEgaI0NePc3FYRcBRZa7myl3FjmJGGHgNtBkl9FM2ar4yrmsG0IlA+oo21jAuPBRcIyWuDnCwrySvv+ypqi80quqFkkgu2xgWZqTnTTXjXuTaL7ehIvtZ6OHaJb/wrAI1vEVcqB0KSNEjDxlpCDVltwVqSMOTCkuTKXoZpIqW704qnlu4Mtj8tLVlZMS0MwtaYqsIKS11rCuPTRqJAEYcpi+2YnXHO5tgjs2SlwwJZZTFWstCKQd6qJR1M2wi1pBtppoXB1A6LIgn9xlCKpjuVUERhxHISMClq2q7kagF17Z97HEgW2yGrvYg0Crmw3DnSrL4fuptAy/FRzm874nsHXHroq3jEFIYhz671WGxFPG0MlzdDlNpldzBmUhZIFN1QEgWaQN0UNEfRvOYWakk3jShNi3a7hbs25dqwZG+as153KWtLaQDhJ8qodGSlYSfTbDQ78cyEbQeCXQNPL6bEQYCwJbtZQapDcqdIG3yrmS+nqv25rK19cXoSMa3lPsx1aWGU+8VV1ZAmkBsw+IjdvNN/Rs45yrKmCOQtgIah9oGPUPvWZaPSZ5evpIIbg5I17VNaNkc5b+xOaAUpi+2EdqIItS9Q3p2WOBfQSe4+kaelZVx4zSLVgkkh6MXurpGxQPlE3zTSLLdDlFLkVY2SgoVWRGl8LaNSgpUkYlr6XDkhJFGo6EYKOhFKOqIwJg69VnwUGcu+MAqUIKt8UGCcGbJEsdhOkLbit14fsZho+t0WkXQM85oz3YBBBkJ4sIHKQllZxmXjHz2CtIRhXnFtd0JtLMOiQiqPqpxaQVb6+t0o0ARS4KQi0iGypQiDknFWUZQZWoUsrrbptW+Nch60THzZm2a5HVFUCiYFWVUTa0kY+KTcqkE2FkLQihTOBSRByY3KkhUlzummn4QHAj2sR8OD0N2CAk8fC5dPM5phZQ1yw5luRLjW51O7JbujgnEBga5pJd53koaKvDRY64XaYblHB6NAoRb0koCFyOP2p4EiVJr5ULuxfjdvh4q1fkInDm6JMAopcCjCAKJIsyI0H72Sk1WWQWhpxfq21AclHLvjgr1RjjGObVOxk/k8oxVA4jHFTGkZlzWjYsyZXsxCp4XgcA10WtZsTQuUhDQO9yd2OxRr5WMAAB50SURBVNasd2KPwy8cu0CkBNuTgqt7U1Y6Hh5pUlRc25virOHta5Yo0Jzv+85VhXX3nHuUBIKFxKdP4EBU3gd1t8jYrDwosR6XLg40U22angxeQHfTGI85IAh07SHAK48jVgnJuaU2vTggq9lP1zmKYg3O+Wz/nUlNO9KsdyOGoTeQO5Hm6qBgZ1wRK9jQvsv4cJLx+vaIWAoKJ2gHMC4tGwvQvksuw6ylXqg1loJ8akmEIBKOwbRiMVU4qzFVta8NBgoipchLuD7IGJcVix0/B3wnszvz1BKkkPTT0KfsZJXHC2xwiJ3z5nRs7b6bpZ+EXI9DslGJMXA+1gRaUpqaYW68P/QR9eV8S5G1liuDKVujgn6iGZc1g/EUQc1KL2A4qXhla8Kr2yPaacK4tPuAdUflHs1HgcCXEhlbM6kq1joBZxdbt2pyEorKF4Evt2NA3Mz4dzXTvKafSMIg9BOlrhs/WxMcSH2n8Jlgdc4xLixg2TMWMS0YFoa68fkAxGHAYivkRmXQ0jKuYFoY1hfUbUIafPDk6t6URHl8q3nhUTufWJzXDoUj0F6D2x3VDKoaiUNKSSwdm4MpeyPfBWu522K5A4HDC6Z7BPWrnSCJFHUOncjf38XW7QmnB8mnbviATBT4DuZxoJhtLJUQbPTT/cLuojLsKMH2OKesG/+WcVgEUaNxxaE90kweFw4hwFhB1OToLbVCinri8fsFPLOUUhjY6CgmtaAVKCzemZ6mmgvdhKIs2cx8GtHdahwDJegnEWoFXtuy4AoCCePK12UOCoijmhujisGkop1oIi0ZZRXjrKSwjrr2XdonRU2QlQQqIr6DIJ2WHrRRCkU39rDlta2pDY3Z7siKyiebC7wWWBmWE8k49UAFkQLrPKz9rL/pw9ITKdCq2lGUhlHmO3sHwrI9qbm+OyIzHvK6spZP7eQ8d8ZH8ZJAkoaH5x75Al4vkNwMwVYItiYlw8pDVwdBcNt1hFqipGRSGIq6AcUTkklmGOQVWkUstNQ+BlschL5IWfpuPPOLqqodceh9G9r6VmJnF2LCMGKl40PwnSRAu5o/vD6kJ2qSXsd3UjpiN35j4PPkziwmLLZvzfma/WTfMV/XXNkrEbYmVWpfk9ktLKNpybTI6SeaM92QVAsPGKgPR8k4jLSE4bTiynBKGmj6rXi/acidKNTeh2Ss8z5GS9P13DItnU+z0cpXIRQ1xkFpwTbAmgC1rSkqQ1GDLpuM+CPM5G6iKKoAhfPduZxjnJfsTgrGmYcVSnspz6x1MVWFKQsKJ7i4nJBGijQQVEhaoYcfSiIOLUyfJ2MhCCQm842hl9spnUgwzoxPIdGSnVFOVhmcq1FOMC0Mw0mOkJKLCxGXdx2R8NF/cPRiXyN8FCnhx2eMY2fqx6eVIAlDnAiR0vtTpfTVJ3vTgut7U/LSMK0cKEkyKshNwUo3YrkdPxIf2luSQi1Z7CRkpWVUWDSOWDneGMLuGJ5eMbz7mQ4vnOmQRhon/IT3i+/wyVXVDodrggdeC1xvKZaTgHPdw0P8Qvhu65O8onIWSUKoJDL2jW+TwOeIDTJDKH1kTOLoJN6cm6dACQgDwihkXHmn93sW2mwsdvaFqZSSK9tDfvvl66y3Ar6g3yMIjp61C5EgjCRnO8FtGskMbpsKKlPx6taQq6OS9ZZirZfsn7cfCqQtGeaGT22PWV3s8A4pG//bnX2TB/k54ciLmlT5vL1I3b1z4ey+j3JDLjzY4h6OUAq09m30ytpCAVXt2xLGWqI7MVrATubTPm4MM4x1bPTTO5q5SinSSDOpamxtubyXe4BFfM5WYWqq2lIZR15ZCuPImn6lWmvGeYWlxChwdcWVbctTi+UtAaWDpCXkpUXicfvPLyWY2pKb0gdrhGRvkrM7MZxZSBFKszvyzYM7aYjC8drQoPdKVGBAKZ5Z69/xvtZOoKVkVFT8wac2eW2v5O3rKeeXNdO8QErJSuqx8EpTU5QlW8PpPuSTrSQTFTIxlp1pxUonof8IAR7fUhQFiqeX2j6p1FgUgvMrHeJXtigdGCV522qPi2uLHidtDhm2rG/ib83MtH1hxs3jdiY5NzIPdd3vJEcu3Nz4LGkhJHbfNNSsam/ijXNDZS1aStIoAMc+pv9hdHEp5RPtiI9d3eM/XB5wYbF1C+/cCqYGAh3w7Fqb1e7hk8g539090prcytv8hH5RK7SAq0PfPckgWe+3CMKE1a5fgKPKMcwrLm86rJzwuVVJZX1KhVL37i+ZmVXnlxyTomJcGEaFZfEuGpprCvWFcwRaMDE1VVlTB5qutuxNCwIt6UYBSvocsIk1DHPLpcUYpTRlWfCHbwwxONZ66V39PIHy5qay4FxNKwgIdEigvOblEVocgZKsdSIqaxlPcraGOSvtAKECn1qRW/Immrx+5Nhck0BccXWQo4XFqIB+HOKEj6b2koDXTcVeVtCJYb3TZRAIpjmUlWM3K7i+NaQfCpYXA5TzG/RBPvNuiSQQTAvBuCr42JUdrowM53qKaWm4McxJ44Dz/ZSi8D0FpsYxrgVYR1E5ptOMrWnJYuLhj4rqQXuY30pPpEATwu/O/TRiVNYsJ4rPfWaN3b0hH/r4Nk/325zrh76FvXMI6+ZMTXmg7vHm4r652GGaG7KyIgoCFlrxkaZVEkjWe95JnobqlnrKWfPaXhzsm7uz7PegwWafn9RZZUnDgM95ZoXXR4bc1LwxqlhZuMn74kqb9zy1wmef6/DOs4toffgUqGpHHEi6TQJqXhpqxP6YZ/7AwjlW2yHphWWklJzpxSBv+tvSSGMqyzUH9RZkRUEcqCPhcO5EofYpD3leMCprAnHndIbZOKzzOV5dpVhtxeRRTai81rY9KQiUomo7tBQMspLLWyOmtRcEa/02e6OaytZEuoGmvouZLKUk0Iq88hFdpCZCEKaKSMHmOGch0T55V4Ioa3amJVlVk8Ztzi+kXB8WJAFcH9akR0RV9zdY65iUPjVFYwhCx0ZbIYTyAAJKstFv8epuwdWRRSlvHiIUcaQJVUicxNTC0E4iFrvJLWM8zEc8LS17ecnrW1OuDQvGxvfYUNJXrURKUBjfyDgNFOf6CaI2XN2bMraGQkOWW0wEvTTcn8sP2yjliRRo0OyigUftDEPN8xshrr6ITlooIbg8qHDBhHP9lDS6KaxCLW6rezxIPlQtCcOQtUCQ3MEZoZSi3ZgTQghwN/1TN5vX+m5Tkpqrw8LnU4mYdixvmdSzPXWl1+KrX1zn2qTk+ZVb4/3Pn13ma4OY1U54x/QDLSEOAhbaMClr4tLSTm6vvZy1l1vqxIdqjev9NhtLbbgxZtPAS69v8r4v/qz7xr4qjccuG0xLrgwLrBPsZoZ2eudFMCvhKquK2mnWujHTouTlzSnaVUymhoU2WFuzNTWMswKcJRKCTuBLu9JIs95rsdAO6aZ377MWakk/8c1z+0noe22WhklhuLyTY52AhYQ0DMhrx/YkZ5obuknAuX4CQtNOYbEV0m9bFtuH89yPmgfQDSXC1eRVzcRUvLrrk6UnheXiimC5FfGZZ7sMsoJOpMkq3zm+mwac77bYG5e8sj2lGzlWO9EtDUsOgw/yLfQs3STg0lqf3dxwdjFlvZcSSA9XJPHBBhk4hFQEgWZU1VgZ8I61hBuZpSsrxmWFtObIZOX7oSdWoIGfePOJpGeWOrx4tiQ3hkhJrg8KlloRreR2qOjDopwzU1RLX8bUTmNCBWl89CKYOa3L2jbpGo1/SvgAgxZ+MVtnubo7ZXOcs9FPORPeRL2YTer5lJKNlR4bK7fza6cxF1cURV3fUUuapY60Q0leWdqRONRsPphFfpD6rZg/+Zln+eWPvEQOhHF8RwyzO1GiJXXkmwFXtfMAgXdZBFnl+ydklT9eStnUZFbE0hKGAufwgZnCVxM45+FuBkVNkvqE1+fO9Ok0nYzuRvvgBYFCa5+HZvKKa3sZxtS00xBrKl4f53QixXCSsTMpuNQKqPF+1bYIiANBGDrfHPoIPrOxV04wrSxYx2o35Fw/4uXNMVlZUlUBO5mfJ900JVIC40rv7wsUOoxZXuzy6qBmaDQOdcvmdFiFTKglvVbISjugHQdcHZZcWu2w2I4pTc1rOxMC4XP2LF647o5zTC0424+4sNJhMa/47U9ucn004mw35ML60j3MgjvTEyvQqtpRNQ0+EF7jckh63ZSzTX7XqPTO2oPq9kE6aIoWlX9f60ScXUhZ6x5duCKE2O9YroQjqxwSy97EopTP9UH45hvXhxOK0gPj3Yp6cTMV5G7kuytppqW8o5YUKEFV1by8NaYwNe1IsXyIonnY7j1PUko+/x3n+R++tuQ3r5b8uRcXGBeGVpPtf68UakknCffzrQIlaMd3R+tIQ0k3iRDIfXSPNNT04hDpDNOyZFIYTG3ZHZdc2R0xLh3rC16zDZVvdTf77f0K4kD5Tl156btMVQZS5XhtN6MqDNeN4bWdCXs5tGLNSr9io+/bJQIodW8oFJ2mG9hOVnMxlCRRhGTMXm58dYYu2Z0azi7EZEhu7I6ZGri4nNKKNM8stz20US9mvXd3LVQ0sOTdyLf0k7ogDH3/DS19hDXV0FK+pM+YirKGjW7IpdUuq90UJ7ImGOLL+I6DnliBpps8sFlXm0AJ+mmAsykI6CWaovb1g7U7uuwJuM0UtcKShAFnFjqcW0yP9FMd/H1pLAjHKLcUdU2Eop3KpuO184mMnZAo0A+lnh+F23/wmnamFa9tjtGh5uLyna/9ThRFEX/8ve/gi+Z8ffdL+/dYCZbU4Xlzh5GUHja8Hft8Pp9IG3K2X/PK5pDS+HaADpjkBX90eZuhESy3A1Y6yX6x/oPidM20tYVWRBwEfOLqDh/++BRjSqyFYenYm0xJ0y4t1SVpouk3KzLu7RknUUCvFbGd+fu7mxtMXTOZllwxBduTgit7JReWYjqtiNe2xhhCnltNeebMImsLHdYWOodqz4cFBbyvWO6Xl4XaNw0yxnB1Z8T2dEqsAvJa0Aok13bHvLI95tJiQjf29dHLrYB3nV/iM5Xg0lrv1OR8GKpqx7Tyk7kT+0mklCIKNYO8IjLQSfztuVc94qZgE6x2ExZa7rb0ijvRTNtJtCCr5H6do7DeV3FxpcdC2nRjOgbsqDuRc45AOHqtiHMLMQsPWTw8f29mG8jDnOd+6KAAl9K353tja8RrOxOeXowZWsNvfmKbj1/NELHCuppueme8tfuhONQsdmK2C8UfXNnlysCRZz7leW0Zzq6FrC62WWonD4StL6Xk/FIbrTVnuhFSKbqtmCCc8uqo5JUrQ/7ocknthvRjUDG8bb3LpLK34fsdpMOCAjPBN6v/9dUKkleu7/ErL91gmlvcWkqvJbFlxr976QavDUpWWwGlFUjhSKKQ588u0Wm0vBPHQ3urkxZ+Qs27hpTwzk6V3JrjdNguNf9daRr4nuZBx6G+Azj00efdLy2am1+B8o1Leun9mzwPSlXtQCpWey2WOvF9pVjciR5EIJ0EJYEiqx2bU4cTFTuTmqvTChfAWi/h3EL7octw5kkIwVNLLf7kO5YRNud3P3WD1zYdSsMz/YQvfm6Fd55dIH7A7uGhlmwstFnptkgCQW6gG0kmec3laIwpW7y+W3J5DKMc1gT0WynPr/Xueu7D3Arzz9G7TfwiGpc1de3QgaAbCKSDj10b8UdXRyRRxHo3opcEhNo35ZlZP8c1rx+ZQBNCLALvB74c2AL+lnPuJ4449q8DfxNIgJ8Hvs05Vxzn9fgeAXofn2y2KZbGkhlDafQtcLyH7VLz303L2rvj7nPBHnbeg0LucQgBb4J7kL770TIfhu60aRw3ddOQL3h2hYU0ZDGVTPOKd6wGrLYlSbvDu88vHfs1BEHAO59e4/xyhz98do3tvQGjSvLi+T5vP7tyaDXJvdLBTbStwYaSz760ytuyHi9s9Li0GPJbr+yRyJqN1RX+9Ls3WO637+nc9zr/nl/rUL14lqquEEISaI3G8NyZPs+f6fKZT69Q1L7ZsFLqoZui3Hats8YeJ01CiJ/EQ6p/E/BZwAeBzz+IryaE+ArgR4EvBa4A/xfw751z33On87/3ve91H/7wh+/rmmYLaFYsHijBzrjgatP4dKkT33JsUdX7WFbzUSBrra+BU+KOYHx3uob5RTyaZLy8lfHMckKnaS90L4vdGMPOxLDY0nf1293LNc3fl+NY3Hcbw6zBSKjuvYLgfs5/kKz1OG+xpgFjvDuU0XEK3buda3Z99wqxdBRZ60E1S+NL4mpHU751dIL2g177PBz9IKtoRZpUOz61W3JpyecoDnJDL763iPFhJIT4Hefcew/77pFoaEKIFvC1wLucc2Pg14QQ/wL4BuCgoPrLwPtngk4I8QPAPz3kuOO4rn1n/ExL6qceyqSbqNuONdY3GZ5XseFmisNh8Dv3eg3zdHVYcnlvShqqfYHmG7jU+1hgh9HOxHBjnONcxEJbPvCim2mNM5ijO0V4H+S8R53vbhHThz3/QZr3rbXvcSXcL4870d00n1kBOOi7BnHuRGZWm6o17ejwJsn3S0fdh9nn1vkepa3II2i8kHp7xznHwkP4UO9Gj8rkfBtQO+c+NvfZfwD+00OOfSfwzw8ctyaEWHLObc8fKIT4FuBbmn/HQoiXHvD6lkFse9CTu5AQEucOCdMJcU+/v4UnW0ey0WHkTDlnZjdJVNbaO/KRSmOtl7rOuQPH3pHngStoxnPf4zpIB3g+9PnuRivA5gmen0PGcB/39b5ZHTHf7pfnbGd7BM9SNLlGOI649ofgCcBTRx38qARaGxgc+GwAHNYZ4eCxs787wC0CzTn3I8CPPOzFCSE+7Jw9VIU9KfI8D1ebT3m+efid8vz04nk8IER3pzHQPfBZFxjdw7Gzvw879pRO6ZROaZ8elUD7GKCFEM/NffaZwGENV/6w+W7+uOsHzc1TOqVTOqWD9EgEmnNuAvwC8P1CiJYQ4guAPwP82CGH/yjwTUKIF4QQC8D3Af/khC/xoc3WU56fNjyfhDGe8jyCHmXaxiLwfwJ/Au8L+x7n3E8IIS4AfwS84Jx7rTn2O7k1D+1bjzsP7ZRO6ZTeevTIBNopndIpndJJ06PyoZ3SKZ3SKZ04nQq0UzqlU3rL0KlAO6VTOqW3DL3lBZoQoj339yOp8BZCdOf+flQ81aPk1/BK5/4+cb5CiEUhhH5U/Bo+7xBCrD9inv+JEOKzHwWvOZ5fKoT4s0IcUwvzu/P7IiHEDwohLh7ned+yAk0IcU4I8UHgZ4UQPyaEWHMnHAERQpwVQvwS8AtCiJ8RQpw9SX5zPH8I+DqAkx5jw/OCEOLngR8VQrxfCNE7Sb5CiPNCiA/ga3p/Wghx7hGN8334vMhvgJO/t804/zXwM8Cd+8gdH8/FZp38PLABtE6Y33khxC8Cvwx8BzA8zvO/JQWaEGINXw/6CeDvApeAHxdCfNkJ8mwBPwV8Cv+gFoB/CPznJ8jzq4BfAv4L4EuEEM82n5+YJiGE+Ebg3wOvAv8AeDceFupE+Aohvgf4HeAVPHDBReAHm+9Oev4+D3wEuCSE+MKG54ncWyHE9wIfBT7hnDvjnPs3J8HnEPpGYOCcW3DO/bBzbtRcz0k8yx8B/iPwEhAAHwK+6jh5vCUFGvCFwJZz7jucc78FfBlwFvhWIcTGCfF8Dg9u+70NUsjX4OGPvl4I8cwJ8ezjF/c3AKvAfwYnp0k05t6zwN9xzn2nc+5XgD8FfLUQYuOE+BbAn3HO/TfOuRt44bYqhBDu4QufD6U5QbkF/DZea/lyIUTbOedOSKh9LvAh59x/3VzDFzXazMN33z2CmnF+AfCLzf/vE0J8uxDiM+Ce8Envh1cI7AGf5Zz7DiDFP9tj1QjfEgJNCPF0o5XNaAI8P/O3OOcyfPnV5wNfeUw8k+Z9hsqXA+8BTMNzDPwkHgDgzx4zzxke9i8AP+ec+yDeNPpjQojPa445lkU3x1M75wy+uuOfz11HCvwePgn6OPnNOnX8sHPuN4QQ7xRC/D7etP7/gL/QJGUfJ8/ZfJkJyufxlSv/Nx7D74813z+04J7jORMc3wU8I4T474QQvwP8r8DPAf9MCHH+Yfkd4DkDpWgD54DrQoh/AvwdPALOPwb+xjHyC5xzpXPuu51zrzT/T4Ap8NnNMccii97UAk0I0Wl8K78C/AshxPcKIVbxE/6jwA81x23gb97vAs/NCaEH4bkghPineIBKnHNV8zA+Dvwq8LfnDv93eLP3bQcE7sPyLBsNZeKc22sO+3H8rvoVQoj0YRfdITxngvqjzrmthn+JN60BXj9mfkXzXjeHLAM/6Jzr48vhvgb47ocRakeNcW5xjfBwVv8MP76vE0L8iPCle8fFM282i0/gN6i/ii/3+Sy8id0Bvq1xaRwXTyOEUM65IfAyfp0MnXMvOOe+Hvj7wBcKIb74mPhVc98JYPZMPwC80Gi+x6Jtv6kFGvCdQOWcuwj8b3gN6R80pskP4M29f4kXbr8G/ATwFfM3+H6oMR1/Co/HtCGE+Obmq5nw+Angi4UQL8D+Tv6r+F1v95h53vLsnHMfBf4tfiF8yYPwuhtP0URSG36zMX8l8LFGuJ0kvw855/5x8/cE/7y/kgeEwLoTz7nFdQH4jUbDX8L7Kp8H/uA4eXLzWX4f3rz+3/G3+KN44fLn8ObZSfD8n/Ba2tNzG/2vN98f0tn1wfjNnqXzNLu/NR5d5/jMW+fcm+4FyOb9p4EfmH0GvIi30/9i89lTwHuB55r//2Jzs/XsHPfJ9xn8rvlO4K/gBWU89/0lvLr+i3OfXcD7fTYecKxH8py7D7MStmX87v73gO9t/r5vvvfIUzXvHwS+vvn7m/BBmPS4+c0dGzTvLzbHPXsC93XG4wfwjuvfa95/Er9pvXACPGf3Uxy4hi/HB2GWj5tn832KD169Pj9X8ELt8094vj6Ft5yenv/8YV4P9eNH+QLejtd0lpv/E+Bn8Sq6mjvuu4HLc//PbuKLzcT81gfgudL8r4F28/c54N8Af//Ab55tJsfPAt/c8Hz/wYV5HDwPOydeoFjgGvA1J8UTD0kaAv8K+Hbg/wWuAl91UmOcW+QvNIv8H84+O2aeonn93YbPNzWffw7wv8wW4AmOU839/jeB7z+JOTv3LINmnv4a8P3AbwD/enaOExqjwAcEfh34r+51fHe9nuM60Um98JHD/wOPXPvL+DD6VzfffTde/W/PHb8OfBj4hub/Bbx5sg1830Pw/KpDjvkafJrG8wcm4ot4tJBffAQ8ZfNSeP9dBfyNk+bZvH82Xnhu4SOfJznGGB/U+QDefP/ekxxj8/kGkBzTnL3XcYbAZwD/svn93z5hnmHz/jTwPryF8TdPeIwzDa3fjPPzHlQ+3HZdx3Wik3o1D/dX8OaUxguKV2c3AbgOfNfc8X28c/Vb5z77EuaE3gPy/CTwRQeOW8RH/X5h7rNw/oE+Sp74TlmdR8QzANbwzWvu6d4+JD+N39H/0qMcY/N+X+6JYxhnG2++P6pxzs/ZezL7juO+zsZ7P/f2rtd1nCc7tovysNszLeBbgE/OTyy8L+PH8LvZ1+EF3J+Y+/2HgD99AjzfD1ya+40C3oVPmfhBvL/gLzwGnn/pEfN8Cfjzj5jf+56AZ/lpPc7HcV/v9/VIBdU93LDn8Lb7B/Ch8qfwSbL/Fp+QNzvuM/CO9pnp+T/jfQ0/jo8q/h737ue4H54fnvGc+/wL8IGI14BvPOX55IzxSeH5OMb4oK9Pm7QNIcQ34W3x38X7xhbwiX4ab1Z++exY59zvA7+PL9sA77z9drz0/6Bz7rOcc586AZ5/QFPXJ4RQQoh3A/8Pvo/oBdekFTzpPJ+EMT4pPB/HGB+KTlJa3s8L+O+Bb577/xw+R2UDb5//NPClc99/FV6Nva8UgePkiffpdE95PnljfFJ4Po4xPszrUfXlvBf6RzTJg03ZyxSfxTxLz3gG+GtCiJedc6/iQ+i/5JybPi6ezid4nvJ8/PxOeb61nuWD06OSnPexI8xCuu/Gq6+zCN678Pb7f8Tny2wCX37K89OX55MwxieF5+MY4wNd5+NifA838K/jC6/nP1P4zP+/fMrzzcPzSRjjk8LzcYzxvq7vcV/AITdslpz6kzQZxMC34Qto75q5fMrz04fnkzDGJ4Xn4xjjg7w+nXxogEdXaOBNFvG4V7+Kz2L+L51zm6c83zw8n4QxPik8H8cYH4get0Q9Yjd4EV9ScxX4b095vnl5PgljfFJ4Po4x3vc1Pu4LOOLGhXhooPiU55ub55MwxieF5+MY4/2+Tjunn9IpndJbhj5tKgVO6ZRO6ZQelk4F2imd0im9ZehUoJ3SKZ3SW4b+/3bqQAYAAABgkL/1Pb6CSGjAhtCADaEBG0IDNoQGbATi9lfmGxUgPQAAAABJRU5ErkJggg==\n", 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\n", 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    " ] @@ -284,7 +284,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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    " ] @@ -319,7 +319,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -435,7 +435,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -456,7 +456,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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    " ] @@ -607,7 +607,7 @@ "outputs": [ { "data": { - "image/png": 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B64fie2mk9lb9bXh3uPP0dW90I/dYt8Jgln8wsBi4vWL8eZKWSLqrvHvZBgNZl52KWh+XdFppF3I4fy8AH+DNNya063tpVr8BA/4ZOAQ7T1/3Rjdyj3UrDGb5RwFXRPFfdOEUUldok0jXfl0v6e3NKLQOja7L7cD2wEakQD8MOHmA82q2AS9f0jFAD/CN0uh2fi/N6jdgwD8Dh+AgFQeRo8Zw5wBm2de90Y3cY92wOtZlQMuXtCmwO+lun9Ui4t6IWBoRKyPicuAuYN9OXJeImBcRT0bEaxHxO+Bs4JBi8nD9Xg4EzgemRsTqDgla+b1U0ax+Awb8HXRKBwrDVkTs0eRZ9t4bfXXxfvW90ZJWUNxjHRF/KE2vdo91w/pbF6V+Hwey/COBX0fEvP5KAFRPrf1p4bqsXgSv17r63vfh8r1I2gf4LrBfEep9lkCTvpcqGvnZteZvox0HP3MfSP/ZjAHOIx2sHQOMqtF2H2Ah8E7SGbBf8sYzYD8inQUbC+xK+89CNrx84DHgXyvGrUc62zem+PlMA5YDW3fiugBTgYnF622Ah4EzhuP3Avwjqdu5D1SZ1vbvpd7aW/W30ZYvKPcBOJP0v2l5OLOY1k3alO8utf886VKAl4DvAaNL0zYAri1+MZ8CDm/zutRcfo11eV/Rdt2K+XQBvyHtrrwA3AN8uFPXhXTMbFHRdh5pd3it4fi9kO67f7UY1zvcNFTfS63a2/W34XuHzSxrPjFiZllzCJpZ1hyCZpY1h6CZZc0haGZZcwiaWdYcglY3vf68lzWL97MlfaJ4PU3Sz4e2wuaR1CXpMUljWjDvycUtb4O6Y0vSREm/L/epZ41zCGZI0m6Sfl10TPnXoqeQ9/T3uYh4KiLGRcSqKtN+EBF7tabixih1gDqQ+7bLZgDfi4gVxTxPLnpVeVjS9qVl7Srp2hp1zJQ0fZB11BQRi0gXPrdsGTlwCGZG0njgZ8C3SVfYTwLOAlYOZV31GuzWU53LGE3q9eb7xfu3AR8n9axyManTgd5avgl8rsas9gFubHG5PwCObfEyRjSHYH62AoiIqyJiVUS8HBE/j4iHACStIenUonvyZyVdIemtxbSau3GVW19Fu+Mk/UHS85IulKRi2pqSvllsWT2p9PiBmruHkuZLOkXSQ8BySaMkzZD0hKSlkh6R9E9F221JQfW+Ytf9hWL8aEnfkPSUpEVKXf+/pcbP6L3ACxHx5+J9N/BARLwE3EoKQ0jhd11EzK9S87t651Gs7zeK9Z0H7FfR9phit3appHmSji1Ne1jS/qX3axXzmVKMuhfYQtJmNdbF+uEQzM/jwCpJl0uaqvQA+7Kji+GDpD/2ccB3BrisjwDvIfXm8c+kG/MBPknqkGAKsDPp0QP9OYwUHutFxKvAE6Qu4t9K2pL9vqS3RcTvgeOAu4td9/WKz3+N9B/AFOAdpC3g02ssawdSpw+9/gjsIGk94EPAXKXuwQ7ljf3wle0L3FBa348AO5H67jukou2zxfTxwDHABZJ2LqZdARxRMd9nIuK3AMXP4o+kn7ENRDtv8vbQGQOwLel5H38m3Uh/Ha/3kPIL4NOltlsD/0fqUWQyqfOHUcW02RTdsFPR/XzRbrfS+6spnmNB6v3j2NK0D5XnW6Xe+VT0QlOlzW+BA2rUItJN9W8vjXsf8GSNeX0Z+FHFuMOA+4GbgM2AWaTu3f8F+BXwU2CTUvs7gPeX1ve40rS9+lnfa4ETitcbkzozGF+8/y/gixXt7wKOHOrfq+E6eEswQxHx+4g4OiI2IfWWvDHw78XkjYEFpeYLSAE4cQCLWlh6/TfSVmXvMv5UmlZ+Xcsb2kg6UtJvJb1Q7PJuD0yo8dkuYB3gvlL7m4vx1TxPRY/EkQ4f7BwRU4tlrQQeIG0J7g9cU7ym2GLcBvh1jfUt/3wptsjvKU5SvUDa2ptQLPdpUsgdXMx3Kuk4YNm6pB5fbAAcgpmLiEdJW4W9ZzyfJm3p9OombS0uauJinwE2Kb3ftI7PrO7uqDj+9V3geGDDSLu8D/N6x5+VXSMtAV4m9S23XjG8NSLGUd1DFMdOKxXHEc8FvgBsCfwp0rHC3wDvKprtDfwiXj+L/kzFOnaX5jca+G9SgE4s1uXG0roAXE7aJf4oaTf/L6XPjyLt3pefvWENcAhmRtI2kr4gaZPi/aakXb17iiZXASdK2lzSONIf/I8jHXtqlquBEyRNKrZuTmnw82NJQbcYVj8nY/vS9EXAJpLWBoiI10iheYGkjYrPTJK0N9X9L7CepElVpp1KemLg06Q+67aWNJF0DLW35+z9eONZ4auBz0rapDgGO6M0bW1gdLEur0qaStpdLruWdOz0BCoeUQDsAsyPiAXYgDgE87OUdPbzXknLSeH3MGnLBuBSUu/XtwNPAiuAzzS5hu8CPydtcT1ACoxXgTddf1hNRDxCujTlblLg7UDaZez1S1K36gsl9T474xTSCYR7JPWe5d26xvxfIW0dl09IIGlrUkB9u2j3DOlymbnAZ4F/K86Af5i0u11e31tIW2v3k44n9i5rafHZq0m74YeTjtGW63mZtLW4efmzhWmks+E2QO5U1YZcsfVzcUR0zGUekrpIJzd2KkKo3s/tAnwnInZpcj2nk56pe0Rp3EakkzI7RXFRtzXOIWhtVxxX+yBpa3AiaSvnnoioddHxsFGE4IYRcVMT57kBaYv5YxFR+dxmGySHoLWdpHVIWzDbkE5Y3EC6JOSlIS2sA0n6JOnM/ZURcdxQ1zMSOQTNLGs+MWJmWXMImlnWHIJmljWHoJllzSFoZllzCJpZ1v4fUQB42wZEa90AAAAASUVORK5CYII=\n", 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\n", 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\n", + "image/png": 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HUuJg7UIhDF7eV1+VMkhZiRUObpZjrto0+g8wbCoc3g6pByHvbN36+VNUEYPgGqpddX101eaa+ZCdUfM1V3uDi9Zdq/49vF3u8YAJ4B94ZXPyU+bzcq41CBO4nj/nsf0UXGldv2Zl0oQJEyauEKZyVhcMnAiD7oRmbWpWB1p3haGTxYTnuEhdjtpyOWWNxVchilh1C6PR/4ET7QTy2F4IiRAzaG3t1Ycq0rprzX101WZ2hvSxums8vKFxmPz9uaAh833qmMzJ4e01z5+r+1mX+XS+zvgcvx5WzZV2a0NNc17fpMgg4Zdb1+HtsOIjWDX7l6FGmvjN4KOPPqp8/dzIzc1FKYW/vz++vr60aNGCuXPn/uz9MJCTk8O4cePw8/OjRYsWfP7551dc/vDhwwwZMoSAgADatGnDkiVLqlz75JNP0qhRI/r27UtGRkbl8c8//5zHH3/8krYyMzOJiIj4iSO8/mAqZ3WBly9EtBOFqtOA6smCty90deFXVZuCUdeyzguqo1pR06IYEAy/e9Q+lgEThFwMnCj+abX1LSIaju+Xv9X1xRXyzwkRbNYGYgdfnpJotDlwYvX1x/QV5c+ZCNcn6UiJg50rpS/Dpop59tRR8XHLTpdnwvG8c5uu7mdNKpO1GBLWw54fwNPLfp1Rj7cfnM+Eo/ugQ9+ax2gQpurGZfQrIlrU1YET5Vn5OaEhQR1H90K7HldfbTZhoo546KGHrlnb8fHxBAcHk52dDQgxuffeexk7dizBwT/zdxT4/e9/j6enJ1lZWcTHxzN69GhiY2Pp2LHjZZWPjo5m7NixPPLII6xZs4aNGzfyu9/9jri4ONq1a8euXbvYu3cvZ86c4YUXXuDVV1/l3XffJT8/n9dff52NGzde0tbKlSsZMWLEZY+pvLwcd/frlwKZyll1yD8Hi98Sp/NE3ZS1dZGQgctd9C9HNTLKulK0Dm+vqpo4Lr61qV+GP1zidlkQjyfIKyJaAgQciZczjidA0m75a6AuvlibvoYf5sHy9+0KU/65uvnlZSRJ0EJGUvVlLpyDLUvkr9GHNfOFLNWX71PrrqLeZWdInSkJcHQ3HD8g5yPaQlkJnEl13Wbrrpf699WkMiVuhwUvwc7lUFpif2aM+xQcAcX5cDyu/pRMw+y96Wv7+SvxrbuSa1rHQrfhouzWh3nVhIlfAeLj4+nWrVvl55tuuomKigpyc3N/9r4UFRWxaNEiXn75Zfz9/enfvz+33norn3322WWXP3LkCJmZmcycORM3NzeGDBlCv379KutKTU2lf//+eHl5MXToUI4fPw7A888/zzPPPEPDhg0vaW/lypWMGjUKgNdff50JEyZUOf/444/zxBNPABJ0869//YsuXbrg5+dHeXl5vc1TfeP6pY3XGgaxCA6HCU+JuVLjyhaQmhSM6sq68tEyTGrOflbO6k5N/nC2cvBrJKk0Ug8KaUjaLcqgK9Wvunad1R9XCtHAieKn16yNtPPDfGjQCApywd1d6vT0dq1y1ebDZC2G2X+GxK3y+eF/180UWlc4Rr9GtINm7aTOwzq5PZkIJw8LufDwqr5Nb18pv36hfO42tGZ1TwG+AfKmx3D7+YwkGdvxA+DtD6261j7GuqqIAydW/QuXp/Y6XlPTc+iqPxlJUJgr/numz5mJa4XhLiKLfrjaDq3VIy4uju7duwOQl5fHX/7yF7p3706bNm0uq54xY8awZcsWl+f69+/PihUraq3j6NGjuLu7065du8pjsbGxLlWsKymvaRoHDx4EoGPHjrzzzjtcvHiRtWvX0rFjR/bs2UNSUhLvvvvuJdeWlZWxadMm5s+fD8CUKVOYNWsWeXl5BAYGUl5ezpdffsmqVasqr/niiy/47rvvCA4Ovq6Vs+u3Z9cavUfLQhjSDFrFijnQUSW62k7MrshJTF87STLUCYNAHN9vV3dcmUNLrdB/AmQeg3OnIChcAgIUrgmfI1yZD50JZ3VkysMT2veGIzshMxkaN4XgSCEeGnUjAM7zbShkXr4QEApDp1zaB+O+XOm9StwuhKplrJCH7sPk+g59hVAW5kH6YQiKAHfPms2vZVbIyZK/UDPx6dAX7npW5iamr/14665yj8+kypy261bzeKzF8O17olKO/QP0cUo14twHw+zt2J7j37rA6GN1z6HRZmEenD0pc9a6qzybhrJoEjQTJoiPj2fRokW8++67FBQUcMstt7B69eoq6T0c8fLLL9OnTx+GDRtW5XhdyFdtKCwsvESxCggIoKCg4LLLR0dHExoayuuvv87MmTNZv349GzduZPDgwQB06tSJCRMm0KdPH9q3b8+7777L2LFjmTt3Lm+//TbffPMNkZGRvPfeewQGBrJp0yZiY2Np0EDyXDZt2pSBAwfy9ddf8+CDD7J69WqCg4MriS6IkhYZGfmT5+Vq47dp1qyL+SU7XRbT0ylCLOa/CNuWiXLiaDpzrOtKU2kYdeSfs9dl+JQZbYB94Vq3UPySVs0WZ+qUBFEqeo8Soubch5Q4OLAZGgTCqAeh31ghAL1HwZDJtae6qIuzt6syqz+Br/8N8/8mZCM4UsaYe0YITkzf6s29hgqzZr4QJUcTqqGQlRSDl0/NzvFXmgrDIKzN2lQ1SxrjjB0s8+YfWLv51TlwwZWZ2+gXiILZbWjVufT2lXs88n4Y81hVgu4Mg7zu/UGe39PHLm0nIrpmU3tN99zR5O/YB29fIVxGoInzXBvjPnUM1n0OX74qxz29JdrYTMNh4jpC9+7dK18/J0pKSjh8+DD79+/nwoULfPPNN+zYsQMPD49qr0lMTKRLly710v7ChQvx9/fH39+fkSNH4u/vz4ULF6qUuXDhQiUhckZN5T08PFi6dCnfffcdTZo04Y033uCOO+6o4tA/c+ZMEhIS+N///sdXX33FwIEDsdlsfPzxx6xdu5YOHTrw6qvyv8PRpGlg6tSpLFiwAIAFCxZwzz33VDn/SyBm8FtVzupisomIFsWsWRtZTBK3QWgL+ZXvaDpLWC8+Vb97TBbqH+aLgzNP1S3pqmPKCEN1MMxCrvrpGC24fyMc2yd9ASE7idth8ZtiGjt1VHdid/BbckxU65iw9nICEWobj1FWIf5Yp46C13gIbQ4nDkJBjn2HguraclQDI9pVJRLG35BIIQiGOa4uzvcJ6+uWuNZQyAxn+ewMIeuG4mPkk8s/J+OrLlgCZB4GT7YrYa7GbfS91Gpv1/kegZzTEDJTXRoUg7x2Gy4q25DJl7bjOEeXC0eTv39g1XocfQVLrFUTEBvjjoiWHz8WS9V5Mn3OTFxH2Ldv3zVp9+DBg3h7e9OqVSsAJkyYwEsvvcSiRYuYPn16ZbkPPviA+fPnEx0dzdmzZwkLC7ukrpEjR7J582aX7QwYMKCKuc/A5MmTmTzZ/j+jqKiI8vJykpOTadu2LQAJCQnVBgO0a9euxvJdunSpYuK88cYbmTp16iX1ZGVl8fHHH7N9+3aWL19Oly5d8PDwoGfPnrz11luAkLPFixdXue62227j0Ucf5eDBg6xYsYLXXnutyvnq1MfrDXUiZ0qpWE3TEmov+QtBXRYDR1+YniNgx3IICJJzIRGysKfEwbF4yDgKJxJh7O+hbXdI3lt9clRnouPoJzVwoix8p1OFsPUeLdseFebZVZuItuDdABrpOz4U58PWpaJGKYT8+AZAYIi9nmFTq/qxHd8P6UfheDw0aAwd+kDzmOojUV0t6NURNsMc2G8CNG0F3YbJllLN2sK4tpCZIn3WqqnDsS1jPlrF2qMIna9xNMe17ipzlbRHCIBhinas/9QxyMmUvzXBIBL71ooy16a7XLP5GxnD1P+TMo5kxOij4xhAVEvDLFodjHkvyBPfwNax4pt3fL/Ub2DnSggMrTlq2Jm8ujr3U4hQ79Fw8gjEDrQrtSVW+3mjb4e3Q3k5pB2U8RgkMyBY5i8lTvpoPOtmvjMTVxuufMuuM8TFxdGxY8cqJGLUqFF8++23leTswIEDbNy4ke3bt7Njxw5efPFFl3W5Il+XCz8/P8aPH8+LL77InDlziI+PZ9myZWzbtu2Kyu/fv5927dphs9l4//33OX36NNOmTbuknqeeeopZs2bh6+tLy5Yt2b17N4WFhWzYsIFWrVqRmppKSUkJHTp0qHKdt7c3t99+O5MmTaJXr140b978J8/BtUBdlbMflVKZwGfAQk3TTl/FPl191MVB3zF9xOpPxNcnIlpMU7lZsujlZklqg4h2EBUj17XsBFGdRHlxBWei47xYRrQTJ/rsDGkjeS/sXgVpiUKgdn4H+36AEwdEyes4APqPh4AQSa+QEgcdekO/cbDkbXsUodFWqVUnAAvEHOoXII7tbW4QhWXN/EtTKrjyC3Ieh0GaCvPEv+p4PBzaJpGU5aXS71ZdZA/M0otiaiu1wvf/hRHToXETacdxPgziunahzGlM36pO50YqEMeghBOJsF7PqRPVya7cGNf2HydqkqPze3WwFkPyPsg9Kwpq+96QdkgUy21LIayFkAvnaFfne2rMXf45iXg1/MmczZYGGbSVQ2mpTnIcSE1JMWz4CrJSZWyuSIy12B60sGUJbNVzCBkk1vnZd0WQnZU/5/PZ6bJva+5ZOLwTlvxH/BiDm0FQU3n2W8dK2bbdpdymr+0k0zCXduwnO1es+xz2bxIyb5w3YeJ6giOpu8qBAvHx8ZeYKEeMGME777yD1WrF29ubpUuX8tBDD6GUQilF586dr2qf3n//faZPn05oaChBQUF88MEHVZSzkSNHMmDAAJ577rlay3/22WfMmTOHsrIyBgwYwJo1a/Dy8qrS3rp168jLy2PcuHEA9OrVi9GjRxMZGUl0dDTffPMNS5cuvcSkaWDq1KnMmTOH//73v1djOn4W1JWcNQVGA1OAWUqpbcCnwGJN0355mSPrYqZzVETKS8U8FxQuCteJQxAWBVGdIf0IdBkkC7ejyay6ep0Xbud0GAc2i4+TYdq6WChqzd4fRKHIPysbcJeXQtIuMW2lxEH34ULYCnJkYc5Idh1FmHFU2sjPljbCmkNxITQMsROb8lIY94T9Gm9fKbt3jd2UVl20prefXTUMCIKYG2UhHzhRlKzhU4VEHt0LnofEJBi3TpQ+kLodTZJJe4ScHttrD0owlL+3HgUPDyFf2SeFyHn7yjFroZAiwwxsZPYfOrmq2lYdEQEhqilx4OYmpDwgGDx9hJxs/BoaNrIHDBjKWXXP1rqFoiAd3Stm79LHxAfQuVxMX3u5tt1kzkCI2aav5b4V5EgZR4JnkLLUg3bltkVnIek1EVFD6XTc+9RZ+XM0txoE2jA5l5eKElpSKN+RJi2lzvJSUf6iewoZNvLCOSt2vUcLMWsYVD9RtvUEpZQX8D5wM9AYSAH+omnaKqVUFJAKFDlc8i9N0152uPYD4HagGHhN07Q3f77em/glw1VU4qBBgygqsj9u58+fp6ysDIC3336b4cOHX9U+NW7cmKVLl1Z73lmhq6n866+/zuuvv15je0OGDGHIkCFVjv3nP//hP//5T+XnlStXMmPGDJfXN2/eHB8fn0vSapw4caLGdq8n1ImcaZpWDiwDlimlAoCJwJ+AD5RSS4CPNE3bevW6Wc+oTvVxXCgdyUdhnpjW2twAK2eLcpK8F3qOFF+04HDoeKOYOFMT4Miu6rf2qUm1c1SojB9n7p7QtDW06SrH9v0gx63FEN4azp8WclNWJmRRIVGYZdaq5tfWXWXRPLxdFllPX+jYHu79Pzl2wxD4379E1QoIqblvjo7xBiKihUgV5kBFBUS2h9hBlyoyIAt33llo2RksHuAf4NpM5+0rCtGxvWJWNOoaNlUCNNKPgK+/pLVIiQPfQEnRYbNBwgZofYOQsRKrKI8V5fL+0NaqZmVDiWvWzr4NVmEebF0GXQZA+z6iBMWtlTrPZ8q8Htgkc+zhaVfOqvMTNNSwqM5Cok8fg6O5lz6DIZGQeVzKl1kl6OPwTrknyiJ/ozoKeYvqJMEDht9i4na5/211B+a8sxL0UZ1JGOSe5mbJX8d7aajGleTQWnVchk9kRLTkXlv8Flw4D3nn5B40bQPtAuW63CwhZq4UuxKrjLmsRMy1idsvVRWvDdyBdOAm4CQwCi15iAoAACAASURBVPhKKeUoUQTq/xudMQtoC7QAmgDrlVKJmqatvrpdNvFbwT333MM999xDZGQkWVlZ/PGPf7zWXfrZMWjQoMooT0fYbDbefPNN7rrrLpd50X4puKyAAKWUP3AbcBcQAXyJ/ONaqJT6TtO039d/F68CjMUnJFIWaue9KQ0VosQqi0X73kK2IqKhKB/2rRGCERQOw6eJyat1Vzi4TZSV/HOuna4dnd0NU5WzaQskwCAgCE71lQW28wBZDEHMpyvniOIUFAE3TxWSkHsazhyXxfqGIbKwH94u6UCshaJYKcDiLn28WCiL5rlTYkr99n3ZGqikSEyhcWurmt8c1TNX+ckyksRkl5Mpn7MzhLyCnQylxEnARMYR8G8sc3nxgpwvK7WbwhwJhHMaD8O/qUNfCAyD8Fbi/5SRLOf9A8HiZle7PL2lzZzT0CJGJzxzhVzlndX9+gIlEnfYvXYT5epP4EyKPXLy0FZR3rLT9eS3i+GWqUIIUw/YlTNXPl2tY2F3KFzIhh63SBqMEiu0cBhX4nb4fq6Q7eJ88RtMiRfT80ndpN24qah0jUJ19c0hNUd2hpAyw/xrKG2O5lZH4mjcD4AGQUIWK03WCfLslJVKdK/xnXC8D47kvHETIam2Mug6xG6i9vZ1HTDh2JfOA6CprrZ9/1+Z/59jX9paoGlaEUKyDKxQSqUC3YG9tVw+FZimaVoukKuUmg1MA0xyZqJe0L17dxITE691N64p/vSnP11yrKioiLCwMFq0aMHq1b/sr1tdAwJGA/cAI4GtwBxgqaZpVv38ewhJ+2WQMyPLe3GhqBgtO1dVboyErXlZYm451dfunH5gs/zCbxEDw+6paqqJioFbZ4hfkysTjrEgOTp5O5O3EwfFNOjXSIjDqeSqOcjOnhSTqqe3qEYNAuHGW8VUGL9WiELHG6EoT44FBIlZscQqpCqyg+Ru0zQoOCdKXEGuKDWtbxAi5+Z56QbuRq60TgPs+cmc81UNnSz+bAc2wflT9sV/50pR1cLbiMpyZBd0vRncPGQh9/YTwhsSKRvLOycyNYhEiVUUosxkCG8LYx7WlbDNgCb1+PjDiPsgIMweHdmuO+xYAelJcu/ysmDP9/IMlJWKOpmbBQe2yPjLS4X0NW0t7/etFYI1dDJsXiwRspkpYsK7/5+X5oArtVZVgI4nCBFs111IpZHaxDFIQCEBHEUXZNums2mi/jWPATd38SMMbwNbFsn9CQyTZ8C4Ly06ilndWmj3U3MOVHD25zPIUUxfaXvlbCF3pVbxE9uzSj7XFnXcuquk+ChxMH2CEOnUgzJ2x35Yi+XZ8W8kinSrWLkPIRHgF3jdmDYdoZQKA9oBhxwOpymlNGAN8IymaeeUUo0QNxDHAKoE5Eetq3ofAh4CfrGOyyZMXC/w8/OjsLDwWnejXlBX5exVxMdspqtgAE3TcpRST9Zrz64mjBxWFaWyaJzLkAXaWMwbBgthCW8n6knCejuR828ki2WfW4WAOZrEknbLYudMqAw4R9E5qwmHt4u5KqipZIHPTrerVWVWUbZKraIMDbxdFjINiF8n7zsNsJvYkvaAUqJQjXpAVKR1OuFsFCbO/4d3iMN49+Gy2PccIXX1Hi0k79QxmYvlHwip2fmdEJQOupqVtMfucD5sqm4u9Ra/qMAQu1ns6B7YtUrqKL0ops/dq6FJlKRTaBQmpshmbeSaDV+JktmsndyTNfOFPASEyLyERAqhLsgTc6VPQ1GVMpLFpy4vG/reZlfgRj4oi7+hBgaGiTP/uVN2R38PT5nDZW8LUR3RCW4cKyTrTIqMt0NfIRVZqZB9Ci4WyLMRO9hOsg5vh2/eFFOtkcqkxCpKV9M2drLpbCLu0Bdu+4M48Xe7Web1hqFCNPf+ID5uvgHiG+YYJJASJ2btIzvF/OvtLxG4w6Ze2oaj2uVI1Dr0hUX/T+5zcDjc/rSonsl7heQv/0DSoCTtlmtcqVqlVti1Eop0U22ZFT57Schyz5FVt69aNVvIssVNCFnidj1FTbrk37v2Js0qUEp5AAuB+ZqmHdEtCD2BeCAIeE8/fwvgr1+W71BFPuAyKZSmaR8DHwP06NHj2qWkN2HCxHWFuvqc1RoKomnanJ/enZ8JRg6r3DOwdbH4ECXtlEhLT2/4cSHs3yAO9V7e+nY5seJL02uUqFUR0aKIBIZWzcVlqDsF50E9VXVLJMetmQxVwzHdg+G8HhQhkWsHt0GgThRT4mUBbhgM59KFKPYcKcpKYKicy0oVNWeTvxCtg1tAs8muAEMmS92GutGhL2z71r4lEAnSp/3rhQRcyJbF+fRxGWerWDupdcxXZTh7GwSqrEQc1t3c5TpPbxmPhpivyspEHczOkPn19tfJrCaLf6lVFC6LPheGyU6zyZgVQoaatROyWWaVa1MPCin08RcS5LyVUJtuktE/sr2UCdSJXvve9o3tj+6DsJZyrENfeUW0s2/blRInBDUgWOYoaZf4vZVYJVCj92iJ7iwvFeXTSGUSGCrkcNdKUcC8fIVEZmfYlUlvXzHz5mfLHEz5qz1C85s3JUr0eAI8NVvaN1SoiGhY+7mYoyPai9nUCABI3ld1h4AqOeQSpN/x66Vs0k75kVJ6UT6PehAOd5Jn5MgOCGkOt0yzkzpjU3tj39Fty8TfskGQvUxetqhm5aVCthUy7sM7heRaLEIsU/fL81KQI8R7vEMwyjWGUsqCRKmXAjMANE0rBPboRbKUUjOA00qpBoDxs70hYHV47zqdugkTJky4QF3Nmv9XzakSIANYrWlaVjVlrj8Y5CJurShLNs2+3+Tu74X8BISISdCGKGzB4XpOMH1xXTMfUg+J+S66hz0Xl7VYFrPt3wrZcXQ+N+DKvASiEp3SF+0Dm2DbElnEGjcVFaXPrUJQzqQKSYtbK4TDIF4gUZfZGaKAefmICfDwTiEY4W3smfm9fWHi05KDzNcPtn6rb0mUBJu/Fr+008egTU8ovgD9bhMi5mhy8vKV9BgZyXYC5eElCl7eWVFdDhwQc6O7m/hTJeh+bUV5EmHZa7SY786mSds33QmNQyXSsERXfmJuvPQeGttRpcTLPFksoqB1HigkaNzjQooObBZy0G+cRFZmHJFjtgoZj0HI1+pELyhcyhqE2SDXhikusoOYr8PbwJxnZW726ibSk0fEt+3cKelzg8ZC0I7FCRHPPKabpD3lnrTvbZ9Pa7H0t3mM5LAryBNF6cgOyDstdbXqcqkiezxBiPnZE2LavFgohG7tQtj4lfioGf5kBoHWbPKDJCtVCGpxPlitcp+atJT5ACFSFRXyOntCiFys7oBrJKL18pYcdn4Bcu9tNokuvu0JMZOn6ta97sNk/g5vl376BUJxnviotewkn9ctECXzOoGSRFNzgTBglKZpZdUUNe6KRdO0XKXUaSAWMXeivz/k8koTvx5cZ/tzmvhlo65mzXbAOGAXEsEUCfQClgO/A95XSk34xUQjGQpCq1gx6a3/QlSQrkNk4co5LTmbugwUpaQoHw7vFn+ei4ViAj13Shb64/GyQLa+QRaulDjxCSorlUUz46i06WgKqs68ZGx/s3YhoEHhBWnPVi5+SHlZYk7z1NWWyA7iG6UhBK1dD3uwQUik9OHGsRL9t3OFEInIaDuRK7GK+hYSAcVF4v917pT4c/kFiKK15Wu57tv34cWvq86jkYah52h7ZGh2upg79+iPQt9bhUgd0xUwnwayaXfCeii5KCSzaRshbg0ayT3wDxQlbOP/RK1s11OIbvdhUtc3bwpxHv2wqGDl+pp5Ph22fCPjc3OXPp1OsSt+e38QomZxExJy9qTU1ypW5jLrhJC2JW8L0TDui+HvtnmR1NWum4zPWijkNlQ3kXboLWbJ0mI5f8efRHlM3AEXcmRcmclCUs6li4nYMfnuzu/kHv9wXEy/DRqLYqUpaNZaCGFEW/v2SxlJUldFuRDNslL7VlanUyVIpGWsnWyeTpX707iJ/PioKJd7UJIlSm+jJqIUllrF32zbMvG76zRAVGYjo3/HfvKcFhfKD5fI9jK/rbrID4bCXFFeRz4AK96HVjfINZsWyTMVFCHz0KwddLnJ/qMmrPn15m/2AdABuFnTtIvGQaVUbyAPSAYaAW8DGzRNM0yZnwIvKKX2IMTuQeC+n7PjJn46vr3hWvfgp0HTNKZPn87SpUtp27Ytb7zxBg888ABJSa63mps2bRoRERH8/e9//5l76hqvvPIKx48fZ86c698oN2jQIKZMmcIDDzxQb3XWlZxZgLs0TVtiHFBKjQUmaZrWRyk1FfFLq5ac6dL/NKAz8IWmadNqKDsT+DPgC3wDPKppWkkd+1o7HDdgNhSfnCwxUd0wGLLSZPFM2Q++DSG6N3TuJ+kCTh4WpaDzAHGCfusRUYlOHZPFd+syIXe+DWHQXVJ3RLRrBc0VjicIiSi9CD5+gCZqkn8jOd6lvwQAhEbYs7+nHYDkzhKkkJIgPknrFgo5BGjWCjbl6n5d0fZcWOcyIOcMdOovi/XZdCEbKXGi4PgHQnmJKGT9x9v7aJBbI4/Y+QwxvaYeEMLT5SZRw47tlXHEDhICdTZNyJR/gOQIKy7Q02E0EDVqwO16epLtcm2UPiaQhbx1V1FvbBUyjhKrPamsRcHit6FjfyHNPv5CCP0biUIVEiHErElLMf1lHpf+l1plj8fskzIGH3+ZA8Ns6+jvZqhmRhZ/H38ZW1mproh5iT+bTwPp257voTBfyIqGtH/hnOwx6ult32sT7H6OrW6QZyRurTjl+zcWk2zbbjLvX78hzxeajCW4mbSLEqW0TTdRDT98GqxF0p4RnHJ8v9wHixtMmCnPz4HNYoouvSj+YmdS5dk5f1quvWEodLrx0m2kvHxl3k8ckB8r6Ydl5wrNJvfqYqEokeOfEqXWWixqsLVYj0KNl/nY9LU9Etk5kOIaQinVAngYsQ6cccjW/jCip78ChAIXEIXsbofL/4YQuzTgIpID7Zfxw9VEJX7nIqPQLwlbtmxhzZo1ZGRk4OfnB1AtMbseYSS0rQtmzZrFsWPHKvfU/DWgruTsFqr+8wFYgfhiACwA3qmljkzg73pdPtUVUkrdAjwLDNGvWQK8pB+rHxgO2ZsX67mqImXx3L1KFqXoXmLeOpcu6kiTKF1J0WTRCAyRdBXx6+CR/yfZ9nuOELPVqWTxr9FssP5LGHSHEKb4dVUjEA0krIcl70hE3K2/l374B4DVU5SYwCZCFE4kip+Pf2PxyYlbK1vjpB8WpSorDbYtFuJ4qq+YzVL3izpyuqkeyOAmC+mxvbLYnk4RMpWwURLnjnlYoimzTohK0ntMVVOoAcctmow8Yi28xZds6xIhfxlJQlozj8HuleDuLUpk8w7iW+btBwGhogo2aiKbsedlCyFI3if3IaqztB2/Tk9QGitpJUCIgbG/5LCp8O174rTu7iG+S1uXwE0TZb76jRNFy1Yh5DeoqczPDUOFnB/ZKUT03Clo2FhIbHgbuW8HN4ufXEaSzNddz4l/1sUiCGomUZvbl8nzERQuZu5zmTLvZ9OEVAUEybNjq4BGTcWfzNg30yDtK2eL6pWTCYMnSd/WfiaE3K+hELGmraR80i6Zg8bhopiGt5HnI7yVmAcbBsN9f4dPEFJtEKrAUPHxahQmxKz3aFG/PL1krP6BEum7f5OYOlt00iNfdf82x10jDm+vqsZqyPPq7iEK6KZvxBXgbv0f7KrZQhKbtZOxpMTJfBg7WMClEcLXEJqmpVH9JmwAX9RwbQkwXX+Z+LXhF7AFFEBaWhpRUVGVxMxE9SgvL8fd/fraaryuvUkBHgUcUxc/oh8HCEYyYVcLTdMWAyileiA50qrDVGCupmmH9PIvI5FQ9UbOktNP8fH/+whL0i4s5aW4NQvEcjwVS2kxFv+jWHx8sQSG4ObjT3BWBveH6VFqvgHg04CjOUWse/ohLBmHsUS2x1JRjtvW/ViK8rGcS8fi5oulcRMsOe6ELZzDwIlT7Ak2/QJI3b6e5LY34RbUFMvGb7Hs2o0l6QSWc6VYzp/GLa8Ui4cPliYtCGrTmRaHtolS0aEvhEaQnZ7GBa8wLI3bYtn7PZacfCwl4NYkCktgSyweAViCWmLJysTbyx/v/Gwx3zaPgbREbBUayscPFRgmPkfevuLr0zBY0nN4+4nzvjORBHu6j/JyWUQ9ve27GoREiImwQSAoN+mvRQmhKMoXpahtN1GazqYJwcrPFlKQvE8S+m5ZJIQYhIAaAQ+J24V0bVsmihWIua1hMLw2VUx4pVYhCGEt4eQhSYiK0s2FZ8VZ/cJ5aeu0nsOs5wiJWg2JtEd+ajap60SiKHsVNkkgm50GX70KnQaKoldwXp+LMumHQgiIh4dEyhbmSvRt46biC5d+RBSqvT8IES3ME2K8ZQkMmCBEz7eBkL+wKPEda9RESNcF/R4qhKSXFEGP4UKYYgfLHJZYJQpyxYei8Hn5SE40b1+5B9/NhlNJUre7hwSCHNsrZK1pa+gzSnwPc85A8/YSEZyS4FrJKrXa87FFtpfn6EyqzHNM36r5/1LiZB6y0wFNnrHgZkLOknbDiPslZU2rWPs1Jkz8hpCens4TTzzB5s2bsdls3H333bz77rvYbDZeeeUVZs+ezcWLFyu3cQoICODEiRO0bNmSefPm8de//pXi4mJmzpzJ888/z9y5c/n9739PWVkZ/v7+PP300wwePJgpU6aQkZEByB6e999/P8nJyYwaNeqSDcFXrFjBCy+8wIkTJ4iJieHDDz+s3FYqKiqKGTNm8Omnn5KWlsaIESOYP38+3t5iDVi2bBl/+9vfOH78OCEhIbz33nuMGDGC/Px8nnrqKVauXInFYuG+++7jpZdews3N7ZI5cVTDahrr6tWreeWVV9A0jaVLl9K6dWsSEhJqbGvevHnMnj2bXr168emnn/LQQw/xwQcfsGXLFjp16gRAdnY2zZs3Jy0tDQ8PD+655x527txJeXk5/fr148MPPyQioiYq89NQV3L2ALBYKfVn4BTQDKgADFtXNPDXeupTR2Q3AgMJQJhSKkjTtPP10cCJQwn8+zMH/6l9jtlBsvW/aQDEBHpx/3BNcoNZC8G/ETvOXuTRrzdJse3ZuEY6LNrN0F5d+fHF90RZSE2ALUv43+If+EuCsx09B5a+cEkt94y+mU/vGS45zBSwrZC///Nt3l65yalkJnAYqLqNxp/7pvPqgFayGCaISfDO5Qf45jmRfy0KLOosbv+9DYvFDQs2OebuicXjef754vM83NrXvt/m4e3c/tfX2Xc6D8uHm7C4e+BWXoql/CMsZRexaDYsAUFYbBW4NUjnlXvHcnOfICErIc0gbh2T531P1ulTuPn4Y1EKiyUHi4cXluyTWMpKsGg23AKCsHjkMKvnWdpHdZK5y0qD/Gwe25ROxfpULD4NsGgVWDKPYfHwxOLjh9v+r7C4uWM5n48lJ44/Pv0MjbsNEMWsTTcuphzgP1+vwFIMlvUHsHz1nbQblI5bkbdcm38Wy4n3sVy8wDTf87hXlEp2fiD/7Bm+33MYi8UdS042Fms5bhUNsbTtjSWzGMvZMixeLbFEd8Ezfi0Dgj2FxPj4g6cX+XvXk7xlIxZ3dyw9R+F28hCWrFQsp7KwWC3yHoXb0SQ8z+cR3qc7jHhAzKtr5lEy/hmKLhRhadYat1Y9sBQVYTmyE0v8OiydB2A5m44l4UdUSrwoYr1G2H3U2nUTH0lvP1EHE7cJYSq9KOT/x4USKKCUqHLblonPn7OSZS0W4uobIITRL1AIcE6mBA/s3yTqoGN+teFTRUnevVLaD47Uzd5WUQ37jxNi5+FZzffJhIlfJyoqKhgzZgxDhgzhs88+w83NjT17JBh43rx5zJs3j/Xr1xMaGsq9997LjBkz+Oyzzyqv37JlC0lJSRw9epRevXoxfvx47r//ftzc3JgzZw5btmwBYMOGDZXXlJaWctttt/Hkk08yY8YMli1bxt13382f//xnQIjb9OnTWb58OT169GDBggXceuutJCUlVe6D+dVXX7F69Wq8vb3p168f8+bN45FHHmHXrl3ce++9fPPNNwwdOpTTp09TUCDBytOmTSM0NJRjx45RVFTEmDFjiIyM5OGHH67TXLka64gRI3juuecuMWvW1tbOnTu56667yMrKoqysjKysLL744gv+8Y9/VI7vpptuIjQ0lPPnz3Pffffx1VdfUVFRwfTp05kxY4bLLapOnjxJly5d2L9//0/KXVhXchaPbEfSBwgHTgPbjeglTdM2Ac5s4Urhz6U5gkDyBFUhZ1eawNG298c6l7W4uYmpLzdbHOVbdsaWuaf2C3W4WSxVM903DMb2YxziqlKH9nNOyyJaelEW2GZtqVi8o+79zz8LJy7CrtVCcLoMwuZjT7lk08CmaZTbygHHnWjKgCJKD26D9POidkX3gMI8Ms/lkJp7EXKLnJsTnDWyBqST18IGHcLFl+zcKSgrYWvySdLOVEdqdWQKYX48v0DMmQpxrA8MZW7ibkornKOgSpEsBg5Bwwe389AjxTT28q30sytW3jy3Sk/wvvGYw/Wp+t+qWbfveXE87lqpJIf18CH9RAZ3frru0v6u/czpwA4a+fmQ89aTskl6u24Q2oKdm7dyy5c6gV501F580TGc0bGBhYOxhaImWdwgcStfvvg40xbvvLR9JyjyGdbUm+993hFiOOYROHmYNxPzePnb1UK+y4UIW9wLhJRaFG4VZUJ0l85nfL8evPbHP4jZPCIaAoJ57bXX+Gr+f7FcOIfFVo5lSbKQYosFi0VhKczFYt2DZe4a7pzxR6ZPusu+20ZYFP8+48euxJNYig8IMddsWHK347bhJJa0Q/y+WyTdmrWrPfGtCRNXGeEb7e8zb7p67ezatYvMzExef/31StNa//79AVi4cCFPPfUUrVq1AuCf//wnnTp14pNPPqm8/m9/+xs+Pj7ExsYSGxtLQkICHTp0qLHNHTt2UFZWxpNPPolSittvv50337Rv//rxxx/z8MMP07t3b0A2En/llVfYsWMHN90kk/H4448THh4OwO9+9zvi4+MBmDt3LtOnT2fYsGEANGvWDICsrCxWrlxJXl4ePj4++Pn5MXPmzMq26oK6jrUubYWHh/OHP/wBAHd3dyZNmsTDDz9cSc4+//zzyrJBQUFV9ul8/vnnXW4dBcJF8vLy6jSemlArOVNKuSGrXqCmaZt/cou1oxDJC2TAeH9JnqArTeDYrltPXhuyEVvb7lTkn8d2ZDe28hJsjcOxFeRi82tEhacPtqwThDX0FzNX/3ES8n90H+3yj/FwGz9sKCoaBmPz8sfm5YPN2x+b9SK208exWSzYLhbRJSJQzFCGj9GRnUTFdOHmrBJs7h7Ycs5gs7hJXe7e2Bo0xlaYjw0Nm6cvURRCyj7w8pPEqW27EdSiFa2SMrApCzY3T2wlF6mw2bChsGkaNpsNm3LDpml4e3nLFkk5mbpptDeatq/ON8Pi2wAae0r05qq5EN4am5sH4udcO9wKcqC0kWzUjYIzqdguVkPqXLV/bB9s8hBfpZJi6H87Fe/vrvv11gLxd9opSU9tPVwmaq/++tEPie+evpOErXQrdc2KYNFs4pTv4QVph6EgF9v5S3I4V389mhCbT2fBvbNg5WxshY2hDuSs8stw5gS4WUS1QnHRzZu8knyJ0jRQWoaQcQPyPjtfTxMSv05U49hBnDx+nL2Jjk7Fjr+jHHAyj+7rV4DXaSGnAE1asi3XxpL9J6qWPbat8u2tzXzo9stw6THxK8fp0p+nnfT0dFq0aOHS5ykzM5MWLVpUfm7RogXl5eVkZdl/hDZp0qTyva+vb50y5GdmZtKsWbMqpkzHdtLS0pg/fz7vvGN3JS8tLSUzM7Pado1z6enpjBo16pI209LSKCsro2nTppXHbDYbkZGRtfa3ujarG2td2nJud/DgwRQXF7Nz507CwsKIj49n3LhxAJVm1NWrV5ObK4m2CwoKqKiocGmSrQ/USs40TatQSh1FMmFn1la+HnAIyQv0lf45FsiqL5MmQMuRd/NMVJSsYMn7YMUR8AwVB/LEnbKhuLunRDMW5UkUXXa6lE9Yy40BGjf2CxfCMn6mmK2MNBIlVlnM0hLFdygoH1Z8BIe3QedBEL+WSfkHmTS+kyT63LdWotqK8sTvKTBU8lN1GSQO4Ktmiwlq6GTZgLtDX16av5iXdq8S89Gtj+mBCMckSvJ//xISdjZNzEfJu6DYTcxUHu6Ql83iaUPhjVlo6UnYMo9TEdoCW1AEtq1LsDWJwnZwmxBX3wB83YC4HyTy0VYO2adYfN8wrN1HYjuTim3rMmyFudg69qciZgC2+HXYjuzA1q4XtuBIWhechLJ88ety94ASK188MZnioObYDm7G1uFGbG7u2BJ3YEtPoiIgFFuTltiSdmMLDKPt+STYVyApJboOgdSDfHhrTyrysrB5+mJrEYMtPRlbdjoVLWOx+TbE5uWHbf8GbCUlBO5eBg0aiPLUayQ+IRE826cltryzUs4vgAoUtotF2IouYPPyxVaUj01T2MKisCgl9yaqM5SV0rBVByaOLsGWmSIp8BoGCyn28sVWXCAE3Waj4kIuDb095H4OmQSD7oQN/6PB5k10D/bG5t2ACoubXKPcsJUUY2sQhM2nARXl5disRYQ3cIfWrUR5/fZ96DEcj8QzBAY0lB8BBhG32bCBEHxNQ9OZmSUoHPoMETOltx+ERWHbfgL2x9Xpe2I5mwYJhaLaZqXBqrnYcs7V+XtmObITGqbBmTQJ1ggIwVZUs2JsadVZfM9MmPgp+IU47YOQhJMnT7p0Sg8PDyctLa3y88mTJ3F3dycsLKzSd+xK0LRpU06dOoWmaZUE7eTJk7Ru3bqyT88//zzPP//8FY0nJSXF5XEvLy/OnTtX7873zv5ydWnL+Ro3NzfuuOMOR88pawAAIABJREFUvvjiC8LCwhgzZgwNGoiV6Y033iApKYmdO3fSpEkT4uPj6dq1K5pWZ03oslHXGVqIbPz7FpJ0trJHmqa5sPFcCqWUu96eG+CmlPIGyjVNK3cq+ikwTym1ECGDLwDz6tjPusHYxHvrMnHa7jYMet4i+bQK9BxUIZHwyBsSfVmQJ6adwBAJom99gxCxmBsl0s9iEWduDy+JdvMLFGdsi5ssiuczJYJPIVF4tgpxRvf0Fidzdy+JemtcIXnMGjcVZ+/2Iinb9xyMtWd4T9wuezzGr5P8UoW5EjV65rikb/BrIO24eUNwI4mG9PQWX6HonqCBOncKt2atcRs2VerzcgcvL/BQkJUsSl3jcBnniYOyZdKZVMK7D4DwJrDra/B3A3dfCGkIbaPgwAXwKQW3fGg/CGgt6k1ZiZDdrFT6xXYUFbL0OAzqL3ORnmRXiBoGSXqL/RslgWpFgZiENSBpJw/cGAPusXLPWnSCf08HXwVRCqb9SXZWOP+9EOXMw9BnLIx6GGL64g/887XXhRQ3DIQju4UIn8+UyN1OA6Q/BzaJz5a7m5DCbd9C/FqifBvy1fQ7xT8qMFT2nmwdKz5tjhvFW4th/ouS72zIJAkY0KBfdAv29OgGN90Oi96SNCRKQZEGQ8bDE+/bn9O4tbJpe/EF2QLr9DGm3P0cU7aulN0PAkMlZcXmr6W94VNh9MNoPy5AO7oXrW03+eHQeYDUV5DHM7EhzPAJwdamG7Ypf8P27XvYkuOoaNEJm7sXtv0bseWfx+YXiL+Pp0S2troBYiXn37MTRzG9Tww2axG23d9j829ERXRvIYrHD2DLOYXNJwBbYR4tB46AZk1lt43onpB2mGduCGVShCe2fuOweXpjO5tBRXkptpNHsJVcJNZyoeo+nCZM/MrRq1cvmjZtyrPPPlvpsL5371769evH3Xffzb/+9S9GjhxJSEgIzz33HHfeeedPJjd9+/bF3d2dt99+m8cee4zly5eza9euSlPdgw8+yLhx47j55pvp1asXxcXFbNiwgYEDB1YSlupw//33M3z4cMaMGcPgwYMrfc7at2/P8OHDefrpp3n55Zfx9/cnNTWVjIyMSlPplSIsLIw1a9Zgs9mwWCw0bdr0itqaNGkSt912G0FBQZXmTRCVzMfHh8DAQHJycnjppZd+Un/rgrre4Uf1v7OcjmtAqzrW8QKS/8fAFOAlpdR/EUefGE3TTmqatlop9RqwHkm5scjpuvpBRLQQrLSD8qveL1Ci5k4cECJVXCDErFlbWfythdC6myzWTVsL0SrME4IUHCFkLkTfpmjrYsmoriH5sUY9KGSt762icnl4ihJ2ZCeUV8hdKCmWSMKQSCFlS9+DoEVCVow9PHevEgJ4fL84qLfvLY76XnokXUik+HWlHxZnsumvyCbjBrk7cRB2fCuJTu96tuqG3QrZt7HUKrsbnE6R1BtevpK64egeUZB8GogPlIc3+DeU/SVLi4XchbeFbsMl95eRqDe4mewVmXlM+h7RTsbu5WvfJNtaLE7hZ44LQXvwX5JvzttPcnr1vEXUlLULJZlrYa7kyGrTFXLXSRllkSjEpD1CTL38JG1FxxuF6BqpQFLiZC4ahUrEZOYxGdMdzwjhat9LygWGypyUWmWsHl4yPmuhzGd0DyHt6xbKM5SSUDUNhJG41sNL0q6kxMmzZS2UZ+v7T8W02KKTkNH0I3rQSbE9MrIoT/o3/F7Z+SGkmX2/UmPfzJR42UA+rIWQqIwk1M1TUO17Stm9P8DSd+U53rkCb2sR3iGhMPEP4GEDLwt4K8hKFGLapbuY0S2ecn97j5EULyXFkHuW5hcLaH5qh/yg8btZ+nTzPfJdOdpcAldsFWAJhrZtJY1Jw8aivB7aSj+/AGjbCEJtcCoeLp4Sot75Zonc7dDbjNY08ZuCm5sby5cv5/HHH6d58+YopZg0aRL9+vVj+vTpZGZmMnDgQKxWK7fccksVU+OVwtPTk8WLF/Pggw/ywgsvMGrUKMaPt+ey7NGjB7Nnz2bGjBkkJyfj4+ND//79GThwYK119+rVi08++YSZM2eSmppKWFgY7733Hu3bt+fTTz/l2WefJSYmhoKCAlq1alUZhPBTMHHiRBYsWEBQUBAtW7Zk3759V9RW79698fPzIzMzk5EjR1Yef/LJJ5k0aRLBwcGEh4fz9NNPuwwGAFEgY2JiSExM/EkBAepqynI/J3r06KEZES51wr618P1c8A0U5+OTR8Q3RquQNBANg2DiM0KINn4p+xbe+qhEpfWbIItwRrJksZ/+iixeJVYxZx7dLSZPd09JJBvcTJSVlrrCopD0ASVWe4b9cxl2ErXiQyFI7u4w5lGY+n+Sx2vvD0J+RtxnTwjqmOLAWiwRmd99JERs9KNw5zMSrbdzpdR9LkMUoRvHComwFovp1NhOqP84WPh3IWM9R0hS1fa9JGt+j1vg4CYhcRE6aT2bJmav5h0lJUPOaRj/pKR3WDNf8ogZ+y+GRFyaniP/nKhkBbmSksPdDboMlnr9A4QwGMqecb869xdiNXSy1LH6E3tGqp3fCSE+dVQUsb63Sq4yY9/TH+fL1lBtuwlJ/e9zSELXVkIOQLauOp8p97BdD1GkQPbePHFA+hPTV+5J3FoYdq8ongq45T57xvv5L0owR8yNQob3b5RExpnJQi4rKiRbf9tuQr4Kc6UtY8uoxW/Byjmyv2pQUyGzI+6378+64iNJuOvtL+ksgpvBiUOyPZKPv8zPW4/CzuUyJk8vaNcLBt8l89d/nKSy2LFCxltRDjdPETWxSN9Uvm03SfPh4S3zGN1TcuOFNnfYMaGn3N/AUMm5VmqVeSnOk2f0xAGwuItpOzhSvmMDJ8pm60V5kldw+FRpw3F7sTpAKbVX07Qedf/iX7+47P9hJqpHPZg11Rr7e23YFVZibt9kogbU9P+rztqoUsoDPVpT07T/KaX8ADRNq7t39/UEhSwGAyfIgrBytuTR6nGL7PdoLBIhEaIA3flnyWs1eLIcT9wO374rC/r6L8U/bPcqUQluGGzPep4SJ3mj9v4AN4TYczmFRIqDfUGeKAdBTWTXgu7DJIFoqVXMqKMeFMJ1aJtsoePpKYu/44bpjlsAJe2W3FjJ+/4/e+cdLlV1/e93US8dpSldQAQBAcWKoKIiWIKdGCwYI6g/NKYZNaJYoyZfjSbGqFFjwRITO9gVQUQiRVBAUHpRBKRd4FLX7491DnPuMHOZC1Pu3Lve5znPzJy29ylz9uestfbaNrQOxLLDfzff6tm6c8xi9d5T8NX44sldtxRZQz77c3PNAvzmcROgG9Zag/rS/5nVrKAObA+StC6YbsJ26bcWg3fyJTE3bLyYLNpowe5hIuA6+5jrc5vC1k1mNdu61cTG4zdYvWZ8CgceZlaiY86MHf/A39k+1640UdKtjyVBXbXMRHbtfczKubkIFs02IRHSuJW5lqvXsOGSpJIJj8K1wdibQQzUhyOtvA5H2vWfO9VGRKhc2e6PL8eYte67+ZYj7viBJmy+mWwxhUuCctevhgN72PHO+NTus8atTcBsXGfXrWMgTk4cZIJm+XwTpfsdYMdRtNGOu8VBJsJr1LZrsvQbE8dLv7H4wKrV4IhTLTaxsliS3NOGmjXunSdsaKn925j1betmu47ffmH1XfqNWX/X/mDnsduJsdEWup5g1677SWb97Xg0LHvWkhdXrWbJhb+ZbC8wRZvMtVqpsgnX7xfAjE/sfmzY1MoqKoT/jYoN01UGktA6juPkklQHPu8CvI4NZdIceBE4DksYOzBjtcskHQM3l2Li4cyrrWHavsVyQbUNBlZbt9IasA+etYZ7/wOscd5aZElN6zSwYPWX7zchd3j/mDCbNcH2X7XALFCrllojvHWL5ZAa86L1BG3UwvJCzZu+M2UBd7xh+5gx3oLBf1hk1pGm7WLDJ01+LxBSgXuw+UG2jxbtraw2wTEU1LQ6hZas6gWxxKQrlliMW+Uq5lLqfZ65HkMr4BcfWD6qWZ1tnNCvJ5olcd/9zdo08PcmbBd+Ze7elh3NIhNmvg8b2fgYorlTzU25fIFdhE7HWvzUupUmjBq1MOG7cqlZGzetNwudqu03HKXghEGxtAvhQOyNWpgV6n+jTHBXr2FpRNp0NVG0biWM/bclbm3VyQRc4WqzuBVtMDdn4+YmlpRgpIDxJoRadbKy2nY3Abb0WxPRW7ZYWV98aBn9Vy+3ei+ZbYl023Y3cV2rDvQbbCMmLJltw3wtmmVWw2oFZv0Kx6+sXtMSwU4fazFfn42CJbOCTP49A1G21mIejxto99UXH5h7t2VHE8ifvAKNm5nAatzarvHWIrPcLfjSkuP2HWx1/vYLE1DTP4bGLaxOTduZGP7iA3MFHxS85H05zq7Xt1Ns31Wq2vn7bj5MehfWLjdBuXWzuZc3rjVh1rYLfPmxWSSbtIYp75obvMNRFrsXHSLKcRyngpKq5exh4GZVfUZEVgfzPgYey0y1skDYKWDyeyZWjjzNBNB/77NYoLZdrRGMWp10h4mZuVNNcNWsbeJs7L/NDYeaMAmFz1uPm/gYMMzcQbXqwScv2z5+WGyxOXX2gXbd4NnbLQt88/YxtxZY+T+5ykRAs3ZmzQrrBSaiJkfs79/Nt0bzkOOhTRerR6MWseF65n8Zy1sV7qP5QbGA9s0bTYT1Ps8sgO0PtfmK1bv2Piaa6jY0Ybh+lVmqZn9mbjEwt+7EUcWFUzxtu5tlKHQVduppwuiLD224o21bzbrZ9hCznlWqZEKmenUTwmCjFES9F6FgBRtfsmgj7NPIjm/NCujRz46j8Eer37Yttn29hmYpatrO4gcrVbLemUtmW93aH2pi9NspMGMcHHxUbGzMwtW2j2rVYN0mO1EtOpiAX7fKLJINm9o9Uau+LatV3yxd27aa4K9SNRjOqoENCh9el3Aw9NDK26KjfW9+kB1b03Z2TBtW25iaYL2CtxSZcFvyjYnbRq3suDett+tcq75ZDMFGc+h9jt0nyxfaC0XhahNth/W1st55svh4ps0PtPugSSvbRneY+DpxkP2Hli8wV+v+bcyKu2ObWScnv2NWwMI1ltqlw1EmNjscZfdJUYmDjDiO41QYUhVnnbDxMyHoqamqG0Qk6RiZZZrQpbZ+jbmiCteYS6xxSzh5sDWALTpYQwRmdQoTaYZWqs0bLf6rWbuYWPjxe3jvGRtUekuRNYIb15v1onkwGHStehabs2KJbXvCIEtwOn2MNdCJQhRq1zf3Zvg9allo27V4YP8nr8DM8dYY1qhtFpxNhRZDFjL+FXM/nXFlLO4sHAy9Rh1r4LdusTE8Ox4dc01WL4BV31vP1JBw4PMfl8ca98NPtfmhcAotffExctUK4ISBMLG2WXTadImNzfj52yY4qgcDpRets5Qi0z62qcH+Zm2Lpl0Iz0FYTpsu8P4zZnlqsL+dh1mfmlux9j5miftqnImDxi3tGq1ZYdaeQ3qbQFm5xMpo09XERrN2dmyT3zPBvU8TE6cbC21flSqb2H7nCbMOte0Ws2BGrbVL51kHhBWLrLdurXpmXY1myA8F7OYiE+cLvrQ4xCWz7Z59+S/m6jz2nNi9cM6v7VquWGLH06iZuTGrVDfL3oY10KO/dYDQSJ3CcxcK+TZdTbTOGG+Cvmo1u5++GmcWxMnv2vnbuBbaHWYxjF2DpIyNW5oVrmo1c1m+/2xgEW5soj4kTMwclj1rgllTTxxU/AXFcRyngpGqOFsAHAbsbOFF5Ahg17Tm+UDoUlsTJPJbMsve+Fcvt5ivMOB68nuBVSRI4zDnc1teEMR7Fa42sXTKz23swG1bzcUzd6q5fY46zdIkLA5cUU3bmAirFun91+9SE3oLvjLrxNrl1lkhdPGsX2PjTfY6JybMQstc1K0JNv+n11sD26ydxUtNHAUnXGC523qfFzsH0e8zJ8Ckt2Iu3n2b2vbhuQqtUZ16Wt0EG0fxsL42v0c/a4xXLLaG+YSfWrB4swMT7yMs86OR1kmicLUdK9h5UcxyVae+Ndj1GpmgrVzZBIyICY7Fs80SFDbkBTVj+y/aaHVp0MysV5s3mEV0xRKLvdpUaPvbvt0sW8f/1M75ByMtdnDDahMuYd069TSxGu67eoGJptXLzdo381OzvoW9QJfMgY7HmFhSTPzPm2bCac0P1ov09CutV2zjFnDAIVa3NT/E3JoFNe3YZow3C1hBbXOrNz/I6rngK7PmrV1pbszqBbZ+KKhD0fPRC7BigcUD/rAktt8o4bkLXd1jX7J7ZEuRuUyrFcTuydXf271ao7b9b1YssnszvNaKibgd282lLAKde0LHo2yUhzU/mGAtqBkbe7Nt95ig9xhqx3EqOKmKs+HAKBH5B1BNRG7ABj6/PGM1yyRRiwTEGp5502xeGHANMbdhl142xS9vG7ihqlY3C815v4m5/DYHsT3LF1i8TcuDTVx0Pd4CwytVsjKrFZioWzLb0lYccIgJiKrVrdFbs9ziv4qCvhedeiZ2a3bqadaOUy+3Bm/JNyYe1q2MBee37W4WsyiCWTXaHxZLfRDmWIse59qVFrDeuKVZYFYsMSGiOywQ/YeF1pFg3H/NUjdxlJUV3Ue0TMVEYNQaOG96MMj5Klg+z8oo2mhxXceea0H2zQ+0DgnrViRvyGdNsHocexbMahqIppUWF9fpaDuXRZvM0jXhDVvWNuis8TkmDnuflzgGKhQyoUhr1MIsZwf1MAHVsLldz5YdTKStWGK9R2dOMGFyRP/YYOUb1sKmDZZAONrJI/5+Dc/Lgi9NmNVrZDFky+bYuWoUpHN58U8WN9k2Yq0bdFPMknXiILuOofiKjwUMy1qxxNyZ08fAGVcVj+sb/ZiJ5cP7WS/frr1jImvye2b53LHdXPf7NjF3+mlD7Vxu3mhWtm6BlW3uVMs3+Mkrdt+2P9yug+PkmElH5rb8+++/n3vuuYeNGzdy7rnn8vDDD+8c1zLKZ599xvDhw5k8eTKVK1fm+OOP58EHHyyWHR8sw3/Xrl1Zv3590gS2Y8aMKTY4+p7w3HPPccMNN7By5UpOPvlknnjiCfbdd9+E637xxRdcdtllzJo1i44dO/L444/TrVu3ncunTJnCtddey5QpU6hVqxY33ngjv/zlL3fZz9q1azn//POZOHEip512Gk8//fTOzP1DhgyhX79+xVKFgJ2Ppk2bsmDBAmrXrr3Hx5spUhJnqvqmiPTDxNjHQCvgbFWdnMnKZYyCmua2CRuosFEM3/jD3mLRBjja+ESXhxze39Ii1G0Yi2f7YKRZk6oWmPVsv9bmglr2rVkTViwycdWmq8WINWxmoqd+I4tFatTcOhssmgWtDrZ9bi6KDQcVNuJR1xDE6hkVlDMn2LHBroNYQyw9xNypsWD20IUbHvtXn8KbD1uKkO4nBlauHVbXbifa1PrgmMUutM5FLVohHY+O7T/ag7N5ezvmkDAtw/qV5j7dsMaETtXqZuFL1pCHVpgVSy3W6pDeUBC4kjscaeJj1kRgX7sek9+xssGEx4GHmnApKRlq1Nq0YU3Q23SbbXvBjXbev5li17H3eSbU50yG/dtZD9wFM004fznW3KPn/y5xL8WwQ0fz9jH38/pVUFDDxP5hfU0APfZ7+PozO97929r57X5iTAiGsYWfvm4WN9hVqIdlzZ0KX4wxcfntFzHrMZjoX7XMTnCN2rD6B5sfjWFUbMisypXhqJ/Y/NmTzGLY9YTYNW/bHcb826yPPyy0Ybo8Ca1TBjis7u7XyRTvvPMOd999Nx9++CFNmzblrLPO4pZbbuHuu+/eZd3Vq1czZMgQTjnlFKpUqcKwYcO49NJLefvtt4ut96c//YlGjRrtHIQ8E8yYMYOhQ4cyatQoDj30UIYMGcJVV13FCy+8sMu6W7ZsYcCAAVx77bVcddVVPPLIIwwYMIBvvvmGatWqsXLlSvr168f999/Pueeey5YtW5KKxkceeYTu3bvz+uuv06dPH1555RXOPfdcJkyYwLJly3YRZgBjx46lW7dupRZmmRyyKUrKqTRUdSpwVQbrkl3GvmS9JbduMYvCd/NNHHXuVVzoRIVFIgtQSNR117a7iYojTrN0BZsLLYZq1gRLCltJLP/Zjh2wrch6QE4fA/1+bgIvmnoCzL0XFYdL55iAgl1FYnw9506N5TirvY/tO77eUz80AXHw0bFtC4MEqycMMvE3+T2LB9MdsG2zuQLr7GvxVp+/baIn2uiGDXz1molzViUSbNG6RPOhHdHfepp+Nz8mdMa+ZAIrWUMexjMVrjG39YolJmqmvGtiuXVn64XZ6xzLQybYMYTpOpTiCWGjxMfQte1ulsIwV1yYCiMq7MHK3L+dicHP3zJrY0Fti93aupuB/Apq2n63FJlLVjCxN2uiuQgnjrIkvjXrWfxazbqxY3jrMROFBx5m4mxrUSyBcaLjCu+RVh1MEArWUaZOA8tHtn6V3YNfjrN6LZlj1+fkS2LX9NTLLUVMOGrCe09ZrOPxA4uf04KaJi7n/M9czFs373qPOk4F46mnnuKyyy6jUyfrHT58+HAGDRqUUJxFk6UCDBs2bJcs+PPnz+fZZ5/lvvvu4/LLEzu8NmzYQP/+/dm8efNOwTJnzhwaNGjA73//e/79bxtR8fzzz+eee+5JaMUbOXIkZ5xxxs5ktbfffjsdO3Zk/fr1u4wsMGbMGLZt27Zz8PVrrrmGP//5z3z44Yf069eP++67j1NOOYVBgyyfZfXq1ZMO6D5//nzOPPNMqlevTq9evZg3bx7bt2/nV7/6Fc8991zCbUaPHs2pp57KSy+9xN13383kyTFb03333cfHH3/Ma6+9xuDBg6lRowYLFy7cOe+kk05KuM90kmoqjWrAYKAbUExmqurF6a9WFggbpsYtrUHWHeZ6XLHYrDElCYqijWbNiQ7XEy+Ipn5oDc3mIlg0A2rtY1YPEUvd0KabNcg/BG8CPy6DZfNMnFWPEy5RcRi6S5u131UkRkVDdJt5060h3bjWGsz43qChGyuMderU045v2zZLkdEnSPZauMYS0u5Qi32a/L4JhHnTLFVF7YiI3FyU2FJXEs0PMvfW9/NjdQnPe3zOtGQux0TXKrQ4bg3SRwjJLXe168fGR106Z9ekubBrDF1BTes5OendWKxefCqRGePtGtTZx8ZcbdTCrFurvwfUOhHEi76oWFoy2+o17r/m5q7bwO6p+o1NAPY+zzpq7NhuKSpad45ZQucElrZm7ez6hx1bqic5rnnTTfwfdLiNEFC/scX3tT/MrLy9zzWh36iZpT2pRPH7JyR6fsP/W7wgBHNxCpYq5MdlxeMIc4SIVAf+DpwE7AvMBW5Q1beC5ScCDwEtgYnAYFVdGNn2YeBcYCNwr6rel/WDcPKWGTNmMGDAgJ2/u3btyvLly1m1ahUNGjQocduxY8fuFHUhV199NXfddRc1aiTvw1erVi3eeuutXdyaN998M5999hlffPEFIsKAAQO44447uP322xPW+5hjjtn5u23btlSrVo05c+Zw2GGH7bLuIYccUmyMy0MOOYQZM2bQr18/PvvsM7p06cIxxxzDt99+y5FHHslDDz2UMOt+586def/99+nduzfjxo3jxhtv5MEHH6R///60aZN4EKPRo0fz2muv0bp1a4YOHbrTtQrwzDPPcNNNN+1c97nnnmP06NG8+eabbNmymxfpNJGq5ewpbADyN4DlmatOFglzYjU/KObyeeFus2KNfWlXd0+UsENBdLieeAvbvOmweI65mVZ/Z8laNxdaOoKTL7b4tHbdLZ9Wq84W3D1jnDVOkNy9Va3AGvmwY0JImFA2TLAaL2xCl1p8jFZU+ESFTsejTUzOmWwNffcg1cEPi+y4xr0CVauaJah1YCGJWurqN97VCrk7lsw2F+mOHcmtJ3OnlU70FdQ0MfLm36Hvz6HzMTHBEL99VNAtnZNYcEBiC2rVAouvqlqQuANEuO76NSbiKlexjhMQDPNUsKvrOV4sdellMWPr15grtFIlE2Chpe6S22K59aIvDX0vic2D4vnuoscWdUuGYnD1crOenT40dn2/mWL7Llxr1uam7WJCbOd1mrprLGT0PxUVomD31YY19gJRNjoEVAEWY/kcFwGnAv8Ocj4WAi8Dv8CeibdjuR+PCrYdARyIhX/sB3wkIjNVtbifyXGSUFhYSL169Xb+Dr+vX7++RHE2ffp0brvtNl577bWd81555RW2b9/OWWedxZgxY0pdl5EjR/LXv/6Vxo0bA3DLLbcwdOjQhOIsvt5h3RO5Une37pIlS5gyZQrvvfceXbp04brrruOCCy5g/Pjxu+zrsssu45prruHII4/k1FNPpWvXrgwfPpyPPvqIK664gpkzZ9K7d2/uuOMOAObOncu2bds46CBrZwYOHMizzz7LnXfeyYwZM1iwYAGnn376zv0PGDCAnj3tWVlQUJDyudsbUhVn/YADVHVNJiuTVeIbj6KN9gbfqEXit/soYYeCUJDEU1DTYoCmj7WkpbXrw8/+AB+/ZNaGmRNgwmsmYNYst5Qcc7+w8RWVWKeDRNa7ZK7VuVNjQ+jEb19QE/pfHqR2SFLfREKlaTtzA4b7mzvVzs0Ld1uS24OPsRQY0ez/UUtcmOw2EfFWoTC2bfYkE8jvPGmpNEKREV6vMH1FaVxf331r46WuWmI5vXZHMsFa0vmKTwsBid3ja1eaW7NZu5ioCnvedullojv+GsePsDBjvInYFUtsKKtoGdUKTBxHrX5h700w8TZzgsUFJrvPqkdEatjh4aMXzcJ89E/MIrxjOzRvaxbcrxK8LJQUAgDF/39gx9LhyJjFL8cEI5+MiMx6U0TmY73WGwAzVPUlABEZAawUkQ6q+jWWnHuwqq4GVovIY5jnwcVZHpGW4ZtSYOTIkQwdOhSAXr168dZbb1G7dm3WrVu3c52/+ZgUAAAgAElEQVTwe0mDjn/77bf079+fBx54gF69egHmqrzuuusYPXr0Htdv2bJltGrVaufvVq1asWzZsoTrxtc7rHuieu9u3Ro1anDWWWdx+OGHAyYKGzZsyNq1a3cRdQUFBTz66KM7f5933nncddddjBw5kh07dvDxxx/Tt29f3n77bfr168fo0aOLuYMvueQSLrjgAu644w6eeeYZzj///GJu2xYtWpR4jjJBpRTXWwTs6mDOZ9p2L94Qzp1qjU/Varu6e+IJUxEcemJy8TFxlOXI2rbFRMbiry0n1dj/WLLW/Q+wvFm16llD3a6bZWnfdz9r7MLGNFHZoaUuSvODLB6rWbvY9kUbrSEPG+DQ8hGf7DO6XjLCxnTJbEvXcdxAE7Nzp9n8sL6hsOneJ9b4l7S/sS/Fti+oaY3zxrXmVn3/KbPyhL1jDzvZLEyrl8dSb6RCn0Fw2pCYezae8PjXrix+vhKd52REzy8kP9dLZsdSsESD4g872URUtMywDvUaFp/ftjuww/Y/6rHi90rb7ibQZ04wIRYOKv/aQxZ7tqXIcqVVqbbrfRZek+i17NTTXM2vPmBjto5+LDaAfdiJJPo/ip6Pks5feMzND7I6HXxMTJiles6ziIg0AdoDM7C8j9PCZYGQmwt0EpF9gP2jy4Pvxf1MjhMwaNAgCgsLKSws5K233gKgU6dOTJsWu4WmTZtGkyZNklrNFi5cyEknncTw4cO56KKLds7/5ptvWLBgAb169WK//fbj7LPP5rvvvmO//fZjwYIFu+wn6mIMadq0KQsXLtz5e9GiRTRt2jRhPeLrPW/ePDZv3kz79u0Trjt9+nSi43tPnz59p0s23uWZqG6JePvtt1FV+vXrx5dffkmPHj0QEXr06MH06dOBWLxZyFFHHUW1atUYN24czz33XLFzWJqy00mqlrOngddE5AHi3Jqq+mHaa5UN4nMsJYt3ipIsmWoiep9nMU71G1nQ9pI5lr6hajU47CSL3fl6Ymyswg5Hmog78jTLl5XIqlFS+Utmx1xQYWMZbx1M5G6DmCty3vTiMVbVCsxKFXVZhZ/hWJfd+yRunMMUEsnGSUxkFQJrnOXXdvzLvt01Fi4+yD4V4l1qIWtXmnt62xaLpwvdh9EhsUojFOKtQYnOdSKLUiJLXEmEQfSLZttLQvy+Wne2GEAN6vTNZMvMX7mKWUPbH2732YrFiS198ee2cXN7aWh3qAX6f/Gh3d/hudmTcTCjPV2/HGf3WRkdVzMYV3gk8JSqfi0itYEVcautBeoQi8ldm2BZon0PAYYACWNpnIrJxRdfzODBgxk0aBBNmzbljjvuYPDgwQnXXbp0KX369GHYsGFcccUVxZZ17tyZxYsX7/z96aefMmzYMKZMmUKjRo122VeTJk1YtWpVMetUaFE6/PDDERFuu+02LrzwwoR1GTRoEEcffTTjxo3j0EMP5eabb+bss89OaDk7/vjjqVy5Mg8++CBXXHEFjz32GAB9+vQB4NJLL+Wcc87hmmuuoVOnTtx+++0ce+yxu1jNohQVFXH99dfz5ptvAnDAAQcwZswYBg8ezPjx47nmmmvYuHEj//vf/zjhhBOKbXvxxRczbNgwqlatyrHHHpto91klVXE2LPi8K26+Aomj7co68TFaYBaBRs1NMIQB3dHGOZm4id9vKKAO6gFvPmK98qoVWCLRug0s/UG9JtaAtupsZRTUjAmIFYt3dU1ByRnU47Pjx89L9BnddvYks7aEw0cVbbQYoII6llcsGo81+rFgwOtIz8QooYu1UfPdB+xD8d6W0QSp0ZEcpnwQs6qkq/Ee+xK8+y8TBscMiHUyiM8dlyqJzm8yi1IiSiP+OxwJPRcVF0kh8S7WvpfEOgGAiaAVi5PH3MUTjg17zABL/RFaLhP1ki3NMUBykV5GEJFKwDPAFmLPwUIgPtFCXWB9sCz8XRS3bBdU9VHgUYAePXqUjWg7J+f069eP6667jhNOOIFNmzZxzjnncOutt+5c3qlTJ2688UYGDRrEP//5T+bNm8eIESMYMWLEznUKCwupUqUK++233855++67L5UqVSo2L0qHDh244IILaNOmDdu3b2fmzJncdNNNrFu3jkMOOQQwl2E0WD5Kp06d+Mc//sGgQYNYtWoVJ510Ek8++eTO5f3796dXr17ceOONVKtWjVdffZVf/OIXXH/99XTs2JFXX32VatVslJQ+ffpw1113cdppp7Fx40aOPfbYpD0vQ+666y4GDRpE8+bNARg6dCjnnXcejRo14rTTTuOss87irbfe4uijj94lduyiiy5i+PDhDB8+vMQysoVETYr5TI8ePXTSpEm7XzFkxngTQGHaBog1KqEIC0cLCEml4Qnjh0Jr0ujHLG3CupWWePbI0+GyP9q68cHb0XJC4XjkqbE6FQajBZQ0ZuWeMuWD4gOJzxgPz91lHRROHRIbwmr+VybMNq6Fs3+duB6lbaBLIhyjVIB+l6XXqhJazuLTgJS2/qGIjAbd78nxR++d3R1n/PVKtX7RwcV3V7fwPETvu7AHaLLto/+raI/aDLkqRWSyqvbI0L4FeAJoDZyqqpuC+UOAS1S1Z/C7FmZJOzSwrC0Llr8XLL8NaK+qPy2pvFI/w5zk9N17N1RaYs7eLR/ta3niqquuonPnzlx1VfHMYJs2baJx48ZMmTKFAw88MCt1Ken5lXKes8C0fxTQVFVfDB5IYbxF/pHI0rS7fGZR61Eiy1qi/Yb5ntavsRi0EwcVdxuGSW2jLlYwC1aYLiOaVLbfZZmxLsRbW9p2jw243vu8WA/VHdt2H7idDutWKCg2F1ni3vjegOmgXsPYkExR4oeB2p3Qip6bpXNiQfJQestbmColWYeQkHCEhfg2KFF9E/UuToVE993urm20Q8jYl4rn40tEOoV8+nkY6AicFAqzgFeAP4nIOcAo4GZgetAZACwM5CYRmQQ0wZJ3X5q9ajuOk4xu3bpxxhln7DL/4Ycf5vDDD8+aMNsdqeY56wK8DmwGmmPdxo/DeiUNzFjtMkmyRibVxjiZ2yt+v1E3XTyJksXOm75rD7hEQjLdJKp3mFm+es3iPVRLCtpOV2MbFRShMMhFI56KKzs8N9EBxxPF4e2OsLdldBSKZEQHUY8KuWRpPErqXZyM+JeUZJbe+GOIz0lXUpmpnN8cICKtgKHYM+/7SEDwUFUdGQizvwHPYnnOolaxWzBhtxDYBNzjaTQcp2wwZMiQXea1bt0aVeXVV1/NQY0Sk6rl7GHgZlV9RkRWB/M+Bh7LTLVySCqNRfODTETtLp3D7oRKotxoiRr3dMZZpUJotQoH6QYrP15kJrPSpKOxjRcUuWrEd5cSAmICvONuXH7pKi8sM5GQS9bhYE+SukbvuxnjU7e+JYsnTESqx5tlgoSySX1jqvo+0CHJss3Az4PJcZwyTqKeq7kmVXHWCXtDhCBFpKpuEJHk6YbzhURD8UDJjUXYM7KkMQCTJYVNRnxurVy6eOZOtTiv7+ZCr3NTy1WVyhBXpSFeUOSqEU81gB/Sc+1KI8Sj5yTR6BDppG13G+pq6bfpHV4p2y8ejuM4eUCq4mwBlnxxZ7SqiBwBfJuBOmWXREPx7K6xSEUoxPdYTMXdV1YaqrbdoV4jWDjD8mGVlKsq+gmZO4aycm6ipJI6I5PEW7YyWX5BTXNxr/nBYskSDWu1N5Tt2DPH2TOSdUzwjgLObkhVnA0HRonIP4BqInIDcAUW6Jrf7IlFprQCLpoFHsqeyIinoCZcOBzGdrDOAMkazkwKpnxorFNJnZGMdB9fqq72vSHqek+WC3BPKaOxZ47jOLkgJXGmqm+KSD9MjH2MjRl3tqpOLnnLPCDTlp6wZ2fYaJax2JqkRBO3ZlNYhqIlfuD0sijW4u+d0pybdIuRVFzte0u86z2dlNHYM6fisrRXrmvgVGRSTqWhqlOBq3a7olOc8mARyGbDGU3fED+8Vr6fxyjpPqfZsJxBxXJbOxWaptkZ39pxEpKyOHP2kHy2CEQHJwfYnAXrVbK0Ifl8HhOxJ2IkleG7Mmk5cxzHcbKCi7O9dZeVJl1GvhFaq8IxJ8NPKF2S1tKQ7Hzl83lMFyVZD8ubeHUcx6nAuDjbW3dZeXO3RYmOezhvmsWBhaMWhJTn4y9rcW4lCTAXr46TVpYVxb67i9PJNi7O9tbikGz7ZA17WWvwSyLa4Beugf/8Gc79bfl2N0Ypa8IzVwIsn+5Zx0kTzcbFvu/x2JqOs4ckFWci8gxBwtmSUNWL01qjbLO3DV6y7cOGfUtRbFzIgpplr8FPleljYdk8+OgFOLx/rJFOZbzRfKU8C8/SkK/3rOM4Tp5SkuUsmmC2ITaO5hvYeHEtgTOApzJXtTwnbNA3FxVv2PK1wT/vN5aAdN/9Eue4mjkBPhoJJwyCQ/dgqKCyiLsKjXy9Zx3HcfKUpOJMVW8Nv4vIO8BpqjouMu9YLDmtk4ioRal6Qe7GyUwXjVvCbx5PnuNKMDtr0tEInbwlX+9Zx3GcPCXVmLOjgM/i5k0Ejk5vdcohpWnYympsTyrjNnY8Oua+dRzHcRxnj6mU4npTgbvCgc6DzzuBLzJVsQpJGNszd2qua1KcVOoVitCyJCodx3EcJw9JVZwNBnoCa0VkObAWOBaLQ3PSRdvuxbPilxWaHwT7NMl89vlEhB0NijZmv2zHcRzHyQGpjq25ADhGRFoATYHvVHVRJitWbohm2V8yu2SXZVmN7cll9nnvKeg4Tkn09UBXp/yRquUMEWkAHA8cp6qLRKSpiDTPWM3KC6G4GPtS2XRZpkIuLXpl1ZrolGtEZJiITBKRzSLyr8j81iKiIlIYmYZHllcXkSdEZJ2IfC8iv87JATiOk9ekZDkTkeOA/wKTMPfmvcCBwG+xlBpOMqJZ9kPLWb6RS4teWbUmOuWdZcAdwClAjQTL66vqtgTzR2DPxlbAfsBHIjJTVd/OVEUdxyl/pNpb8y/AQFX9QERWB/MmAkdkplrliKi48AGpHScvUNWXAUSkB1AaD8ElwGBVXQ2sFpHHsJhdF2eO46RMqm7N1qr6QfA9HDVgCz78U/nHA/IdJxELRWSJiDwpIg0BRGQfYH9gWmS9aUCnXFTQ2Tv05NjkONkmVXE2U0ROiZt3EvBlmuvjlDWSpdFw0eZUTFYCh2Nuy8OAOsDIYFnt4HNtZP21wToJEZEhQWzbpBUrVmSguo7j5COpirPfACNF5Cmghog8AvwL+F2qBYnIviLyiohsEJGFIvKzJOtVF5F/iMhyEflRRN4QkWapluOkmWQB+WU1J5vjZBBVLVTVSaq6TVWXA8OAviJSBygMVqsb2aQusL6E/T2qqj1UtUejRo0yV3HHcfKKlMSZqn4GdAVmAE8A84EjVPXzUpT1EOYKbQIMAh4WkUTm/l9iIw8cgqXtWA38tRTlOPHsjZUrWXJZ70XpOBAL86gUxJl9hz0rQ8LnpuM4Tsqk2luzNzBFVe+Nm99TVcensH0t4Bygs6oWAp+IyOvARcD1casfALwTvJUiIi8C96VSTycJmcgV5r0onXKMiFTBno+VgcoiUgBsw1yZa4BvgH2AB4Exqhq6Mp8GbhKRSdiL6OXApVmuvpMGJq+LfT+sbvL1HCcTpBrQPwb4WkTOUNW5kflvUdyEn4z2wDZVnROZNw04LsG6jwMPiEhT7CE4KCjH2VNC65ZbuRwnVW4Cbon8vhC4FZgN3AU0BtYB7wEXRNa7BXgYWAhsAu7xNBr5SY+Jse/eKcDJNqmKsw3A/cB4EblYVd8N5qeamrk29iCLkixQ9htgMbAU2I51OhiWaKciMgQYAtCyZcsUqxJQVgcZzwRu5XKcUqGqI7CcZYl4voTtNgM/DybHcZw9ItUOAaqqjwHnAk+KyG9KWU4hu1rYkgXKPgRUBxoAtYCXSWI526tgWg9orzh4z1LHcRwnj0h5+CYAVf0EOAq4QESeIXXL2RygiogcGJmXLFC2G/AvVf0xeAv9K3BEmEsobXhAe2KSCZl8FjguxB3HcZw8IlVxNi/8oqqLgWMxl2hK/kBV3YBZwG4TkVoi0hMYADyTYPXPgYtFpJ6IVAWuApap6soU65oayXohVnSSCZl8FjguxB3HcZw8IqWYM1XtFve7CAuCvSDxFgm5CkvD8QOwCrhSVWeISC/gLVUNEzj+FusB9Q1QDfgKOKsU5Th7Q7LOA/ncqcBj7hzHcZw8Iqk4E5GLVPWZ4HvS4FZVfSKVglT1R+DMBPPHEcusjaquwnpoOrkgmZBxgeM4juM4WaEky9kFxNyOFyVZRzFrmOM4juM4jpMGkoozVT018v2E7FTHcRzHcRynYlOSWzPVoZ12pK86juM4juM4FZuS3JrbiI0blwgJlldOa40cx3EcJ56+qWZuSg/7V8tqcY5TjJLE2QFZq4XjOI7jlCGWJRpc0HGyREkxZwuzWRHHcRzHcRwn9bE1EZGfYAOVNyQyMoCqXpyBejmO4ziO41RIUgr6F5FbgEeC9c/DksieAqzJXNUcx3EcpxzSV3adHCdCqsM3/Rw4WVV/BWwJPs8AWmeqYo7jOI6TK95YEZscJ9uk6tasr6pfBd+3iEhVVf2fiHjIpOM4jlPu+MkXse96cu7q4VRMUhVnc0Wkk6rOwMa6vFJEVgOrM1c1x3Ecx3Gcikeqbs2bgAbB9xuAa4A/Ab/ORKUcx3FyiYgME5FJIrJZRP4Vt+xEEflaRDaKyEci0iqyrLqIPCEi60TkexHxZ6TjOKUmJcuZqo6OfJ8ItMtYjRzHyT+KNsLcqdC2OxTUzHVt0sEy4A6s41ONcKaINAReBn4BvAHcDrwIHBWsMgI4EGgF7Ad8JCIzVfXtrNXccZy8pzSpNGpioqx2dL6qfpruSjmOk2fMnQqT37PvnXrmti5pQFVfBhCRHkDzyKKzgRmq+lKwfASwUkQ6qOrXwCXAYFVdDawWkceAwYCLM8dxUiYlcSYiFwN/A7YAmyKLFGiZgXo5jpNPtO1e/LP80gmYFv5Q1Q0iMhfoJCLLgf2jy4PvZ2a3io7j5DupWs7uBc5R1fcyWRnHcfKUgprlwmKWArWB+OQKa4E6xLwKaxMsS4iIDAGGALRs6e+5juMYqXYI2AKMyWA9HMdx8oFCoG7cvLrA+mAZccvDZQlR1UdVtYeq9mjUqFFaK+o4Tv6SqjgbDtwXBMM6juNUVGYAXcMfIlILaIvFoa0GvosuD77PyGoNHcfJe1IVZ3OAnwDLRWR7MO0Qke0ZrJvjOE5OEJEqIlIAVAYqi0iBiFQBXgE6i8g5wfKbgelBZwCAp4GbRGQfEekAXA78KweH4DhOHpNqzNkz2EPnRYp3CHAcxymP3ATcEvl9IXCrqo4QkXOwDlLPAhOBn0bWuwV4GFiIPSvv8TQa+cmhSSMFHSfzpCrOGgA3q6pmsjKO4zhlAVUdgeUsS7TsfaBDkmWbsbGIf56pujnZYfJRu1/HcTJFqm7NJ4GLMlkRx8lrijbCjPH26TiO4zh7QaqWsyOAYSLyB2B5dIGq9k57rRwn3yhnSVgdx3Gc3JGqOHssmBzHSUTFScJanPI3bJPjOE7O2a04E5HKWFfxO4N4Csdx4qk4SViL4xZDp5zy6JLY9yHNk6/nOJlgt+JMVbeLyFUkCY51HKcCU1Ethk65Z+is2PesiLO+knj+u94PryKSqlvzaeAK4O8ZrIvjOPlGRbUYOpklmVBxnApCaToEXC0i1wGLsQHPAe8Q4DiO4ziOk068Q4DjOI7jOE4ZIiVxpqpPZboijuM4juM4TupJaBGRS0XkQxGZHXxemsmKOY7jOI7jVERSspwFyWcvBv4PGzOuFXCdiDRV1TszWD/HcRzHcZwKRaoxZ78AjlfVheEMEXkHGAu4OHMcx3Ecx0kTqbo1awEr4uatAmqktzqO4ziO4zgVm1TF2dvASBE5SERqiEgH4CngncxVzXEcx3Ecp+KRqltzGPA3YHqwzVbgJeDqDNXLcRzHcXLG6Q1zXQOnIpNqKo11wMUiMhhoCKxU1R2ZrJjjOI7j5Io3fEQyJ4eUJpVGPaAH0Bk4XkT6iEifjNXMcRynjCIiY0SkSEQKg2l2ZNnPRGShiGwQkVdFZN9c1tVxnPwj1VQag4GHgEJgY2SRAm3SXy3HcZwyzzBV/Wd0hoh0Ah4BTgOmAI9iYxL/NPvVcxwnX0nVcnYncK6qNlHVAyJTysJMRPYVkVeCt8mFIvKzEtY9VETGBm+ky0Xkl6mW4ziOk0MGAW+o6lhVLQSGA2eLSJ0c18txnDwiVXFWBXh3L8t6CNgCNMEeYA8Hb5nFEJGGWO/QR4AGQLs0lO04jpNu/igiK0VkvIgcH8zrBEwLV1DVudhzr30O6ufsBSPmxibHyTap9ta8B7hJRG7fk44AIlILOAfoHLxNfiIirwMXAdfHrf5r4B1VHRn83gzMKm2ZjuM4GeT3wExMeP0UeENEugG1gbVx664FElrORGQIMASgZcuWGausU3punRf7PqJt7urhVExSFWe/AvbDhmxaFV2gqqk8UdoD21R1TmTeNOC4BOseBXwpIp9iVrOJwP9T1UUp1tVxHCejqOrEyM+nROQC4FQsLrdu3Op1gfVJ9vMoFpdGjx49NANVdfKdvpJ4/rt+u5RnUhVnF+5lObWBdXHzkr1NNgcOBU4GvgTuBZ4Hesav6G+djuOUERQQYAbQNZwpIm2A6sCcJNs5juPsQqp5zj7ey3JK8za5CXhFVT8HEJFbgZUiUk9Vi7kL/K3TcZxsIyL1gSOBj4FtwECgN/BLoCowQUR6Yb01bwNeVtWEljPHcZxEpNQhQESqi8idIjJPRNYG8/qKyLAUy5kDVBGRAyPzumJvmfFMx95CQ1x0OY5TlqgK3IGNN7wSGynlTFWdo6ozgCuAkcAPmHfgqlxV1HGc/CTV3pr3Y8lnBxETSzOAK1PZWFU3AC8Dt4lILRHpCQwAnkmw+pPAWSLSTUSqYl3RP4m3mjmO4+QCVV2hqoerah1Vra+qR6nqe5Hlz6lqS1WtpaoDVPXHXNbXcZz8I1VxdhbwM1WdAOwAUNWlQLNSlHUVUAN7m3weuFJVZ4hILxEpDFdS1Q+BG4FRwbrtgKQ50RzHcRzHccoTqXYI2BK/rog0AlYlXn1XgrfHMxPMH4d1GIjOexh4ONV9O47jOHlIsp6IjlPBSdVy9hLWXfwAABHZH/gb8EKmKuY4juM4jlMRSVWc3QjMx1Jb1Ae+AZZhPZEcx3Ecx3GcNJFqKo0tWCLaXwXuzJWq6r0oHcdxnHLJ5aWJqHacNJNqzNlOVHUFgIh0AW5W1fPSXiun7FO0EeZOhbbdoaBmrmvjOI6TVh49ONc1cCoyJbo1RaSmiNwuIm+IyH0iUldE2ojIK8AErDelUxGZOxUmv2efjuM4juOkjd1Zzh4CugPvAP2BLkAH4CngclVdmdnqOWWWtt2LfzqO4zjZI1FPVx9vs9ywO3F2CtBNVX8Qkb8Ci4DjgvQXTkWmoCZ02mW4U8dxHMdx9pLdibPaqvoDgKouEZFCF2aO4zhOqcjDfGZDZsa+e/yZk212J86qiMgJwM5/VvzvIKO/4ziO45QbHlsa++7izMk2uxNnPwBPRH6vivutQJt0V8pxHMdxHKeiUqI4U9XWWaqH4ziO4zh7QzL3sXcUyDtSHSHAcRzHcRzHyQKlTkLrOI7jOEnJw+D/Coun4yizuDhzHMdxSo+LMMfJGC7OHMdxHKc840I673Bx5jiOk2ZEZF/gcaAvsBK4QVWfy22t9gJv3B0nq7g4cxzHST8PAVuAJkA3YJSITFPVGbmt1m5wEeY4ZQIXZ47jOGlERGoB5wCdVbUQ+EREXgcuAq7PaeVCXIQ5yUjHveGdCvaaciPOJk+evFJEFu7h5g0x10M2yGZZ2S7Py/Kysl1Wqwzsc29pD2xT1TmRedOA4+JXFJEhwJDgZ6GIzM5C/Uoi28+nsk5DYKW8l+tqlBlSuz+kQoj/dPxXkj6/yo04U9VGe7qtiExS1R7prE9ZKCvb5XlZXlZZKKsMUBtYFzdvLVAnfkVVfRR4NBuVSoUKdp12i5+P4vj5iJHpc+FJaB3HcdJLIVA3bl5dYH0O6uI4Th7i4sxxHCe9zAGqiMiBkXldgbLdGcBxnDKDizMjm26FbLswyuuxeVleVplEVTcALwO3iUgtEekJDACeyW3NUqLCXKcU8fNRHD8fMTJ6LkTVe1U4juOkkyDP2RPAycAq4Pq8znPmOE5WcXHmOI7jOI5ThnC3puM4juM4ThnCxZnjOI7jOE4ZokKIMxGpHPme0ex4IlIj8r1CnN98RkTaiEjd4Hum743DReSgTJbhOMnI9P2dj4hIQxGpmut6OE485Vo8iEhLEXkR+IeIXA2gGQqyE5HmIvIm8LyIPCAiNVR1RybKipQp0c8Ml1Ut8j2j942I1M5GWSLy/4CvsMGpM3lvtBCR94EXgfqZKCNBmceLSJ8slXWciPwhFLlO2SR6f1f0F0cRaS0i44FXgTdEpGv0Jb6iISIdgmdGw+B3hRXyItJORA4TkYLgd07ORbn9g4pId2AM8B0wC7haRJ4XkZoZKKsB8CawGPg70BN4TkS6prusoLxmInIncAxkTlQEZbUUkeeAR0XkjqC8jIjOoKxXgCdF5AkRqZJhgdsVWA0cEZeTaq+JCOd7sfxWs1S1japOjC5PN4El4C3gv0CXTFoFAtE5GvgIuB1PslomEZFjReR9EXlQRK6CzP2H84HAu/FPYDI2Buo6YARwSQ6rlRNEpLKIPAZMBG4GxonIGZlsU8oqIlJFRJ4CPgceBN4UkaNzdS7KrTjDurCPU9VrVfU+oD8wEBgSdT2mie7ABlW9UlXfBfoANYBBIrJfOgsSkQuwxvAGoF8m33RE5ApgEiZwPwQGisgTwbK03jsi8gdgCiZwb8Ou30PBsrQeW+QN+RvMmnUkcGGyB4YAABQ9SURBVKyIVE9XGZE/9EnAWFW9Oij7CBGpT+b+e78FVqlqA1V9QFW3ZqIQEXkEE51zgNbYi1C/TJTl7DlBjrX/Yv/fBVjutZsy8ZKaRzQHCoC/q+py4BfYs+dCEWmX05pln05AO6At5kF4EnhQRHrntFa54XigBXZ//AyYCvxHRFrkojLlRpyJSNM4t0oloKaIVA0a92XAPOBC7ALsTVnVg8/QKrEe6BjOV9V1wONABxIMdryXNAH+BAwCemPCIu3Ws0BAHAgMU9XfqOrTwHnA2SJSN51v3sH12QH0U9VrVPVL4BOgrojI3h5b5HpVBlDV7cGio7GH0ZtYktAD9qacuLIKglkXAX1E5EoR+Qx4DBgNPJ1ON4oYtYFDgjIQkXODqXW6ygn22wbYAnRV1WuBzUCDaF3SWZ6zV5wOvKyqdwUvqT8DLgBOq8CuTQE6Y+Odhs/rl7E24soc1isriEi9yLU/CmilqiuBHap6L/AZcEnwPy/XBO7LcPDxI4G6QRLpxar6O8xY8PtcvMzk/Z8zuNFGAR8Ab4vIoKCBnIs1+D8LGveWmMWpNYE7sLSNiIjsE1iO/gEQsUosx0yh0T/2f7Ex9g6TSLxWaYk09uE+Hgf+o6rPA0uAn6Sr8Y2UJViD+zzwdjCvEhYvNQt7uKWrrCrB9blPVScFf5bZwE8wMX3mnp6/BNdre+RYwP54LbBzWgBcICJ3iMghaSirKDi2GZh17iHMlXIs8BvMuvrLYNs9Op9R0Rmcw1pYo7NORJ4H7gB+DrwsIhftSRkJyhJVnaeqV6vqfBGpGlgf1gInhKvvTVnOniMidePup81EXjoCy/4HwNmk4WUkH1HVOcCXmBsv5GtgPNBaRMrleRGRA0XkHWAk8N9AlMwEFolIt8gL9x+xkI9SPwfzCRE5H2u3fxnMmgssEJHWkXNxLWaUaJ/t+uW9OAPuAjYB3TAhMRAYoaovYTEFfw4aqi+AUVhM2GlQOmuTiHQBXgEOB9qLyNmRxT9gf+ze4R87uLivAeeo6pbSHlSCxn5L0DCuV9XVwWr3Y3+iXrIXsUUJylJV3aSqk1R1XVDuDqA6ZiUsTGNZ24LPzcEqTYG/qWot4D7gFuAPIlKnlOUkvF4iUinyx+sOzFbVH4GtwB+ALpgo3OuyiP2/LgdOVNV/AoWqOgG4CRgaHHupLIOJRGcg0JYD07BhRZaqagdVPRX4D2YpSYfojAaVC7At+PkB0EpEqlfkeKZcIRbQPgZ4GnhRRPYPFs0BtorIkZHV7wd6YJbximrpvBs4S0Taw84Xt1nYOdnj51tZRUQuw1zbU4HrgH2B4UAVzLjQN1xXVadjHaUuDLYtDzohEfsBE4BmInIsdv33wZ7jAKjqZ5h2+H+Q3f9K3p50EakUmBpbAaODxv1OzDpxtoicHJhoTwdeB7qr6qtAYyy+oLQ3XTVsbLzBWEN0eWjRUdWNwbwi4PeRbRZhbyX1SnlsyRp7iawjqjoJ+Bg4Czi4NGXsrqyoyy3SIJ8JfB1xC2airDdU9a/B8a3CrD+DMStoaUh4vVR1R8QSNxG4VUS+BOpirtQFmAUqHWVtCUTTNiwmC+xhSHA8CyTSMzUVdvOSANY4d8ZiHkNGYTElpbJAliRwYaeID++N7UBtVd1cjh/mZQ4xfold4w+xBrcV1kEDYDr28npy+AKnqvOxe/+i4HeFC/4G3g+mpyPzvgo+0x2TXBY4ALhNVa9X1ZlYWMxPMfE+BfPwnBhZ/z9YqE7Gsw5km4jAUsyVPR/rDPIVFod8moh0jmzyKtA8ePHM2n8lrx6iYt19jxORRsENUxlohvW2Cd9+PsRcijcH8yaq6vOq+nVgOehBIM5KuukiZTUOZn2JuRMnA+9gF3ZYZJNPsT96fxF5RETOAh4Bpqrq2lIeaknCIryxws+/YMLiGBH5nYjcKaXzjycra3tYViCEKwOHYS46ROQXIlLa+IzdlhUhFDHrsR6VJaZpKM31CkRTJWB/LCD2L6p6HHAP9kZZIqW8NzQoUwPBuVUs19kVwDuqWtq39KTnMFg+MajD8eEGqjoN+6+U1oK72/swIsRGY5bjJuXtYV6WCRqL1sBvVPW2IF7zMuCnItJAVb/CYogOBc6NbLoQC4uokAQv80OABiIySkSux150pwLf57RymeEfmMgIQxQ2Ym68GsBLWFjCLyUWf3UE8K6qbspBXTNK+CwG6mEu3jFYeMuJWIeqfYDLIs/3zsCEiHcnaxUt8xPWsDyG3UAfYubHs4JlfwamxK1/FBZf1i/43QS7MddiAxCXtqwz4tapjfmpx2LBlNFlPTHB9CkwPMXjCzsONA5+VwPqRfY3Gvh18LtSgu0fwCwxK4Ez010WJgT3wQLnBwbnZTlweiaOC6gcfHbEYgL+mInrhb1N1tzL+3C3ZQXnrwYWcBrehzek+96IO65FwbJfYqb7l4E6mboPsR5fnwAn781/3afUJ9g5NvIBwD6Ra9YSewHtEMxriFnU5mMxiOcG98fZuT6GXE/BPX8p8G/gV7muTxbvme7YS2W14Hfn4Nn0VfA/XgH0zXV9M3wO/hj8LyoB12Pt2zPB/NewsKgxWLaCXlmvZ65PVIon8xBMbDXELCq/x978jgYaYZazgZH1WwDjojcXZsatu4dlzQN6x63XGXgBs7qE86pGvldJoay9aewrAVWx+JGtxDXQaSwrFGgnExOAN2fwuOpg8Q+vYRazGzN4varEHaNksCwB2gBXsxuRtJfnMBS2BwO/wh64JQrBvbxe4YOuMRab0Tld/3ufSjdF7uMTgc/DaxS5Vr8GnsVSoFyU6/qWpWl3//3yNgXPhv/EzauMeZYuyXX9snQO7gV6Bt+fw9z/n2Htaj0sNv3KnNUv1yeohBNXL/KwGQLMC76H817A0iA0wlxIPwDtItt/DhyfprKex3r0tYlsUw1Lv/A+1ilhPHBKKY8xHcLibDIvOitjcUc3Y3FFmSxLMEvAEJKImGxerzSVNYFSWpT28hxGXxJ2sbRm4j6ML9en7EwEYjxu3u3A45HfUtL6PlWcidjL2/PAL4LvV2Lenka5rl+Wz8Ud2IvKdCxs4y/Au8ARua6bahkUZ1hvmXcwE+MrWHDrsZh5sVtkvUOwBKlnBr9fwVyJf8He7j8lcM+ku6zI/NOxnj1LgcEpHl+6hEX/LJU1AeiTxbKSiphsXq88vzeyJTpL/ULiU3om7IUpKrr2Dz4luGcHBL9/F1yr+rmus09lY8JewN4BbsTaykXASbmuVw7OwyXB8/zC4HdH4Fagba7rplrGxBkWyLoY6+Z8MBag+U8suPlF4Lq49Z8EXgu+N8Jcb38hhVivPSzrv8H3ykFZRcC9KR5buRQW2Sorm9fL7430ik6f0jdh4qty5HdfzMr5YPC7LmYF/W1w/b4Fjsp1vX0qOxOWLmgHFkv121zXJ4fnoYAybO3PeQXiTtYdwOWR382DhqAp5mp5kYgVBzgDM0vWjMxLKXZgb8vCeomm9Daazca+HJeVzevl98ZeluVT+ieKu5BbYPGBG4BrIvOPxRre+cBVua6zT2VvwizgvwYKcl0Xn0q4TrmuQLHKWCPYKPheHUtrMA3L0dQGS675OrGA5NuA+/OgrPIqLLJZlt8beXS9fMrchI02sR14NG5+JaxDzbW5rqNPPvm0d1OYS6pMoKpLYGeC1c0icjD2wFmslpvqQayBGSUia4CDsF6YZbosLMfM5qC8RDlm2gLXishcVV2IBd+/q5bcFlVdWtHL8nsjv66Xk35EpCnwPyxG6EBVnRfMrwJsV8svtx4L7XAcJ48pU+IsRFU1+Ho8NrzOlmD+VyJyDpajpZOqPpUPZZVXYZFlEROW6fdGHl0vJ618hwX6T4adI2uoBkOgOY5TfiiT4kxsyJvtWJbicODtK7HG4k61YYsm5VtZ5U1Y5KIsvzfy63o56SO4bpOD7OaVdA+HUXMcp+xTJsWZ2nA+VbBYn8YiMhYbouTnqroiX8sqr8IiyyLG7408KstJP4FIc2HmOOWYMinOAjpivcMOAf5PVf+c72WVV2GRzbIC/N7Ik7Icx3Gc0hMO7VHmEJFqWOb/v6tqUTkqqwvW8285GRYW5bgsvzfyqCzHcRyndJRZcVZeKcfCImtllVf8ejmO4zjg4sxxHMdxHKdMUSnXFXAcx3Ecx3FiuDhzHMdxHMcpQ7g4cxzHcRzHKUO4OHMcx3EqLCJyvIgsKcX6Y0TkF5msU6qIyL9E5I692L5QRNqks06Rff9RRK7dw23/JyKd0l2nfMLFmeM4jpM1AnGzOhjf1ckSiUSlqtYOx2hNc1mNgIuBR4LfLUTkMxH5UUT+L27dt0SkR9wu/gzclu565RMuzhzHcZysICKtgV6AAj/JaWXKGEFi6PLCYGC0qm4Kft8APAUcAJwZijERGQjMD0YlifI6cIKI7Jel+pY5XJw5ZQoRWSAim0RkvYisEZFPReQKEdntvSoirUVEy9lDznHKExcDnwH/Ai6JLghcdA+JyKjg/z9RRNpGlmvwLPgmeDY8FIwzioiMEJFnI+sWexaIyKUiMivY7zwRGZpqhUXkZBH5WkTWisjfAIlb/vNg36tF5B0RaRVZ1ldEZgfb/l1EPg6tVyIyWETGi8j9IrIKGCEibUXkQxFZJSIrRWSkiNSP7K+7iEwJjuNFoCCybB8ReVNEVgR1eVNEmgfL7sRE8d8CV+bfIue0XfC9nog8HWy/UERuCp+7QV0/EZE/B/ueLyL9Szht/YGPI78PAD5U1bXA50AbEakLXA/cGL9xkHtxMnDKbi5PucXFmVMWOUNV6wCtgLuB3wOP57ZKjuOkgYuBkcF0iog0iVv+U+BWYB/gW+DOuOWnA4djw6mdT+qN9w/BtnWBS4H7ReTQ3W0kIg2Bl4GbgIbAXKBnZPkATFycDTQCxgHPR7b9D2Y1agDMBo6JK+JIYB7QJDhWAf4INMWGjmsBjAj2Vw14FXgGG3rtJeCcyL4qAU9iz82WwCbgbwCq+oegbsMCV+awBIf7V6Ae0AY4DrtWl8bVdXZwHu4FHg/FcQK6BOuGfAWcHAjNw4AZwO3AX1R1TZJ9zAK6JllW7nFx5pRZVHWtqr4ODAQuEZHOInKaiEwVkXUislhERkQ2GRt8rgneDo+Gkt9sHcfJDiJyLCYc/q2qkzGh87O41V5R1f+p6jZMwHWLW363qq5R1UXARwmWJ0RVR6nqXDU+Bt7FLEm741Rghqr+R1W3An8Bvo8svwL4o6rOCup8F9AteMaE274cLHswbluAZar6V1XdpqqbVPVbVX1PVTcH49zehwklgKOAqpig2aqq/8GsUOExrlLV/6rqRlVdj4m940gBEamMCeMbVHW9qi4A/g+4KLLaQlV9TFW3Yy7K/TFRmYj6wPrI7z9i5/tj4O9ANUxgvyEiz4nIWBGJF4zrg/1USFycOWUeVf0fsAT7c2/A3ujqA6cBV4rImcGqvYPP+sHb4YSS3mwdx8kqlwDvqurK4PdzxLk2KS5eNgK1S7k8ISLSX2IB6Wsw4dQwhU2bAovDH2pD6iyOLG8FPBC4WdcAP2LWr2ZJto3vFRrdFyLSREReEJGlIrIOeDZSz6bAUi0+rM/CyLY1ReSRwCW5DntZrR8Ir93REBN+CyPzFgbHEbLz3KvqxuBrsvO/GqgTWf9HVR2oql2BBzAr3dWYW/Mr4CTgChHpGNlHHSCZVa3c4+LMyReWAfuq6hhV/VJVd6jqdExolfR2WNKbreM4WUBEamBuyONE5HsR+R74FdBVRNLhutoA1Iz83hlILtYr9L9YD8AmqlofGE1c7FgSvsNci+G+JPobE1dDVbV+ZKqhqp8G2zaP27Y5xYkfP/GuYF4XVa0LXBip53dAszhXYsvI998ABwFHBtuGL6vh+iWN1bgS2IqJzei+l5awTUlMB9onWTYE+ExVv8Lcn5NUdQvwZfA7pCMwbQ/Lz3tcnDn5QjPgRxE5UkQ+CoJW12Liq6Q34JLebB3HyQ5nAtuBgzFXZDes8R2HWcL3li+A3iLSUkTqYXFeIdWA6sAKYFsQyN43xf2OAjqJyNlinQuuISL8gH8AN0iQkysIqj8vsm0XETkz2Pb/xW2biDpAIbBWRJoBv4ssmwBsA64RkaoicjZwRNy2m7Cwjn2BW+L2vRyLJ9uFwFX5b+BOEakTvLz+GrPc7QmjSfDSLCKNsfMwIpg1H+uVWRvogcXfISIFWGzae3tYft7j4swp84jI4ZiY+gRzhbwOtFDVetjDsaQ3w5LebB3HyQ6XAE+q6iJV/T6csID1QbKXPaxV9T3gRcxiMxl4M7JsPSaq/o25236GPUNS2e9K4DysY9Iq4EBgfGT5K8A9wAuBK/ErrKdidNt7g20PBiYBm0so8lbgUGAtJu5ejpS1BQvPGIy9ZA6MLsfi4WpgVrDPgLfj9v0AcG4Qe/tggrKvxiyQ84g9a58ooa4l8TRwamAxjfJn4DZVLQx+/xHogz2n34ik1DgDGKOqy/aw/LxHiruvHSe3iMgC4Beq+n7Q1bo39lAZr6oXi8gPwO9U9SkROQJ7CL+rqheKSE0siLSjqs4J9ncW1itooKrOCN6q+6rqSzk4PMdxKihBWool/P927tAowiAGA+iXFjB4moECcIABhQAHBSDQSHpBYLkGTqNxFABB7C8QKGaOW+be8zuz675JNklOuvt52/fZtKq6T/LW3Q+/OLtKcrG0PneScMZUlnC2n1G+/0yyziitP3b3R1UdZ0wR7WVM/rxmDACcLufvklxmfG496u6XqjpLcpvR4nxP8tTd53/5LmD3VNVhklVGu/Emo6V38G05K/xIOAOADVhW/Vxl/HtbJ7nu7tVWL8W/IJwBAEzEQAAAwESEMwCAiQhnAAATEc4AACYinAEATEQ4AwCYiHAGADAR4QwAYCJf6G8x0brKDSoAAAAASUVORK5CYII=\n", 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    " ] @@ -790,7 +790,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -823,7 +823,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.7" + "version": "3.7.4" } }, "nbformat": 4, diff --git a/docs/sphinx/source/changelog/v2.0.0.rst b/docs/sphinx/source/changelog/v2.0.0.rst index d8eb828e..72f73282 100644 --- a/docs/sphinx/source/changelog/v2.0.0.rst +++ b/docs/sphinx/source/changelog/v2.0.0.rst @@ -11,6 +11,11 @@ API Changes before being used with these normalization functions (:pull:`105`, :pull:`108`). * Remove ``low_power_cutoff`` parameter in :py:func:`~rdtools.filtering.clip_filter` (:issue:`84`). * Rename `soiling.srr_analysis` to :py:class:`~rdtools.soiling.SRRAnalysis` (:pull:`168`). +* Support varying logic in soiling module for defining cleaning events from shifts and + precipitation with ``clean_criterion`` parameter. Behavior of ``clean_criterion='precip_and_shift'`` + has changed relative to prior versions using ``precip_clean_only=True`` (:pull:`176`). +* Remove ``random_seed`` parameter from soiling module. Functionality can be obtained by running + ``numpy.random.seed()`` outside of RdTools functions. (:pull:`176`) Enhancements ------------ diff --git a/rdtools/soiling.py b/rdtools/soiling.py index 33f8199e..49325e26 100644 --- a/rdtools/soiling.py +++ b/rdtools/soiling.py @@ -27,9 +27,10 @@ class SRRAnalysis(): Daily plane-of-array insolation corresponding to `daily_normalized_energy` precip : pd.Series, default None - Daily total precipitation. (Only used if `precip_clean_only` is True in - subsequent calculations) + Daily total precipitation. (Ignored if ``clean_criterion='shift'`` in + subsequent calculations.) ''' + def __init__(self, daily_normalized_energy, daily_insolation, precip=None): self.pm = daily_normalized_energy # daily performance metric self.insol = daily_insolation @@ -52,7 +53,7 @@ def __init__(self, daily_normalized_energy, daily_insolation, precip=None): 'daily frequency') def _calc_daily_df(self, day_scale=14, clean_threshold='infer', - recenter=True): + recenter=True, clean_criterion='shift', precip_threshold=0.01): ''' Calculates self.daily_df, a pandas dataframe prepared for SRR analysis, and self.renorm_factor, the renormalization factor for the daily @@ -62,16 +63,26 @@ def _calc_daily_df(self, day_scale=14, clean_threshold='infer', ---------- day_scale : int, default 14 The number of days to use in rolling median for cleaning detection - clean_threshold : float or 'infer', default 'infer' If float: the fractional positive shift in rolling median for cleaning detection. If 'infer': automatically use outliers in the shift as the threshold - recenter : bool, default True Whether to recenter (renormalize) the daily performance to the median of the first year + clean_criterion : {'precip_and_shift', 'precip_or_shift', 'precip', 'shift'} \ + default 'shift' + The method of partitioning the dataset into soiling intervals. + If 'precip_and_shift', rolling median shifts must coincide + with precipitation to be a valid cleaning event. + If 'precip_or_shift', rolling median shifts and precipitation + events are each sufficient on their own to be a cleaning event. + If 'shift', only rolling median shifts are treated as cleaning events. + If 'precip', only precipitation events are treated as cleaning events. + precip_threshold : float, default 0.01 + The daily precipitation threshold for defining precipitation cleaning events. + Units must be consistent with ``self.precip``. ''' df = self.pm.to_frame() @@ -109,7 +120,7 @@ def _calc_daily_df(self, day_scale=14, clean_threshold='infer', bfill = df['pi_norm'].fillna(method='bfill', limit=day_scale) ffill = df['pi_norm'].fillna(method='ffill', limit=day_scale) out_start = (~df['pi_norm'].isnull() & bfill.shift(-1).isnull()) - out_end = (~df['pi_norm'].isnull() & ffill.shift(1).isnull()) + out_end = (~df['pi_norm'].isnull() & ffill.shift(1).isnull()) # clean up the first and last elements out_start.iloc[-1] = False @@ -130,33 +141,37 @@ def _calc_daily_df(self, day_scale=14, clean_threshold='infer', clean_threshold = deltas.quantile(0.75) + \ 1.5 * (deltas.quantile(0.75) - deltas.quantile(0.25)) - df['clean_event'] = (df.delta > clean_threshold) - df['clean_event'] = df.clean_event | out_start | out_end - df['clean_event'] = (df.clean_event) & \ - (~df.clean_event.shift(-1).fillna(False)) + df['clean_event_detected'] = (df.delta > clean_threshold) + precip_event = (df['precip'] > precip_threshold) + + if clean_criterion == 'precip_and_shift': + # Detect which cleaning events are associated with rain within a 3 day window + precip_event = precip_event.rolling(3, center=True, min_periods=1).apply(any).astype(bool) + df['clean_event'] = (df['clean_event_detected'] & precip_event) + elif clean_criterion == 'precip_or_shift': + df['clean_event'] = (df['clean_event_detected'] | precip_event) + elif clean_criterion == 'precip': + df['clean_event'] = precip_event + elif clean_criterion == 'shift': + df['clean_event'] = df['clean_event_detected'] + else: + raise ValueError('clean_criterion must be one of ' + '{"precip_and_shift", "precip_or_shift", "precip", "shift"}') - # Detect which cleaning events are associated with rain - rolling_precip = df.precip.rolling(3, center=True).sum() - df['clean_wo_precip'] = ~(rolling_precip > 0.01) & (df.clean_event) + df['clean_event'] = df.clean_event | out_start | out_end + df['clean_event'] = (df.clean_event) & (~df.clean_event.shift(-1).fillna(False)) df = df.fillna(0) # Give an index to each soiling interval/run - run_list = [] - run = 0 - for x in df.clean_event: - if x: - run += 1 - run_list.append(run) - - df['run'] = run_list + df['run'] = df.clean_event.cumsum() df.index.name = 'date' # this gets used by name self.renorm_factor = renorm self.daily_df = df def _calc_result_df(self, trim=False, max_relative_slope_error=500.0, - max_negative_step=0.05): + max_negative_step=0.05, min_interval_length=2): ''' Calculates self.result_df, a pandas dataframe summarizing the soiling intervals identified and self.analyzed_daily_df, a version of @@ -174,6 +189,9 @@ def _calc_result_df(self, trim=False, max_relative_slope_error=500.0, The maximum magnitude of negative discrete steps allowed in an interval for the interval to be considered valid (units of normalized performance metric). + min_interval_length : int, default 2 + The minimum duration for an interval to be considered + valid. Cannot be less than 2 (days). ''' daily_df = self.daily_df @@ -207,12 +225,11 @@ def _calc_result_df(self, trim=False, max_relative_slope_error=500.0, 'run_slope_high': 0, 'max_neg_step': min(run.delta), 'start_loss': 1, - 'clean_wo_precip': run.clean_wo_precip[0], 'inferred_start_loss': run.pi_norm.mean(), 'inferred_end_loss': run.pi_norm.mean(), 'valid': False } - if len(run) > 2 and run.pi_norm.sum() > 0: + if len(run) > min_interval_length and run.pi_norm.sum() > 0: fit = theilslopes(run.pi_norm, run.day) fit_poly = np.poly1d(fit[0:2]) result_dict['run_slope'] = fit[0] @@ -230,8 +247,7 @@ def _calc_result_df(self, trim=False, max_relative_slope_error=500.0, # Filter results for each interval, # setting invalid interval to slope of 0 - results['slope_err'] = (results.run_slope_high-results.run_slope_low) \ - / abs(results.run_slope) + results['slope_err'] = (results.run_slope_high-results.run_slope_low)/abs(results.run_slope) # critera for exclusions filt = ( (results.run_slope > 0) | @@ -246,12 +262,12 @@ def _calc_result_df(self, trim=False, max_relative_slope_error=500.0, # Calculate the next inferred start loss from next valid interval results['next_inferred_start_loss'] = np.clip( - results[results.valid].inferred_start_loss.shift(-1), - 0, 1) + results[results.valid].inferred_start_loss.shift(-1), + 0, 1) # Calculate the inferred recovery at the end of each interval results['inferred_recovery'] = np.clip( - results.next_inferred_start_loss - results.inferred_end_loss, - 0, 1) + results.next_inferred_start_loss - results.inferred_end_loss, + 0, 1) # Don't consider data outside of first and last valid interverals if len(results[results.valid]) == 0: @@ -288,8 +304,7 @@ def _calc_result_df(self, trim=False, max_relative_slope_error=500.0, self.result_df = results self.analyzed_daily_df = pm_frame_out - def _calc_monte(self, monte, method='half_norm_clean', - precip_clean_only=False, random_seed=None): + def _calc_monte(self, monte, method='half_norm_clean'): ''' Runs the Monte Carlo step of the SRR method. Calculates self.random_profiles, a list of the random soiling profiles realized in @@ -308,19 +323,10 @@ def _calc_monte(self, monte, method='half_norm_clean', * 'half_norm_clean' - The three-sigma lower bound of recovery is inferred from the fit of the following interval, the upper bound is 1 with the magnitude drawn from a half normal centered at 1 - precip_clean_only : bool, default False - If True, only consider cleaning events valid if they coincide with - precipitation events - random_seed : int, default None - Seed for random number generation in the Monte Carlo simulation. - Use to ensure identical results on subsequent runs. Not a - substitute for doing a sufficient number of Mote Carlo repetitions. ''' monte_losses = [] random_profiles = [] - if random_seed is not None: - np.random.seed(random_seed) for _ in range(monte): results_rand = self.result_df.copy() df_rand = self.analyzed_daily_df.copy() @@ -361,14 +367,10 @@ def _calc_monte(self, monte, method='half_norm_clean', end = inter_start + row.run_loss end_list.append(end) - if row.clean_wo_precip and precip_clean_only: - # don't allow recovery if there was no precipitation - inter_start = end - else: - # Use a half normal with the infered clean at the - # 3sigma point - x = np.clip(end + row.inferred_recovery, 0, 1) - inter_start = 1 - abs(np.random.normal(0.0, (1 - x)/3)) + # Use a half normal with the infered clean at the + # 3sigma point + x = np.clip(end + row.inferred_recovery, 0, 1) + inter_start = 1 - abs(np.random.normal(0.0, (1 - x)/3)) # Update the valid rows in results_rand valid_update = pd.DataFrame() @@ -413,22 +415,14 @@ def _calc_monte(self, monte, method='half_norm_clean', for i, row in results_rand.iterrows(): start_list.append(inter_start) end = inter_start + row.run_loss - if row.clean_wo_precip and precip_clean_only: - # don't allow recovery if there was no precipitation - inter_start = end - else: - inter_start = np.random.uniform(end, 1) + inter_start = np.random.uniform(end, 1) results_rand['start_loss'] = start_list elif method == 'perfect_clean': for i, row in results_rand.iterrows(): start_list.append(inter_start) end = inter_start + row.run_loss - if row.clean_wo_precip and precip_clean_only: - # don't allow recovery if there was no precipitation - inter_start = end - else: - inter_start = 1 + inter_start = 1 results_rand['start_loss'] = start_list else: @@ -454,10 +448,10 @@ def _calc_monte(self, monte, method='half_norm_clean', self.monte_losses = monte_losses def run(self, reps=1000, day_scale=14, clean_threshold='infer', - trim=False, method='half_norm_clean', precip_clean_only=False, + trim=False, method='half_norm_clean', + clean_criterion='shift', precip_threshold=0.01, min_interval_length=2, exceedance_prob=95.0, confidence_level=68.2, recenter=True, - max_relative_slope_error=500.0, max_negative_step=0.05, - random_seed=None): + max_relative_slope_error=500.0, max_negative_step=0.05): ''' Run the SRR method from beginning to end. Perform the stochastic rate and recovery soiling loss calculation. Based on the methods presented @@ -489,9 +483,21 @@ def run(self, reps=1000, day_scale=14, clean_threshold='infer', upper bound is 1 with the magnitude drawn from a half normal centered at 1 - precip_clean_only : bool, default False - If True, only consider cleaning events valid if they coincide with - precipitation events + clean_criterion : {'precip_and_shift', 'precip_or_shift', 'precip', 'shift'} \ + default 'shift' + The method of partitioning the dataset into soiling intervals. + If 'precip_and_shift', rolling median shifts must coincide + with precipitation to be a valid cleaning event. + If 'precip_or_shift', rolling median shifts and precipitation + events are each sufficient on their own to be a cleaning event. + If 'shift', only rolling median shifts are treated as cleaning events. + If 'precip', only precipitation events are treated as cleaning events. + precip_threshold : float, default 0.01 + The daily precipitation threshold for defining precipitation cleaning events. + Units must be consistent with ``self.precip`` + min_interval_length : int, default 2 + The minimum duration for an interval to be considered + valid. Cannot be less than 2 (days). exceedance_prob : float, default 95.0 The probability level to use for exceedance value calculation in percent @@ -507,10 +513,6 @@ def run(self, reps=1000, day_scale=14, clean_threshold='infer', The maximum magnitude of negative discrete steps allowed in an interval for the interval to be considered valid (units of normalized performance metric). - random_seed : int, default None - Seed for random number generation in the Monte Carlo simulation. - Use to ensure identical results on subsequent runs. Not a - substitute for doing a sufficient number of Mote Carlo repetitions. Returns ------- @@ -535,13 +537,14 @@ def run(self, reps=1000, day_scale=14, clean_threshold='infer', ''' self._calc_daily_df(day_scale=day_scale, clean_threshold=clean_threshold, - recenter=recenter) + recenter=recenter, + clean_criterion=clean_criterion, + precip_threshold=precip_threshold) self._calc_result_df(trim=trim, max_relative_slope_error=max_relative_slope_error, - max_negative_step=max_negative_step) - self._calc_monte(reps, method=method, - precip_clean_only=precip_clean_only, - random_seed=random_seed) + max_negative_step=max_negative_step, + min_interval_length=min_interval_length) + self._calc_monte(reps, method=method) # Calculate the P50 and confidence interval half_ci = confidence_level / 2.0 @@ -555,9 +558,9 @@ def run(self, reps=1000, day_scale=14, clean_threshold='infer', # Construct calc_info output intervals_out = self.result_df[ - ['start', 'end', 'run_slope', 'run_slope_low', - 'run_slope_high', 'inferred_start_loss', 'inferred_end_loss', - 'length', 'valid']].copy() + ['start', 'end', 'run_slope', 'run_slope_low', + 'run_slope_high', 'inferred_start_loss', 'inferred_end_loss', + 'length', 'valid']].copy() intervals_out.rename(columns={'run_slope': 'slope', 'run_slope_high': 'slope_high', 'run_slope_low': 'slope_low', @@ -578,10 +581,10 @@ def run(self, reps=1000, day_scale=14, clean_threshold='infer', def soiling_srr(daily_normalized_energy, daily_insolation, reps=1000, precip=None, day_scale=14, clean_threshold='infer', - trim=False, method='half_norm_clean', precip_clean_only=False, + trim=False, method='half_norm_clean', + clean_criterion='shift', precip_threshold=0.01, min_interval_length=2, exceedance_prob=95.0, confidence_level=68.2, recenter=True, - max_relative_slope_error=500.0, max_negative_step=0.05, - random_seed=None): + max_relative_slope_error=500.0, max_negative_step=0.05): ''' Functional wrapper for :py:class:`~rdtools.soiling.SRRAnalysis`. Perform the stochastic rate and recovery soiling loss calculation. Based on the @@ -595,12 +598,14 @@ def soiling_srr(daily_normalized_energy, daily_insolation, reps=1000, photocurrent ratio between matched dirty and clean PV reference cells). In either case, data should be insolation-weighted daily aggregates. daily_insolation : pd.Series - Daily plane-of-array insolation corresponding to d + Daily plane-of-array insolation corresponding to `daily_normalized_energy` reps : int, default 1000 number of Monte Carlo realizations to calculate precip : pd.Series, default None - Daily total precipitation. (Only used if precip_clean_only=True) + Daily total precipitation. Units ambiguous but should be the same as + precip_threshold. Note default behavior of precip_threshold. (Ignored + if ``clean_criterion='shift'``.) day_scale : int, default 14 The number of days to use in rolling median for cleaning detection, and the maximum number of days of missing data to tolerate in a valid @@ -621,9 +626,21 @@ def soiling_srr(daily_normalized_energy, daily_insolation, reps=1000, * `half_norm_clean` (default) - The three-sigma lower bound of recovery is inferred from the fit of the following interval, the upper bound is 1 with the magnitude drawn from a half normal centered at 1 - precip_clean_only : bool, default False - If True, only consider cleaning events valid if they coincide with - precipitation events + clean_criterion : {'precip_and_shift', 'precip_or_shift', 'precip', 'shift'} \ + default 'shift' + The method of partitioning the dataset into soiling intervals. + If 'precip_and_shift', rolling median shifts must coincide + with precipitation to be a valid cleaning event. + If 'precip_or_shift', rolling median shifts and precipitation + events are each sufficient on their own to be a cleaning event. + If 'shift', only rolling median shifts are treated as cleaning events. + If 'precip', only precipitation events are treated as cleaning events. + precip_threshold : float, default 0.01 + The daily precipitation threshold for defining precipitation cleaning events. + Units must be consistent with precip. + min_interval_length : int, default 2 + The minimum duration for an interval to be considered + valid. Cannot be less than 2 (days). exceedance_prob : float, default 95.0 the probability level to use for exceedance value calculation in percent @@ -639,10 +656,6 @@ def soiling_srr(daily_normalized_energy, daily_insolation, reps=1000, The maximum magnitude of negative discrete steps allowed in an interval for the interval to be considered valid (units of normalized performance metric). - random_seed : int, default None - Seed for random number generation in the Monte Carlo simulation. Use to - ensure identical results on subsequent runs. Not a substitute for doing - a sufficient number of Mote Carlo repetitions. Returns ------- @@ -673,17 +686,17 @@ def soiling_srr(daily_normalized_energy, daily_insolation, reps=1000, precip=precip) sr, sr_ci, soiling_info = srr.run( - reps=reps, - day_scale=day_scale, - clean_threshold=clean_threshold, - trim=trim, - method=method, - precip_clean_only=precip_clean_only, - exceedance_prob=exceedance_prob, - confidence_level=confidence_level, - recenter=recenter, - max_relative_slope_error=max_relative_slope_error, - max_negative_step=max_negative_step, - random_seed=random_seed) + reps=reps, + day_scale=day_scale, + clean_threshold=clean_threshold, + trim=trim, + method=method, + clean_criterion=clean_criterion, + precip_threshold=precip_threshold, + exceedance_prob=exceedance_prob, + confidence_level=confidence_level, + recenter=recenter, + max_relative_slope_error=max_relative_slope_error, + max_negative_step=max_negative_step) return sr, sr_ci, soiling_info diff --git a/rdtools/test/plotting_test.py b/rdtools/test/plotting_test.py index bafa1300..5da59f41 100644 --- a/rdtools/test/plotting_test.py +++ b/rdtools/test/plotting_test.py @@ -99,10 +99,10 @@ def soiling_info(soiling_normalized_daily, soiling_insolation): 'soiling_ratio_perfect_clean'] ''' reps = 10 + np.random.seed(1977) sr, sr_ci, calc_info = soiling_srr(soiling_normalized_daily, soiling_insolation, - reps=reps, - random_seed=1977) + reps=reps) return calc_info diff --git a/rdtools/test/soiling_test.py b/rdtools/test/soiling_test.py index 26dae2b1..b5160cd8 100644 --- a/rdtools/test/soiling_test.py +++ b/rdtools/test/soiling_test.py @@ -41,8 +41,8 @@ def insolation(times): def test_soiling_srr(normalized_daily, insolation, times): reps = 10 - sr, sr_ci, soiling_info = soiling_srr(normalized_daily, insolation, reps=reps, - random_seed=1977) + np.random.seed(1977) + sr, sr_ci, soiling_info = soiling_srr(normalized_daily, insolation, reps=reps) assert 0.963133 == pytest.approx(sr, abs=1e-6),\ 'Soiling ratio different from expected value' assert np.array([0.961054, 0.964019]) == pytest.approx(sr_ci, abs=1e-6),\ @@ -92,18 +92,36 @@ def test_soiling_srr(normalized_daily, insolation, times): def test_soiling_srr_with_precip(normalized_daily, insolation, times): precip = pd.Series(index=times, data=0) - precip['2019-02-24 00:00:00-07:00'] = 1 + precip['2019-01-18 00:00:00-07:00'] = 1 + precip['2019-02-20 00:00:00-07:00'] = 1 - sr, sr_ci, soiling_info = soiling_srr(normalized_daily, insolation, reps=10, - random_seed=1977, precip=precip, precip_clean_only=True) - assert 0.948867 == pytest.approx(sr, abs=1e-6),\ - 'Soiling ratio with precip_clean_only=True different from expected' + kwargs = { + 'reps': 10, + 'precip': precip + } + np.random.seed(1977) + sr, sr_ci, soiling_info = soiling_srr(normalized_daily, insolation, clean_criterion='precip_and_shift', **kwargs) + assert 0.983270 == pytest.approx(sr, abs=1e-6),\ + "Soiling ratio with clean_criterion='precip_and_shift' different from expected" + np.random.seed(1977) + sr, sr_ci, soiling_info = soiling_srr(normalized_daily, insolation, clean_criterion='precip_or_shift', **kwargs) + assert 0.973228 == pytest.approx(sr, abs=1e-6),\ + "Soiling ratio with clean_criterion='precip_or_shift' different from expected" + np.random.seed(1977) + sr, sr_ci, soiling_info = soiling_srr(normalized_daily, insolation, clean_criterion='precip', **kwargs) + assert 0.976196 == pytest.approx(sr, abs=1e-6),\ + "Soiling ratio with clean_criterion='precip' different from expected" + np.random.seed(1977) + sr, sr_ci, soiling_info = soiling_srr(normalized_daily, insolation, clean_criterion='shift', **kwargs) + assert 0.963133 == pytest.approx(sr, abs=1e-6),\ + "Soiling ratio with clean_criterion='shift' different from expected" def test_soiling_srr_confidence_levels(normalized_daily, insolation): 'Tests SRR with different confidence level settingsf from above' + np.random.seed(1977) sr, sr_ci, soiling_info = soiling_srr(normalized_daily, insolation, confidence_level=95, reps=10, - random_seed=1977, exceedance_prob=80.0) + exceedance_prob=80.0) assert np.array([0.957272, 0.964763]) == pytest.approx(sr_ci, abs=1e-6),\ 'Confidence interval with confidence_level=95 different than expected' assert 0.961285 == pytest.approx(soiling_info['exceedance_level'], abs=1e-6),\ @@ -113,26 +131,30 @@ def test_soiling_srr_confidence_levels(normalized_daily, insolation): def test_soiling_srr_dayscale(normalized_daily, insolation): 'Test that a long dayscale can prevent valid intervals from being found' with pytest.raises(NoValidIntervalError): + np.random.seed(1977) sr, sr_ci, soiling_info = soiling_srr(normalized_daily, insolation, confidence_level=68.2, - reps=10, random_seed=1977, day_scale=90) + reps=10, day_scale=90) def test_soiling_srr_clean_threshold(normalized_daily, insolation): '''Test that clean test_soiling_srr_clean_threshold works with a float and can cause no soiling intervals to be found''' + np.random.seed(1977) sr, sr_ci, soiling_info = soiling_srr(normalized_daily, insolation, reps=10, - random_seed=1977, clean_threshold=0.01) + clean_threshold=0.01) assert 0.963133 == pytest.approx(sr, abs=1e-6),\ 'Soiling ratio with specified clean_threshold different from expected value' with pytest.raises(NoValidIntervalError): + np.random.seed(1977) sr, sr_ci, soiling_info = soiling_srr(normalized_daily, insolation, reps=10, - random_seed=1977, clean_threshold=0.1) + clean_threshold=0.1) def test_soiling_srr_trim(normalized_daily, insolation): + np.random.seed(1977) sr, sr_ci, soiling_info = soiling_srr(normalized_daily, insolation, reps=10, - random_seed=1977, trim=True) + trim=True) assert 0.978369 == pytest.approx(sr, abs=1e-6),\ 'Soiling ratio with trim=True different from expected value' @@ -141,20 +163,23 @@ def test_soiling_srr_trim(normalized_daily, insolation): def test_soiling_srr_method(normalized_daily, insolation): + np.random.seed(1977) sr, sr_ci, soiling_info = soiling_srr(normalized_daily, insolation, reps=10, - random_seed=1977, method='random_clean') + method='random_clean') assert 0.918767 == pytest.approx(sr, abs=1e-6),\ 'Soiling ratio with method="random_clean" different from expected value' + np.random.seed(1977) sr, sr_ci, soiling_info = soiling_srr(normalized_daily, insolation, reps=10, - random_seed=1977, method='perfect_clean') + method='perfect_clean') assert 0.965653 == pytest.approx(sr, abs=1e-6),\ 'Soiling ratio with method="perfect_clean" different from expected value' def test_soiling_srr_recenter_false(normalized_daily, insolation): + np.random.seed(1977) sr, sr_ci, soiling_info = soiling_srr(normalized_daily, insolation, reps=10, - random_seed=1977, recenter=False) + recenter=False) assert 1 == soiling_info['renormalizing_factor'],\ 'Renormalizing factor != 1 with recenter=False' assert 0.965158 == pytest.approx(sr, abs=1e-6),\ @@ -165,8 +190,8 @@ def test_soiling_srr_negative_step(normalized_daily, insolation): stepped_daily = normalized_daily.copy() stepped_daily.iloc[37:] = stepped_daily.iloc[25:] - 0.1 - sr, sr_ci, soiling_info = soiling_srr(stepped_daily, insolation, reps=10, - random_seed=1977) + np.random.seed(1977) + sr, sr_ci, soiling_info = soiling_srr(stepped_daily, insolation, reps=10) assert list(soiling_info['soiling_interval_summary']['valid'].values) == [True, False, True],\ 'Soiling interval validity differs from expected when a large negative step\ @@ -177,8 +202,9 @@ def test_soiling_srr_negative_step(normalized_daily, insolation): def test_soiling_srr_max_negative_slope_error(normalized_daily, insolation): + np.random.seed(1977) sr, sr_ci, soiling_info = soiling_srr(normalized_daily, insolation, reps=10, - random_seed=1977, max_relative_slope_error=50.0) + max_relative_slope_error=50.0) assert list(soiling_info['soiling_interval_summary']['valid'].values) == [True, True, False],\ 'Soiling interval validity differs from expected when max_relative_slope_error=50.0' @@ -194,7 +220,7 @@ def test_soiling_srr_with_nan_interval(normalized_daily, insolation, times): reps = 10 normalized_corrupt = normalized_daily.copy() normalized_corrupt[26:50] = np.nan - sr, sr_ci, soiling_info = soiling_srr(normalized_corrupt, insolation, reps=reps, - random_seed=1977) + np.random.seed(1977) + sr, sr_ci, soiling_info = soiling_srr(normalized_corrupt, insolation, reps=reps) assert 0.947416 == pytest.approx(sr, abs=1e-6),\ 'Soiling ratio different from expected value when an entire interval was NaN' From b81605b53316b6a4d1bb8aa09731e2fdab08fef7 Mon Sep 17 00:00:00 2001 From: Kevin Anderson <57452607+kanderso-nrel@users.noreply.github.com> Date: Mon, 6 Jul 2020 09:53:43 -0600 Subject: [PATCH 125/146] Change interpolate max_timedelta to 2x median, add warning (#182) * change threshold, add warning, update tests * fix how exclusion warning is calculated, rerun notebooks * changelog --- ...radation_and_soiling_example_pvdaq_4.ipynb | 40 +++++++++---------- docs/sphinx/source/changelog/v2.0.0.rst | 5 +++ rdtools/normalization.py | 39 +++++++++++++----- rdtools/test/interpolate_test.py | 38 ++++++++++++++---- 4 files changed, 85 insertions(+), 37 deletions(-) diff --git a/docs/degradation_and_soiling_example_pvdaq_4.ipynb b/docs/degradation_and_soiling_example_pvdaq_4.ipynb index cb53afaa..e1aab6ce 100644 --- a/docs/degradation_and_soiling_example_pvdaq_4.ipynb +++ b/docs/degradation_and_soiling_example_pvdaq_4.ipynb @@ -87,7 +87,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -172,7 +172,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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    " ] @@ -221,7 +221,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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    " ] @@ -268,7 +268,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -304,7 +304,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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mKWUL8BBw1dGTWuWrQGVlJSeeeGLf+RlnnEEikaCnp+eoyxIIBHjxxRe59957sdlszJkzh/PPP58nn3zykPX+/ve/k5mZyVlnndWXtnv3bpxOJ7fccgtarZYFCxYwe/bsvrbq6uqYM2cORqORs846i/379wNw++238+Mf/xiHwzGgnzfeeINzzz0XgF//+tcsWbLkgPwf/OAH3HzzzYCy6OaXv/wl06ZNw2q1HtcK2ldmtebxxuRixwF/VVRUvjwIIezAz4CzgGVpWZOBbb0nUsqAEKI2lb67f37q8+RD9LMcxdpGWVnZkRJf5TNS8ZPXD5pX/4vzjqIkClu3buWkk04CwO1289///d+cdNJJjBkz5jO1s2jRItatWzdo3pw5c3jttdeGbGPPnj1otVrGjRvXlzZ9+nTef//9g9bxer3cddddvPPOOwe4Y6WUA8pKKamqqgJg8uTJ/O53vyMUCvHOO+8wefJkNm3aRE1NDb///e8H1I3FYqxdu5YnnngCgKVLl3L33XfjdrvJzMwkHo/z3HPPsWrVqr46zz77LK+//jq5ubnodMevCqRazobJZ3VTmg1aTq7IxmzQfsGSqaiofAHcCzwupWzql24D+pvDPUDGQfI9gO1gcWdSykellCdLKU/Oy/tKbNemcgSorKzkt7/9LXa7naysLDo6Oli9ejUHC1+8//77efvttwekv/baa7jd7kGP4ShmAH6/f4DFyuFw4PP5DlrnzjvvZNmyZZSWlh6QPmHCBPLz8/n1r39NLBbjX//6F++//z7BYBCAKVOmsGTJEk477TQaGxu59dZbuemmm3j44Yd5+OGHmTdvHpdddhlutxuAtWvXMn36dDIylH+/oqIi5s2bxz/+8Q8AVq9eTW5ubp+iC3DjjTdSWlqK2Wwe1viPFapyNkxUN6WKyr8HQogZwNeA/xkk2w/Y+6XZAd9B8u2AXw5mMlA5LmldcVPfcSyIRCJUV1ezfft2vF4vL7zwAh999BF6vf6gdXbu3MnUqVOPSP9PP/00NpsNm83GwoULsdlseL3eA8p4vd4+hag/lZWVvP3229xyyy0D8vR6PStXruT111+nsLCQhx56iIsuuuiAgP5bbrmFbdu28dxzz/Hcc88xd+5ckskkjz76KO+88w4TJ07kF7/4BXCgS7OXK6+8kqeeUtbvPPXUU1x++eUH5PdXGI9XVOVsmEwudjB3bO5B3ZTqAoDPz1d9Dr/q4/sKcSZQATQKIdqA/wcsEUJsAXaiBPsDIISwAqNT6fTPT30eOnJa5bgh2l7bdxwLqqqqMBqNjBo1CoAlS5ZQVlbGiy++eEC5P/3pT5x++uksW7aM1tZWCgoKBrTVq1wNdixcuHDQ/i+77DL8fj9+v59Vq1Yxbtw44vE4e/fu7Suzbds2Jk8e3Fu/Zs0a6uvrKSsro7CwkAcffJAXX3yxL4Zu2rRpvP/++3R1dfHmm2+yf/9+Zs6cOaCd9vZ2HnnkEe666y6qqqqYNm0aer2eU045he3btwOKcnbeeQe6nRcvXsz27dupqqritdde47LLLjsg/8uyeHpYypkQYtoXLcjxynAfqFsaenjukya2NBzdgM2v0gP/y2ydHOw69E/7Mo/v34xHURSuGanj/4DXgbOBl4ApQoglQggTcBewXUq5O1X3b8APhRAjhBDFwI+AFUdZfpUvMVu3bmXKlCkHKBHnnnsur7zySt95VVUV77//PuvXr+faa689qMKxatWqPkWr/5Eeh3UorFYrF154IXfddReBQID169fz8ssvD7BI9bJ8+XJqa2uprKyksrKS6667jvPOO48333wTgO3btxMOhwkGgzz44IO0trZy1VVXDWjnhz/8Iffccw8Wi4WRI0fyySef4Pf7WbNmDaNGjaKuro5IJMKECRMOqGcymfj2t7/NpZdeysyZM7+0sZzDjYZ7RwjhBJ4EnpZStn6BMh01QtEEO50eJhc7Dhob1vtA3d3qpdMfBeDkiuxBSsp+f48OvfJFYooCEIknMeq0nFie9aWLd/syL6LovQ6g3B+haIIXNzfR6gn3pX2Zx/fvhJQyCAR7z4UQfiAspexMnS8Bfg88BXwMXJxW/RFgFLAjdf5YKk1FZVhUVlYybdqB9pBzzjmH3/3ud4TDYUwmEy+99BLLly9HCIFGozliLs2D8cc//pGrr76a/Px8cnJy+NOf/nSA5WzhwoXMnTuX2267DYvFgsVi6cuz2WyYTCZ6YyqffPJJHnvsMWKxGHPnzuWtt97CaDQe0N97772H2+3mggsuAGDmzJmcd955lJaWMn78eF544QVWrlw5wKXZy5VXXsljjz3GX/7ylyM9FUcNMZxQCCGEDjgPWAosBD5E+YX4z9QX2THn5JNPlp/1vXSb6rv5YK+LuWNzD6JwfarAjcq1sd/lP6giF4om2NLQDYg+xWg4yt/h0NtukcPMm1WtVOTa8IVj/OG9fWRa9Oi1GsYW2LhxwTiybYZB635emb6osX1Z6T8fm+q7eXNnG+FInIJMM6PzbNhN+i+l0nw8I4TYLKU8+VjLcSQ4nO8wlSND+mrNhl8u6vtcfutrx2S15lDcfPPNLFy4kLPPPpulS5cyf/58li1bNnTFrxDnnnsuN9xww6AKWmNjIxMmTKCtrQ27vX+I6PHDob6/hmU5k1LGgZeBl4UQDuA7wH8BfxJCvAQ8IqVcf6QEPloMx5LRu+oSINs2uALXS5XTwwd7XMwdl8sVs0YOsKYcKbY09LCysgWrUUdVi4cTSjPxhWO0eUPYjToC8Tgf7e9mTJ6TpbMqDqi70+nh3d0d7G71suSk0sNSFELRBM9+3EBlcw+Tix1MKc6kItfKe7vbmT+hgFZPqG9O0xXW3v4PR6EbrjLY7Y+ycmszFbk2ZpRmHlKh/iKZXOxgd6uX17a38npVG8UOE9k2I2eOz+OSmeWqgqaionLYXH755SxdupSysjI6Ojq48cYbj7VIR50zzzyT+fPnD0hPJpP85je/4eKLLz6uFbOh+EybfAghbCi7X18MlAB/BxqBp4UQr0sprz/yIn5xpCteB3v4D1cp2NLQw2vbWmnsCtDiVoyJ3zlJ8XX3Kiqf19rUWz8STxBPJhEk6PKH8YRilGWbqciyMjLPysyROexs9TJ/wsAA0V6lodUTZqfTc1hK406nh00N3exo9tLujfDR/m5yrTrW7nWxpqaTsmwzb1a1cWJ5Fs9vaiLLogckda7AAW6+z9pnr/vWqNcedA5XVjbzt4/qKcu28o1JBUO4oo8c/RVxs0HLkpNK2dbcw+42L9lWAwKoavEe9ryrqKioAJx00klUV1cfazGOKf/1X/81IC0QCFBQUEB5eTmrV68+BlIdOYalnAkhzgMuR3FprkeJo1iZ2iEbIcQfUJS0L41y1l9R6v9w7fZHeWOHk+JMC5sauodhaZLYzTrMBi09wRgf7HVxUnn2AQ/hz2tJ29LQw5/X1VLb4WNyoYO1ezrxhWPYWr3c9LVxeEJxKpvcZFoMOMx66l3+PitWr9y9SkPv2D8roWiClp4gu1q9uPxhLEYNLl+EaNyENxSnyulGq4VOb5SWniAZJh1TRmQCAqcnTLHDdFj99tbp9EV4fl0dl59WzoKJnyqfvW5lly8CQEGGcYAV74ukt48ih5mnNtRz7tRizAYtJq0Wu0nPzJHZTCq2U98VYlSu7ai4hfu75IdyzauoqKh8mbFarfj9/mMtxhFhuJazX6DEmN0y2GIAKWW3EOLmIyrZF0yve297k5vxhXYmFinmz96H7Mqtzfx9UyPFdjM6raChK8DIXBuzx+YO2t7EIgdnTShgUpGdd3Z3cFJZ1gClYFSujd2tXkbl2g5Tasnm+h58kQTt7g40AhwWA1NLHLR6Qnz/zDGs3NpMUaYZo05DTbufLr+irKQrg70Ww97VhMN9WPcGub+wuYnGrhBJoMkVIA6MK7AxdYSDhu4Abe4w2VYDSZT5zLHqWVXVyuwxuZw5Pv+QfR1KaYnEEnxY66LVE6K+K3BA3k6nh5WVTnY7vXiCUXY6Pfz5g/3cuGDsUVFEeuf0kff38ezGJgLROFOKM3GFoowtyCAYTfBeTSdmvY79LuXLYzBFvf/4D1eJ671Wjd1BpASDTsN2m5sdLR6mjsjkkpllR11BSx8LHL6LW0VFReWrznBjzoZcCiKlfOzzi3P06HXvbWnsYYfTw9RiB+ML7X0WmGA0TjIJO1s9xOJJcjNMRA7xHq79Lj+ecBx/JE4wmkCvVXYpebe6jfquEItnjGC/y4/TE+aNHc7PHO/V7Y9S0+ZjQmEGmxrc6LUQToBRJwhGYvzf+7XMH5dPY0+I5p4QWo1ACCjLthygJIaiCTbUdlLfFaIix8q2ZveQrsLe/n/zr93savNhN+sZV2CjweXHaNCRjMZp80SYNz6P5k1B9nT4sZu0WI06Moxa/rHJQ5c/wr4OP0adllmjcw7aT2883eIZSWaPzf3UlRtL8sKWZjq8EU4blcPZk4sOUCwnFztYOCUKSLyRKD3BKGv3dtDlj/CThRP7LGihaII3djiZNTqXDbUuzp1aPGDRxOHQe9/sa/cRCEdZv9fFvnYfzV0hELDT6cag03L2pMI+ObY3ufGG4oSiib756G9d7T8fw5Xlxc1N7GnzsqcjgMWgRQiwGLTsaPbQ0hMC5FGPfdtQ28mKDxuYPSaHKcWZbKzvBpT/RVVRU1FRUfmU4bo1B74KXiECNAOrpZTtR0yqo0AomiAQiTMqzwYS3t/TSZXTy4llmWxu7KHDG2FGiYMOX5j6rhAmvZZDbQvXqwB9tL8Lg07Q7g2xpqaDX725m0AkTjAS44SyLHJtRlo9YbY0dA+pEKXzzMYGntxQx4nl2YwrsNHSE0ArJSB4t6YTfzjB+n0ubEYt00syMei15GeYmDU6lxc3NzFrdC7v13TgCcV4fUcrGo3g4pNLmTs2F28ozhMf1eINxvn5BVMZnT/QsvfGDidr97no9kewGLRMHZFJOB7HF4pR4DDjDkV5dZuTkTlW4gk/kXiSSDxGldOLUauhMNOEKxDhyY/qMep69+QRTCyy93O1HbglSa+yMr3EjsOkJxJPUuQw89p2JzVtXpacWMLsscoS7V2tXjY39GAx6Cly6ElISU27jz9/sB+HWdlde3erl1e3t/LhPhf7XH7W17q447zJ1Lv8pK+0/axsaejhsXV1BKJxhNCws83L9pYk2VYj50wppNsfpcBuYnqpsjBiv8tPdZuP6jYfdrOuz3o20LoqiSeT1LR7Dylb+mrhSDzJ5sYewrEkLl8EbzhGXCbxhxOY9Rp0Wg1VLd5UeQYd93BXKQ9F7wKNokwzH9Z2Ut8VIJGUIBVl0RuKs6G2i1VVrZ9JAVVRUVH5KjNct+Y44AJgI9AElAIzgVeBbwJ/FEIskVJ+aSLw/rG5kb9+WM+YfBtzx+YST0qsRg3zJxQQjSd519tOdZuPUCyB1ahFpwFIHrS9XutNpy/M5OJM9DotG/d3EYjEiSUk7b4I62u7yLUaOH208gDqvy/WoawHLT1B3ME4lY095FgM6DSCvAwTo/Os7GhxE4kLhEzi9ifZ1eqhNNsKSP77xW20eiN8sK+TelcIbyhKPJHgxIocFp9QQrbNwPq9nVS1eHH5IvxqVTXfO2P0ANfT/AkF1LR6cYdjVLV48EXilGVb2N7kZVKxnQ5vJPXgTaLTakhKic2kp9BhIhRNcuqoLPRaZVxVTi87nW66/DHsZh2lWVZAUXAj8QQTi+xMLFL671VWfOEE+10BynPM7HS6aegKoRWC3727j0KHmZ5glDer2ml1B5lQaGf+hHxsBh0rNtQzNs+GRDIq19an9GSY9Ox+ew+bG3r437eq2dcZojTbjFGvGXJblcGvkcRm0qIRUOwwE4jH0AoNOTYjuTYjeq0Wh0nHqqpWjDrBxCIHY/KsIMQBbu7+1tUTy7P7FlIcbCFBr6VsY103XYEoJr2WQDTOxEIrNW0SnVZg0eoIhOPkZxi5YcFYMkw6atr9VLW40Wo0A8Y9/P39Bs5N+n3zxg4nz29uIpGEsQVWzhqfT2Gmma0N3ex0+phW6mDaCAcuf+SQlmkVlaNF3pI7j7UIRwQpJVdffTUrV65k7NLiO+gAACAASURBVNixPPTQQ1xzzTXU1NQMWv6qq66ipKSE++677yhLOjj3338/+/fv57HHjn+n3JlnnsnSpUu55pprjlibw1XONMDFUsqXehOEEN8CLpVSniaEuBIlLu2gypkQ4gbgKmAq8KyU8qpDlL0FuBUwAy8C35dSRoYp6zARGHSCkblWxuZnsHaPix3NHmraPFxyajkIWLmlhWgiyZg8GzaTHuMQb7Df0tDN85uayTBpGZVrZf6EAnJsBtp9ES4+pYyVW1to80aYVqqhyGFmTU0HRQ7l5atDLRY4bVQO79Z0oNdqmDUml1AsyfSSTPZ0eGnqCTM230i7L0xDV4B2b5R8m5l2d4Q97V5AMDrPSp7VyObGHnRaI989uaTPnXdieTbfOXEEL29zEool+Mv6OqaXZKLXaujyR+j0hXllWysaAeXZFrY0uhFAjs1EIulhW5ObeCJBPJ7Am0xSkWNj8ggHpdkWtjZ0s68nQE2bniK7ib0dyisIS7MtbOvx4GmJYpukIxJLsqG2iyc/aiTLYmBaiYNsWzb7XX46/VH2dfhx+SPMHJmFVmgIRpPsbHHjDSe497VdaDUCq1FLocOMyaCjyumm0xtFCKhq6aHFE8EdijKpyMHIXBsTi+x8UtfF2n0u2n1RWnoCZJr1A9yM6aRfo8nFjgO2CZlY5KAww0xTLEiHL0w0kWBGWTaXzixnRmkmlU3dvLWrnfquAK9tb6HK6aWm3YdWo2G/y4/Z4GBDbSd7OwLotYK3drVRnGliwcTCIRdwbGnoYXNjT8ptGaArEMVi1FHX6cfliyI0MDbPismgozjTgi8cI8OkZ0eLm9F5NiwG3YA4yMnFDiKxBJF4kpG5tiEXVaRv0TIy18bG+m4isQQZJh1Wgw4BTC/J4orU1i7bGnvwhiLscno4fVROqhX1bXIqxx7LmFOPtQhHhHXr1vHWW2/R3NyM1ar8AD6YYnY8cttttw277N13382+ffv63qn5VWC4ytnZwCX90l5DeWMAKDtl/36INpzAfam2Dvo6eCHE2cBPgAWpOi8B96TSjhiLphXT3BWgIMNEeY4Vu0lHpz9CfVeIGaUJgpE4o/MtTNY7uGbuKHqC0SEfUJG4JJGUTC7OZNboXFasr+PE8ixiSfh4fxeuQISpIxxMLnbw4uYmtrd4eLOqlWmlmX0Px954pP5B4U09QUhKvLE47mAMhGBnq4c3drTiDUaJxhOMybMp22wkJGMLbGyocyEl5NkNOMwGpo7IpK4rSFm2iUhcsn6vq8+ddd2ZY/GE4ry5q5VYAnoCUXIzDBRmmPmwtouP97swG3S0ecOEoglyrAZG59n40NhJJJbAH0kgkeg0SQodJm4/bxKhaILKJjdGg4ZkUrKn0487EEOn05BvNxJJJIkmwROKsbG+G4dJR6ZFz5QRdkbl2thU3903L0UOM2PybeTYjOxsbaG5J4RGC7k2PZ3eMLvafOg1MLEog0K7kS5/lDqXj0yrkXBcUtvpY0+7F6tBx/giO6ePyuE/5ozCbNCh1wr2tPvo8kd4dXsLTneQc6cWD3Dn9V7/Ubk2XtzcxJbGHrQaDb3bhAgBRQ4TjV06GntiOHuC1HcFmDU6h/quEOtru0gkJe3eMC3uCDMrsmjzRuj0RdjS0MOTHzXS7lVWtNa0+9nV6mPBxMJh3M2K67PHHyEYSwICCSRlEg1g0mnoDsZIJpK0ekKs2tnGrFHZxJNJdjo9lGZZ2e/yH7CPX++YV1W1sXhG8QBltf89OrnYweYGRQG98EQdDpOOrY1uVlW10tITojjTRKsnhNMdYkOti+sXjKWpJ0SHP8LaPZ1941BRUTkyNDQ0UFFR0aeYqRyceDyObgjjy9FmuD9Va4Hv90u7LpUOkAsEOARSyn9KKVcCXUP0dSXwuJRyp5SyB7gXxeJ2xNi3bx833Xg9Lz36S/73V/dx3f+7g7o1zxPb8SZNH7/Bolt+xf/85e+88sa/WLfhY96ubicS+9SlGY/HicViB7QZiiaod/nJtOgAyYP/quHV7U5e2eZkZkU2Fbk24skke9p8/G1DPSeUZTFthIOiTDPv7u7gjR3Ovgdd+ns6e11WG2q7CccShGMJ2r0hEknJqSOzmTcmB6tJTxLQ6bT86OsTuPL0kcwZm8fFp5RzxewKKnIsvFPdwbu7O/BH4tR1hfi/NbU8uraWLQ3dffFKDosOKUEmk+i1gmhcEojEiMcSTC/Nwm7Sk0xIxhVk8KOzJ3DpzHKunTeGH359AnPG5nHZzDK+NWME588YASguukK7kVG5NhxmPQ6TnmmldjKMOjq8EaYUO5hcZOfrkwqZXuKgKNPE1BGZLJ5RQnWrh+c+aeLjOhfbm9xsqu8mmlAe3s1dIVq6fXiDcUx6HZ5wFIHidK7tDLKutouaNi89gRht7hANXUF0GoEvHKPVHaK1J8TGuh7erm7DHYoxtcTB8rmj+f78MUwdkUlryq14sPdgVja5+bi+C4tBx4IJ+dS0+2nsDmLWa2jsCTG6IIOKHCtCCN6tbuNvG+rwhKLYDVpmVmRy0cmlXHX6SBDwdnUbT3/cQCQe56SyTKaXKPeA8uYOZbwbajv5w3v72FDbeYAcvattCx1m2t1hNtV34w5GKc0yY9JpMOl1lOSYGZGluGtH5dkIRONUNbtpcAWwGZRNjEOx2IBFI+v3drK1qYcOb5hIfKA7v/97QrsDUd6u7mBvh483qlr5uK6bZzY24g7FkFISS8K6fS5+/MI2Hv1gP+/VtHPFrHLKsiyMyDSTTKqKmcq/L01NTVx44YXk5eWRk5PDDTfcACgbqt53332Ul5eTn5/PFVdcgcej/M/V19cjhOCJJ56grKyM3Nxcfv7znwPw+OOPc80117BhwwZsNhs//elPWbNmDSUlJX19bt26lRNPPJGMjAy++93vEg6HD5DptddeY8aMGWRmZnL66af3vWwcoKKiggcffJBp06bhcDgG1H/55ZeZMWMGdrud0aNH9+055vF4WLZsGUVFRYwYMYI77riDRGLw90LffffdLF26dMixrl69mvvvv5/nnnsOm83G9OnTh+xrxYoVzJ49m1tuuYXs7GzuvPNOMjMzqaqq6uu/s7MTs9lMR0cHPT09LFq0iLy8PLKysli0aBHNzc2f9TJ/JoarKl4D/FMIcSvQAowAEsCFqfzxwJFy1E9GeRtBL9uAAiFEjpRyKMVuWDQ0NPDiU3/tO69Ny1vTr2xbXgmjJk5VVhqm4nKef/55LrvsMrRaLRaLBbPZjFZvJC70oNOj05vQGAwkNQb8ZeNZMP5udjk9mLRa3t3dQeDttfwjXA9aA67yPJz+JJV6Izs+dvD1aWU0uGO4mry0ZEcJBzzUtAUIRROU5Vhp80aIJWFKsR2jTsvYQgfBeBIpoTRLcVnt6/Czr8PPd08pZXerl1e2OfEEYrR7Q9hNBkozTWxv9rK3M4zLH2VDrYvfvr2XSCKJUasFIWjoChKJxxEI8jLMTC+x4/JG8IRjTMmx0BOMMjrfxtVzR7GpvpsOv2IJqnMF2NrYQ6s7REWuldJsK3va/exu8zJvbB6l2Wac7giecByzXovFoWNjfTfTSxxsa1a+dCpyzLy3u4NWT4gPa7vYWNeDNxQlFo8zIkuJpUtIAVLSE1C+EHKtWtBoyLYYKHKYqXUFMMUSZFr06HQgNAKBICYl/mgCX+RT5dpuMrBwbjHwaWB9JJ6kONNMJJak2x9lv8uPNxRjVVUb5TlmmrvDRO2SN3a0YtYK6rpDuENRmrpDlGSZuXRmGbFkkg/2uFi1ow2TQUM0CcGYxBOMMaM0k70dXgw6LSNzLYCGzY1ukklJXCYZkWlhUlEmAHs7/Ozt8PHcpiZmlGb3uaN7V3LqNFDT7iUUkyCgKxghHEtS7DBz7rRiNjf0UNXiJseqIRJPkpTQ7A5jN+oG2Kp63/7wTk073mCcLKvS1/q9nQe8t7X/2zUeW1tLtdONQFDV4oEkeEJR8jONmOIavKEwwWiSYDhGMJZkc30PPcEYbb4Qe9q9TCiyY9Spbk2Vfz8SiQSLFi1iwYIFPPnkk2i1Wnpf47VixQpWrFjBe++916ec3XDDDTz55JN99detW0dNTQ179uxh5syZXHjhhSxbtgytVstjjz3GunXrAFizZk1fnWg0yuLFi7n55pu54YYbePnll7nkkku49dZbAdiyZQtXX301r776KieffDJPPfUU559/PjU1NX3vwXz++edZvXo1JpOJ2bNns2LFCq677jo2btzIFVdcwQsvvMBZZ51Fa2srPp8SznLllVdSUFDAvn37CAQCLFq0iNLSUq699tphzdVgYz3nnHO47bbbBrg1h+rr448/5uKLL6ajo4NYLEZ7ezvPPvtsn9L3/PPPc8YZZ5Cfn09XVxf/8R//wfPPP08ikeDqq6/mhhtuYOXKlQNkbGxsZNq0aWzfvv1zvXR9uMpZJTAWOA0oBlqBDVLKGICUci2w9rClOBAbkG6u6P2cQT+rmxBiObAc+EyTEAqFhi+MxcLFM8to9UT6XGy99ROJBD6fr+/GG4xIJMIf1+wlEImTaTFiNmjwNG/nndeVIMd3+pX/VdrnFcB3Lr4UOe8/qW73UpZl5uSKbLrW/I3/d+c/kBo9OoMRR4aVopxMdmj1ZNtt+BMCV1Dy7l9NfOMbZzN3zAwqm9wEo3GEgIizmrrNNYSklheiDZQXZNG0v4ukRo/ZbMZithJJaPBHIJaQ2C16Mkx64skkEsm4/IwDLC29QfuRuMTpCSOl8iqr6jYfCybkYTXqKLSbSCST7HR6OX1MLnqthjZPCLtJhysQY9boXEbmWgFBTbuPTxp6MOt1nD46B5mUvL+3k65AEm+bD4teg92sRwA6rRZfOEaWxUBxpoV545SVmwa9hnjCRrbFgDccJ9NsIJmUdPqilGeZufS0ciLxBCDwhmO8W/3pYuP6riBd/ghFDhNOT5g1NR0YdBpyUkqRXquhJNtEpzeKNxjF6Q7ijyWx6QWFdhP/cfpIijJNfe1taXTT7Y9SnmOh2x+httNPLJHke/NGo9doqMi10bugwKrXUuAw923F0tITYl+7j1A0wb6OACu3NjO+MCMld5R6V4Amt59oQpJt0RKXAk8wjpSSSCJJgytAMBInkQS9VvD18fmEEwl84SQOs47ybCt6rVbZXsUVJJaU7Gzx4A8lcJj1zB6TQ31XkKoWNz3BGLk2Y9+PlPQtMGaUZfGv6naisTit7ggaQKsVRCISfyRBJJYkDiSTMRxWPdta3JRnWxGAL5wgHFGuxcHi/VRUjhbNf7ii73PJ9X/7wvvbuHEjTqeTX//6132utTlz5gDw9NNP88Mf/pBRo0YB8MADDzBlyhT++tdPjQs//elPMZvNTJ8+nenTp7Nt2zYmTpx4yD4/+ugjYrEYN998M0IIvv3tb/Ob3/ymL//Pf/4z1157LaeeqsTfXXnlldx///189NFHnHHGGQDceOONFBcrP2q/+c1vUllZCShWu6uvvpqvf/3rAIwYoXhS2tvbWbVqFW63G7PZjNVq5ZZbbuHRRx8dtnI23LEOp6/i4mJ+8IMfAKDT6bj00ktZvnx5n3L2zDPP9JXNyclhyZIlfe3ffvvtg746ChRdxO12D2s8h2JI5UwIoQX8QKaU8oPP3ePQ+IH0F2L1fh6gAUkpHwUeBeWlwcPtYPLkyfz+979nT7OLGmcXeSZBPBYhGAzR2OEmGglh0STxB4OcMnUieRkmdrf5++Jy4vE4Go2GZPLgqzd70RmMBOMxfGHFnFpgN2PPNbJnmLLG0GHUCkxaDaVZFkblWtnV0U5Px6d7Abs40PqXTndMx+MPn01FrpVXtzqRwDvPPcbej94DlGDBQ1G48HqCZ1zA6qo2JJKEhGcfuo2/3t5Klt1KQqNHqzPSEZKMLswiw2alMNuOLyIJJHVsScynO2CgyGEiEI3jCycwuBsYnW+nzeOhujlBdWeYbEOS08YVMSbfTiQeZ9G0YvRaDaeOzMVu0lPXHcCgFYQTSWZXZFPbHSLbYiDTrKXa6WdicQYLp47AqNOwvtZFWZaVrkCEdl8YrUbDRSeXsLs1g52tPr45TflCeerjBto9EQocJgwpZSiRVGK2zhyfz7lTi3ljh5NdLW52dIVYcmIJc8bk8N7udlp7wozKtVIdiROOJ0kkIc9hYe6YPPZ2+PjXrjZybEaWnDiCpq4gO50eHGYtWq0GJHQHY7R6QowvtLOysoUFE/LItRjZ0+Gn1RNGo9FQ2+nnuY1xPq7rQquBPJuBokwzKyudxJNJHCY9Le4g7Z4Yeg2UFWdQlmVm3d5OwjFJc08Yb7CDaaVZnDUhj/IcG5OKHTz5UT0t7iD+iJFsq4ECu5H3ajpYU+Mi06xnwcR87GY9p1Rk09Qd4L3dnYzMtXDRyaUYdRoisWRfzFnvAgmDTkO22QAWPYGIn1hSib/0RWJkWvV4glGCMYlWI4jHJb5QnGQ8iUmrRasR2Ew6/r6pgbeq27hxwbgjsvecisrhkPB3D13oCNLU1ER5efmgMU9Op5Py8vK+8/LycuLxOO3tn/6YLCz8NC7VYrEMa4d8p9PJiBEjEEL0paX309DQwBNPPMHvfve7vrRoNIrT6Txov715TU1Ng76MvKGhgVgsRlFRUV9aMpmktLR0SHkP1ufBxjqcvvr3u2DBAkKhEB9//DGFhYVUVlZywQUXABAMBrnllltYvXo1PT09APh8PhKJBFrtF/NjckjlTEqZEELsAXJQAvS/aHYC04HnU+fTgfYj5dIEGDlyJFd/77o+91V9V7DPitPcE6Iky8Klp5YTiiVYsb6OLIuBuWNz+6xF1157LcuXLycWixEKhfqO5zfs4+2qZmYUmYlGwrR1e4nobNRHIRqXhGMJpoywc2Lp2Vg1CTbUOPH6g5g0Cex6STwaJhQKEY9GiEbCWLRJxo8sYdYpZaze2c4N88cQiiX4F4P76AdDbzABGsbm29Hq2sgw6QiFwkPW6yXHbsVi0NETiHDGuFzGFDi495EdtOwfuOpnxyD17x47msUnzmP+hALqXcr+Z0vmTsHd5Tqg3Hupvzq9Aa3egNFkRuiMdDz4Z65edAbzxuTx1q529nX6WPHA/yOh0VOYbacw206zN05Hho0db1oZU5yD1WLGaDSRYzYz64RZbGsNUdsRoK4rgMsb4o2N1Ywdkc3+Nh9Cq2FktoUFEwvwhWO8vqMNjYBYIkF16v2kr213UtXiocMXJj/DqKxOTUoyLXouPqWUFRvqEAi+NjGfYEzS5gnT7Y9SlmNmYpGDrY1u4glJhklPNBHjvGmFOMxGZb+2bS10eEM0dgdxh2NoNYLTx+QyNt/GLqcSdxdNJBmfZ2dSkYNWd4iFUwqp7wrS3B1gTK6NeCKBzajHE4oxelweEwrt7G73UtPqo8BuJhxL0OFLgNBwQlkmF51cwktbnXhCUTyhGE3dIWo7/Oi1YLco7ezt8GPWa9nR4lEsaZE4i6aNIBJP8sjaWmaPyeVrEwvwBqPUdQZ4q7qd7lAUm0HLuAI7ORkGatp8aDSQazNSYDfjMOvItRrZ1+FHr4uQnWGk0R0ky6Ln5Ips1u51sbc9wJg8J0tTqzpVVL7qlJaW0tjYOGhQenFxMQ0NDX3njY2N6HQ6CgoKPlfMU1FRES0tLUgp+xS0xsZGRo8e3SfT7bffzu23335Y46mtHWguKC0txWg04nK5jnjwfbqSOdy++tfRaDRcdNFFPPvssxQUFLBo0SIyMjIAeOihh6ipqTlAcTvhhBNSscFfDMOdoaeB14QQv0XZdLZPIinlu8NpQAihS/WnBbRCCBMQl1L239zob8AKIcTTKO7TO1A8fEeUnU4PG+t7yLMZcPkjxOJJ3q5up9UTxmxQVg02dAV5o0qxUN2+aFL/8WAwGDAYDDgcygrLU04wk1c2hlgiycuVLWSNNDAp38a3sq08t6kJi0FDU3eIinETmbN0PA0bGrCEY0wqtlNgN9Hpi9DljzIm38Z5U4vpCkRZPGME/9jUSHWrh3V7O7n2zDE8+fgjbNpzJyUZWmQiitvrp7rZRYFFw64mFxv2tEIiyu5mF45RUwGJUaehOMsEEhaedQbvmS3EImGikRBuXwBtMkYkHCYWDSPjUZKxCMl4jMJsO5OKbGxtShBPQiyexB8IDnueDUYTE4rsZFsNjMjKY1N9N8Hgwd3K8ViUeCxKJKj8ItrW5Oaul6uo6/TjMOsxapJ0blNUuW5gV7/6b/Y7/99XPmHdPi8jMi2MzbfRk2zl0eu++el11GrZbDDxiM0KWj1hqUNvMLLSaCKpM3H+rb9TYq30WvRaDe6OVnzrXiSpNbBlbwZvvwgJjZ5Rhdms2m/AZrOg1ZuIJDTs8GdQOb4AvVYwvsDG6Hwb8XYfe9r9lGZJ3tvdzu52HxqNhrH5GYpC1uojllCsdwiBNxQFCZlmAwUOE23eMAadhsUzRrCyspnqVh8ZRgMGvRaDTsOk4kzsZh2ecJyTyrIpzrTw6vYWJhTamVLs4MTyLLY09BCIxghGEswoy6DTG6bdF2F6SSZlOVaC0TiZFj2LTxhBOBpnf6cPDRCJx/lgj4t6l7L2x+WL8OH+bt7c2UY0nsBhNeANx3CHY9R3+zHptVRkWcm2GgnFElwzZyQg+PumBiaPcDCx0I5Go2FKsZ2LTiljeqmD+q4Q504tHvb9paLyRVPxk9cPmlf/i/M+d/szZ86kqKiIn/zkJ9xzzz1otVo2b97M7NmzueSSS/jlL3/JwoULycvL47bbbuO73/3u51ZuZs2ahU6n4+GHH+b666/nlVdeYePGjX2uuu9973tccMEFfO1rX2PmzJkEg0HWrFnDvHnz+hSWg7Fs2TK+8Y1vsGjRIubPn98XczZhwgS+8Y1v8KMf/Yh7770Xm81GXV0dzc3Nfa7Sw6WgoIC33nqLZDKJRqOhqKjosPq69NJLWbx4MTk5OX3uTVCsZGazmczMTLq7u7nnnns+l7zDYbhXuHel5t390iUwapht3AH8NO18KXCPEOIvKM/YSVLKRinlaiHEr1CMKb37nP10QGufk/R9nIozzezt8FHstzAmz4Zep2weOiu1WexVs0cO2d5Op4dNDW6KHSbOnlyMXiOIJSVd/ghOT4h543KJxpPUuQJ8sMeFLxKnKNNCuU7DN6cV88KWZnRaZQuEVk+YTQ1d7GlXXHmxpCQcSxJLrWgrzMtmUd6n2x5squ/GH+rA7jAxe4IZb1EbCybksXF/N05PmLV7O/ne3NGUOCxsbujhpPmX89Ydd/FmVStGnZaVlS1kWvRML3UAglgiSXcgSoc7RIcvjEmvJxxLsK62ix0tXuYsv5ezx9oZnWMkFArh8QWobe0m2wj1HT3saelGk4jQ2u2lNZHBe7s7+ua80xcmt2ws0VAAA3GikTD+QBAZjxIJD1Ta/AkN+xq6icaTjMyzMcpuZ+NnuM5jinMo60goLx4vsqP3tx2QLxMJoqEArtDAxcYavYlP6rvJsRkZnWtFAt0t7bS8/yyg/HLoZbDfsI78Es4/43084Thfn1TIuVOLuf6+P/CP/7kNvdGE2WzuW0xSlWUHnZ62QJKw1GK3WZk+dSplk7+Jyx9mT4ePHKueur27eathF9XjivFEwdkewhvTkJuZwSnjCmlp2E+nycT4TDOODAPTShVlLX1blpo2L8mERCApsBuREna1+tjvCrKvPUB9d4BMi4F1ezspybZwxekj+f/snXl8FeX1/98ny81KNgIhYUkAkSUgCIgiiqKtW9XaolVxwdpqa2tbl9Zqv66tVWsX+2u1tVqruLS1KvVrFbd+QVHrUkQQglEEwpZAyEL23GzP74+ZuUwuN8kNyV2SnPfrNa/cO+tnnpnMnHue85wzcUQqJZVNtHd0UDg6nbNn5nHEmAyaWtpY9dleGlo6SE7swIihxdtOU0sHifGxHDcpm2m5TnyiVRHi6ILhfFBSybNrd5GWGMuO6kZe3VhGQXYKk3OGacyZMqSIjY3lX//6F9///vcZN24cIsKSJUtYsGABl19+OaWlpSxcuJDm5mZOPfXUTl2Nh4rH42H58uVcccUV3HzzzZxxxhl89atf9S2fO3cuDz/8MFdffTWbN28mKSmJ4447joULF/a473nz5vHoo49y7bXXsm3bNnJycnjggQeYMmUKjz/+ODfeeCPTpk2jrq6OCRMm+AYh9IXzzjuPJ598kuHDhzN+/HjWrl17SMc6+uijSUlJobS0lNNPP903/5prrmHJkiVkZ2eTl5fH9ddfH3AwAFgeyGnTprFp06Y+DQiQULrlwsncuXONM8IlGJwUFWU1zb7A77z0RMZnp/L8ut0AnH/U2G6zone1v0VTRvqy/jvFp8dlJXPGjDzW7axi1af7KK/zEiNCbloiHcZQ1djC+OwU/rOlkqoGL0flZ3H4qDTOmTWadTv388R7JVxyTAEnTR3Z7bGPnTjcVxaqqaWd217YyM6qRo4qyOKyBeN57J1tiAjjspL4z5YK1pRUExcnjBqWxPWnTCYhPsZXLumtzyqobGjl5KkjWLOtiua2Dhpa2plbkNllXUYnFik3PYnH3tlGe4dhwogUXyLV+17/lPU795MYH8NRBcM5e9ZoXtu0hxmj0/nyzNH8d0sZH2+vYFtZFbsra5h/xGRWf15NSkIcl8wvYOPOCnZ/9AYTMj28uWkXbS1exmXE421uYuuearIThaSYdkora2hpbuZvzyxn9eYKhqcmsLK4nCkJ1fzw6+fS6rW6kLuLG4xLTucLP/9fTinM4ZOyej7fV0f87o957b5rgronJhw+lYefX+Ub4ZjkieW+Bx7iuquDC3498ujj+NWjz7KprJbXNpZR521j8+t/ZffrjwS1/exFZ/KnvyzrdA9f/eNbefYfT2Ni4iHOQ3JSEmNGpNNKPMNSk9lV205VcwepqamcfOKJlCQWNI1/QgAAIABJREFUMHHEMM6bM5Y126v4fNMGPtuxh7RhyRw/ZQzF+5r4cHcDJiaeGeNHkpyUzOa99bR0GBZOGkFWiodFU6x79q3NFRw/KZsJ2an87v8+o7ze8taBYdWn+6io8zItL51L5+cH/X8nIh8aY+YGtXKU09tnmNJ/uL1j239xpu9z/o9f7Ha7/vCcKUOX7p5fQftGRSQee7SmMeZpEUkBMMZ0m98sWikqrfEZZE7C0dz0JF7dWMZJU0aSlhjfY9JZN0meWJ8BkpuexJPvlnDGjLxO2d2TPLGkJXkYlhgPHYZtlQ2kemLYVd3MmMwEPt5Zza7qRkZnJFHrPdDbmxAnfPO4CczOz+zx2O7yOd7WDrJTPeyrs7x3JRUNXHfKZF/NxLc+20d9cwtZqYksPbaAqblpfFJWw8wx6Wwqq2FzeT1zCjL4aGcNSQnxnDYjO+h6oCUVDSAQGyOcMSPPl6h0wogUPt1bhwG2VDRQtr+JKaOG8VrRXrZVNLBocg47G2Ioa03mlPnjiY+NYWRao10GycOpR4yl8LSrKSqtoePwcvLSE1k8Z6zvnB1t72yu4Pl1u/l38T5qmlppabeMsClTp1Ntx7sZY3jt453c93IRba3NHJM/jFjTxvBEYWf5fjaX1zA9P5NkTzwxGFpbDclZecw850oaG5to8TbT4m1meKJwWJaHFm8zFfvriDVWF3FW7jjW76rh+EnZvvbaXXFw3rSu8BJPQlwMR47NoLW9g+fX7sK0BV8oY1hq8kGZ/73V5ewt6TwcpSTAtuVATkocMfPG8Xl5HSUV9Zw0ZSRP3vkwG955HbBqt7lxsiDFxsWTmJTEOT+7m9x5Z5CbnkRJRT1TRqVy4w0/pKJ0JyY2noxhqXjzsthV28bWqhaaOmLJ+sLpTDirMOhzVBRFGYwEW/h8BvACVqHzMcDTwAlYCWPPD5m6EOLO9r61op4J2an88Y3PWbdzP1+elcfpMw6M8uip7qVDkieWuQVZ/OXtrTz74S4aWtqYk58VMMv8h9ur+e+OappaO9hVbZX8qWtupaWtAwPUNLaycfd+PLHCvvqWTi/47o4N+AyT06ePYuKIVCobvOxvbPMVz3bWO2f2GIrK6kiIt3JTZacm8EFJNelJcby+qZyqBi/e9naqG1uYNHIYBdkFlNV0n4Zk7fYqnl9XyunTc8hNT2Tj7lo+KbOOW1Raw7dPmETOsES2VzaQPzyVEyaP5BevFFO8p4at++oZk5lERmIcHzV42bBrP/nDUzh2YjbxcbFMzU33jeJzuqVBDjp/C8sjnJuegCdWmD8xG09sDFNz0zpdz4VTR7O7ro11O/dT3tpB8Z5aCrJTuOwLM0n4pJz1u2qoamwlMymezOQ4jptUSPrxs2lt6+C1oj3srG4kwRNDcvYw7j93JqMzDxS/cBcPX1NSRWFeOmeffwlN+fMxrV4+2lqOR1oZmRxLpsdw0qRMSitrGJkcQ1NTE974NED4oKSK8tpmKyXI2EnIvNNpbWkmOaadypp6YjpayUqApJh29tc1UNfQSHtLM8QnH5T5v7Ul+MEgh40eTuLoYVTUtlBR76W2qY22ILZvb2uloa6Vijov5btqaGk31DS10uht47/vvk3trs2+df3z79QWTjlIs6IoylAjWM/ZH4FbjTFPiEi1Pe9N4OHQyAo9zst8TYkV0LynppnMpHhmjc04KCC5p7qX/uSmJ5IQF0trW0fA7byt7YzLSuKogiyK99SRlexhVEYiU0el8cmeWor31DFlVBqTR6WxaEoOZTVNvfLiOYZJQlwMi+eMZXx2Cp/uraey3uszSopKazh6/HB++uVpvL5pL5v21DI7P4PjJ2Wzr66Z1IQ4RqUn0NEOe/ZbXbCrivcGUQRb7GPHMTlnGJ+U1eFta+vU5ZvsiaOorI6puem8u6WCbRUNJMbHkuKJY1xWCuOyUni/pNrufk321Wp0v7STPLEkxMfa7WsO8ujNzs8iIT4Wb2sHxXvqeXdLBfvsZLLQuej8hfPy8cTG8O6WCrKSPSw4LJuEuDh2VDdS2eAlxRPLpPHD+Wh3Ddsqm5ggMczJzyA+VmhsbefdrZVs2VfPY+9s6zRwxH2POcc7asIIdlQ3s6OqkZyROVQ2eslKSSDFE0dbeiKS2sKUSdm+9m1qaSchPob3tlaQkhjLrBNPZc7SC4mPjWH15nK2VzYyY3Q6N3+pkLKapk4/NpzyU27uuusuTvna5fxzzVbKKmr54uQM9lbVsXbrXpqampg03ENmgtDe4uVLp32BN2pi2VfvZflHu/lkTx2F02dYAzraW2hqaqS5yRpE0t7ixbS10NpywLMXE++hvN5LbnoCR4xJJzc9iftj2qnt5s6dPDq7l/e6oijK4CNY46yQAymxDFjdmSLSZY3MaMft1cBYyT5HpSVy3SmTD/JQ+WdD74m0RA+HjbRG51XWt3TqWioqreHZtbvY39jKnPwMtlc2kp4Ux47KJvKzUjhiTAbrd+6nvK6Zz8vrKatpCjr+xsExTBxjZcGkEczOz+pkmL21uQJvaztpSR4KslNYv6uGsppmTp+RxzubK8jLSLJSNlQ0kJQQw6yxmZ3qTfq3o3Msq+vVMg6n5qb7DCSnC3lCdiofbq8iOzWB3IwkEuKEc+eMobW9g01lNby/rZKjxw+ncHQaU0YN8xUpT4iPOaj9ne/e1s5GsFsTYJUuCmCsuD1ai+eMJS8jkc3lDYzLSsbb1s6F88bxwvoy9tY2k+yJ5fjDRtDQ3MqOqkamj06nsbWD4yeN4Gtzx/HYO9t8A0cC1Z109Lq7oB1NuelJrCre28kQd+9jbkEWE7JT2VXZyLvbqthb08wXC0cxf0I2CyfFcN6csWytqD/oh0Ag71NeXh5fyc6hOW0MG3fX8oXZY/C2tfPZik9obWyhLD6WhOwU8tKTaMpKZxSNHBefRZsxVp60H93Gsbv2M3NMGu9uqWL3/iZ2VjUSEyP84OTDOXFyNl6vl6amJtbtrufl4mrSEuN9mv7nrt+w/N1PaW2xcgkeMSqJEckx1NY3sHPffr5xxrE6IEBRlCFPsMZZCTAH8EWrisg84PMQaAoLbm/YVScexooNpb7YKH8O7jLrnqm5aWyrqCchLo599fWdPD6FeenMGJ3Oxt21xMdaWecT42LZV9dCeb2X9vYOpuWmMacgk/SkhINihoLBrdf/Jd/U0o63tZ159nIn+H/JvHE+j6Gjf9bYTOZPzOaIsRk+w8L/he9uR8fwc7rinEzyjvdnQnYqKzaUUlnfwinTckhLjOeDkirmFVixdBX1LXy8cz9i4NzZVhzZO1sq2FZRz+I5Yw+6Ns55Ovt3x9u5DZW5BVlU1bdQXFbLhOxUslI9B3m05hZkkZbkoXhPGa9s3MP47BSWHD2Om780jT+v3sK44SmcOXM0d760iS376pmel+bLfZfkie3kMfM/vv/94/6elWrpKK1pZlXxXt95+mvLSvWQmBBnpVsR4V/rShmTlcy3Fk4kK9VDkscefWwniO1qsIaT269geAqTc9KYnZ/Ju1v2kZOWyLDEOPbUNJMUH8NJU0aSEBfD+OxUvG0dPPFeCd72OuJjhfSkeLxthooGL9PyhpGWGMfO6ibAGsbujEKdn5pO2rDUTkbwkfMWsCVuXKfUHs4o0qLSGiap10xRFCXowue3AC+JyB2AR0RuAp7BSo8xICnMS/e9XLNSPVw8v6DfspJvrahnX30LCXHCvIJM3wsTrBfzObPGMHtcBmceMZo54zJJio9h9tgMZo7JICkhjpOm5JCelEBlvdfXDXeoFJXWsLK4nOc+3Ol7AX5QUo3l3TLMK8hi1tgspuSm+V7ojv6tFfU0tbRTXFZLVUMLa0qqfOfh4G7HA0aJ6ZS01+GTslpKa5oZl5XM4jljmZ2fyfGTsrGMuWoWThrOnPxM4uNiSYi34sNa2zrYUdUUsAC5g2PsuOP6/I+/YkMp//q4jBUbDuRR9l+vMC+dKTnDSPHEMHlUKoV56ZTVNFHf0s7K4nJWFe8lLkZI9cQxKSet0zG7apNgKMxLJy89kbKaZt95BtrHJccUcNykESyaMoIkTyztruLoANsqGvjPlsDF2sG6F55fV8oT723n5Y17SIiPsbqH4+LIy0ji5KkjGZmWSIO3nfe3VfHe1kq2VdRT19xCRa2XuqZWVm+uYN3OKt7fWokgxMfGUlrTRGyMANLpHnGui+PVKyqtYXZ+Jhcdnc+l8wtY4Iqj9C+kriiRYtTS3/qmSHLfffcxatQo0tPTufzyy/F6ux4MJCKkpKSQmppKamoq3/zmN33LjDHcfPPNjB49mvT0dE488USKioq63dfnn/ef38Xr9XL55ZeTlpbGqFGjOpWJ8mfVqlXMmDGDjIwMhg8fzle+8hV2797tW15YWOg7x9TUVOLi4jjrrLMC7mvnzp0cc8wxZGVlcf3113dadtpppxFoZHRpaWmn4vCRJCjPmTHmRRE5HasA+ptAPvBVY8yHoRQXSnrrDesN7pe989JxvEhgGSnrd9UwPjuVxXPG+uKxJo1MIcUTS15GMmu2V5GXntjn+JvCvHSKy2p9L353V+A7WyrIS7dqQH5QYpUscWomOts+9+FO/vVxGdsrG0lOiPOt4+BuR//uOwfHQMxO8bBgYrbPW+Lsy+35mj9xhK/L7/mPdrG3rolZYzN71Q7+17appZ28jEROLbRyjfl7E93bTR+dwef7Gpiel+HrkjxnljXwYGpuGnkZiZRUNjF51DCfN6grj15v9PqPtnXj6PW2dnDYyFSavG20tHcQI2LX5ew8+rirtnLOxSlg7qw3Oz/T59lMjo/jzc/KqWpoZnhyAmt3VJMQF0N5fTN13lZSPHEkeWJpa/faefEMGckeZo3NJCEuNmCMpf994a7J6T9QRuPNlEiTMOqwSEvg1Vdf5Z577mHlypVWKMJXvsJtt93GPffc0+U269ev57DDDtb+zDPP8Je//IW3336b/Px8br75Zi655BLWrl0bylPwcfvtt7N582a2b9/Onj17WLRoEdOmTeO00047aN1p06bx6quvkpeXh9fr5ZZbbuGqq67ihRdeAOhkVBpjmDhxIuedd17A4959990sXbqUJUuWMHv2bC688ELmzp3L008/zYQJE5g79+AMFitWrAioqzuMMRhjiIkJ1tcVHEGn0jDGrAW+069HH6R0ZbAcwPj+Oi/mtdur2Fhaw6d76hme6vGl+Ohr/I3/i9/dFbitop4dVY20tHUwz2WUufU7XZ3BDEzoyihxG4iOt6a77Zwuxw2lNdQ1tzM5J61P7VBUWsP6XbUcPymbrFQP72zex/PrSjlnVjsLJo3otK4TM+dta/cVQ3fnKUtL8lDTVBvU4IiuRvk63Ysgvv36t4G7axSs7ud5BZnkpSeydV899c3tNHjbeOydbVx3yuQuDWN/EuJjmZ3f2ePnPvaFR+f7Cqt72zp4eWMZozOTGJWWRFtHB/GxQlNrG+0dsYBQvKeWWWMzuHDeOHv/B8cGdnduofqBpCgDmWXLlvGNb3yDwkIrrcwtt9zCRRdd1K1x1hXbtm3juOOO8xVPv/jii7nvvvsCruskmZ05cyYiwiOPPML555/Pww8/zC9+8Quqqqo47rjjePDBB31Fz3vi8ccf59FHHyUzM5PMzEyuuOIKHnvssYBGUE5OTqfvsbGxXXrxVq9eTXl5eaeC5P7n/YMf/ID09HSOOuootm7dyuGHH84999zDqlWrAm6zYsUKLr74Yn75y1/y3nvv8dxzz/mWfe973yM2Npbf/va3nHjiiSxYsIA33niDtWvXsmHDhoCGcV8INpWGB7gMmAV0CoIyxlzar4oGGf7xX07MzzmzRvvyljkjD4v31FFe6+WF9aWMzUwJOqVAT6k+AhlNjtH2tw+2s3F3LZNHBTaAnC5foFOaiN5qCsYz5O9JOXf2GBwDpi+4DZfd1U089d52xO6G88e5Fs+vK2VvbRPVDa2+YPf5E4f74vWm5qYFHA3pxt8IcXvAnOLlXcXTBTLqC/PSmZ2fxd8+2M7ummbaOwztxlBUWuOLreuOtdureX7dbs6Z1cGCSdkB13EGkIB1XdKS4shNTyI5Ps4ewGH9OkyIi8Xb1sHn5fWdjOfuNHQahON3bmu3V/Ps2p3MGG0ZetEwKEBEngROBlKAPcC9xpg/28tOBh4AxgHvA5cZY7bbywS4B6unAeAR4MdmsGT8VkJOUVERX/7yl33fZ86cyd69e6msrGT48OEBt1m4cCEdHR0ce+yx/OY3v6GgoACACy64gKeffprPPvuM8ePHs2zZsi69Q6tXr0ZEOnnhVq5cyU033cRrr71GYWEhP/zhD7ngggtYvdo/Ec7BVFdXU1paysyZMzudS1fZ9cHKsH/EEUdQW1tLbGwsDz8cOCnEsmXLOPfcc0lJSQm4fPr06bz++uvk5OSwZs0abr75Zm655RauueYaMjIyDlq/tbWV1atXs2zZMubPn8/tt9/O/v37ycjIoK2tjaeffpqXX37Zt/4TTzzByy+/zOTJk0NSYzNYP9wy4BqgDtjiNylB4sT8OPE+gC9GxzFGJuUMY3dlEx/v2s++Ou9BMV5d7fdQ4nWSPLFMzhlmxwsZmlraA8aVHQr+sW7+cWE96XeMhAU95HcLBvexH3tnGx/t2k+MBDb6nAETJ00ZwbisFDo6DNWNLWzeW8tzH+7kP1sqA3r/utqP2yPptMmne2o5acoI0pM8neLp3O3v1nxQ2xlobmljZJqHCdkpvegKNH5/u9fvGMxlNU1UNLSwo7KBkspGZo3NZMGkbGaNzWDqqGF42zp6dZ9uragPcC8Y9tu5/aIo7uxuoMAYkwacDdwpInNEJBtYjhWLm4U1UOpp13ZXAucAM4EjgDOB4MpCKApQX19PevqB/2vnc11dXcD133zzTUpKSiguLiYvL48zzzyTtjYrkXlubi7HH388kydPJikpiWeeeaZLz1kgnnrqKS6//HJmz55NQkICd999N++++y4lJSVBnYdbv/O5q/MAGDduHPv376eiooI777yTKVOmHLROY2Mjzz77LJdddlmX+7npppt46623OOGEE/jud79La2srH3/8MWeddRZLlixh4cKF3H///b71V69ezcyZMxk2bBi5ubksXLiQZ555BoBXXnmF7Oxs5syZ41v/sssuo7CwkLi4OOLj43tsi94SbLfmacB4Y8z+flcQIYJNLNufuOOXOgfQWx6HBZNGMDU3ndte2Mine+v4x5qdjBiW0KNHpC/xOu60G/3Z3eQf6xZof915UkKFk+7isgXjuzQUPyipZkSqh7SkeM6elUd8XCy56Ym8tmkPU0YNw9vawdrt1Z3i9Lrajzt5sLtNPHExJHtifelF1pRU+eIAi8tqA3rTnP1WNLRwwuEjmTwqzWdgdhX/5sZ9rR26+j/wH4VbXFbL65v2sK++BU+scPH8ArZW1PPJnjo+2VNHWlJcn+7T2flZtptJoibuzBjjjpp2Rl9MxBq5XmSMeQZARG4HKkRkijGmGCs596+NMbvs5b8GrgAeDKN85RDpTfmm/uCpp57iW9+ybPfjjz+el19+mdTUVGprD2QEdD53VXTc6Y70eDz8v//3/0hLS+OTTz5hxowZ3HHHHfz3v/9l586djBo1iieffJKTTjqJoqIikpOTe9RXWlrK7Nmzfd9TU1MZPnw4u3fv9nnnHL797W/z5JNW1q2f/OQnXHXVVT79iYmJvs89FU8HyMrKYunSpcycOZPdu3d3Kva+fPlysrKyui1inpWVxdNPW7+ZOjo6WLhwIQ8++CD33HMP06dP57HHHmP27NmcdNJJTJs2jRUrVnDGGWf4tl+6dCl//OMfueKKK3jyySe55JJLOu1/7NixPZ5DXwjWONsBJIRSSLiJRNyL4w0KZJS4X5J3nD2dZ9bsAJGgUmn0ZXBDz/Fxh0ZPXZkQnmvgb3yMzkzqlPbCH//KEc52Kz8pZ39jK06akHkFmd2OyAzUloFynLmNYiemrDuD1tmfkxvN6V4Nph0DDZRwBqP4bxsoN5szGMIZVOFtbef06aM6DS7oju7uU3d3ajQhIn/ACulIAj4CVgA/B9Y769g5H7dg5YMstv+ud+1mvT0v0P6vxPK09alIsjJwueiii7jooos6zSssLGT9+vV87WtfA6xg/5ycnC67NP0REV9X2/r16zn//PN9oxAvu+wyrrnmGjZt2hQwKN6fvLw8tm/f7vve0NBAZWUlo0ePPmjdBx98kAcf7PwbJDc3l/Xr1/PFL37Rp8eJpeuJtrY2ysvLqa2tJSvrwLNj2bJlXHrppVgRBD3z0EMPccwxxzB9+nQ2bNjAtddei8fjYcaMGWzcuNFnnP3zn//0bXPOOedw1VVXsXHjRl588UXuvffeTvsM9tiHSrDdmo8D/ysiF4rISe4plOJCSW/THfQngbp33F17Wake5hRk0djS3udUGl0RqAuzu67HQ6Gn/R3KNeht12tfunzd2hPihOzUBCaNTOH4SdnMzs/q9tzchkig9BJOrjXA1/05Oz+LxXPGsmjKyC7bxNn+1aI9/PWDHTy/bvch38vOCM9cl/fOX6dzfkmeWOZPHMERY9J99+s7WyqtGqqDGGPMd4BhwPFYXZlerLhb/xuqxl6PAMtrgFQJ8DQ3xjxkjJlrjJk7YkT0GadKZLj00kt55JFH2LRpE9XV1dx5551dduEVFRWxbt062tvbqa+v5/rrr2f06NFMnToVgKOOOopnnnmGvXv30tHRwRNPPEFra2uXAew5OTls3brV933JkiU8+uijrFu3Dq/Xy09+8hOOPvrog7xm3Z3LnXfeSXV1NcXFxTz88MNdnsvy5cv59NNP6ejoYN++fVx33XUceeSRnQyzXbt2sWrVKpYuXRrU8cvLy3nggQe4/fbbARg/fjyrVq2ivr6eNWvWMGHCBLZt24bX6+3UhZqYmMi5557LkiVLmDdvXth/PAVrnF0N5AB3YQW3OtOfQ6Qr5PS3IeJPd0ZEoJdpoJxboTQeuzNa+jP2rDsO5Rr01tjyb8eezq2r/c/Oz+L8o8Yyf+KIoDU7nqlVxeXd5h5z8s4567j37+itqu+cZ65geBI5aYkUDE865Hu5MC+dk6aMZLGrwkB37eq0zdrtVXhb28lOTWBjaQ3Pr9vdL3Fi4brveosxpt0Y8zZWXeGrgHogzW+1NKyYXAIsTwPqdUCAEiynnXYaN9xwA4sWLSI/P5/8/HzuuOMO3/LTTz+du+66C4C9e/dy/vnnk5aWxoQJEygpKeHFF1/0xUH9+Mc/ZubMmcyaNYuMjAzuu+8+nnvuuYBB8WClvli6dCkZGRn84x//4OSTT+ZnP/sZixcvJjc3ly1btvD3v/896HO54447mDhxIvn5+Zxwwgn86Ec/6jQgITU1lbfeeguA3bt3c9pppzFs2DBmzJhBTExMJ28WWIH48+fPZ+LEiUEd/4c//CG33norqalWL9RNN93EypUrGTt2LGeffTZz587lpZde6tSl6bB06VI2bNhwUJdmOJDB8ryYO3euCZRULhhCEX/mZHg/3lUnMZro7pxDpb2ndg7mOvT1WvV0bv15L6wpqWJlcTl56YldxpA5I3id2qeO18y/1NaIVA/76lt8uvv7nnWn93CPRPVPAeKMNnVXdnDyprnz1x0Kh3LficiHxpie+2b6ARH5M9AAFAFLjTEL7PkpwD5gtjGmWET+AzxqjHnYXn45cKUx5pju9t+XZ5jSNwpufMn3uTcxZyX3fClkmpTwccYZZ3D11VcfZKDt2LGDKVOmsGfPHtLS/H+P9Z3unl9B5zkTkXjgGCDPGPO0/UDCGDPg+zXctSb9C2gfKv4xR+EwPLrDf9/dxf+EKiFoTzFmwcSg9TV5cE/n1p/Jif2P1VXQ/raKBvbUNDEuK/mggRmBYuD6W6ezP6eQ/Da7QgQETjjsThqc5DlQasqdaLkn/O/HQKNbI4mIjAROAl4EmoAvABcCS4D/AL8UkcXAS8CtwMf2YACwwkCuE5EVWIMIrgd+H94zUBQlWE488UQWLVrUaV5HRwe/+c1vuOCCC0JimPVEsHnOZgAvYMVbjMEaNn4C1qik80OmLky4s+b3V4D6oSTeDFSnsr8Mtd4E34eqekJPBms4ssT35tz6aiz7x50Fan8n7sspaeXfDu59BJPzri90ZQj649+Gh3Ld/O/HQKNbI4zB6sJ8ECv8YztwjTHmfwFsw+x+4EmsPGcXuLb9EzAB2GB//7M9T1GUKOSGG27o9L2hoYGcnBzy8/N55ZVXIqIpWM/ZH4FbjTFPiEi1Pe9NIHB2uAGG87Kpqm9hW0X9IRUb74meXmD+noP+HskYjeVxAnkso6kLuL9Ti7j/BprvDr6PRDv0xhD0N1x7q9e/PaLt/jTG7MP6AdrV8n8DBydgspYZ4AZ7UhRlgJGSkuLL0RYpgjXOCrF+IYKdwdIePh58yvgop6mlnRUbSimraQ46M39v6OkF5u856O+XVaRe+G78jZ1QeCz7k/5OLRLo3Jxr3VWZp3Dn4guWvhqu/u0RDfenMrhxx5UpSrQTrHFWgpV40RetKiLzgP4rXR8h3EHOPRWODiX+hsBgfFm5z9FteEDgmozBEEoDJlzXoCtDJ5prUEabp0tRFGUwEaxxdgvwkog8CHhE5Cbg21hZrwc07gSgJ9kj5SLhpRiMxpg/3cVgHeq5R7MBEyxdxeKFs3JCbwnF/RrNnkJFUZRwEpRxZox5UUROxyrk+yaQD3zVGPNhKMWFg0AxP0ro6S/PSzD7CfTSjyZD4FAGj/Q3/ZHmpK8MBkNbGfiM/s6ySEtQlOBTaRhj1gLfCaGWiBANHqtQv/iiyRBx6K92D2Y/gV76XRkC0dBW4eoydJ9rf6Q56SvaVapEA3HDgiuRpCihJGjjTAkdoX7xhdsjEQ0GjptAL/2uDIFo8N4+VxJCAAAgAElEQVREItatJ8Mo2tKcKIqiDGbUOIsCQv3im5CdSnFZbUhShAQiGgwcN4Fe+l0ZApH23oTTsO3NuarhpCiKEj7UOIsCQv3i22pnfA9FipBARNrA6QuRMkL8SyNB6A3bYJLkKspQo62u0vdZuziVSDFkjbNo63oLJeE2lgIZOEOpvQ8F96jhUBa874qBbFArSn+y+w9LfZ97qq2pKKGiS+NMRJ7ATjjbHcaYS/tVUZiIZNdbuA2VaOiSirauzmgj0qOGe3uPqLGtKIoSOrrznLkTzGZj1dH8F1aNuXHAWcCAHXMcSU/BUDRU1DPTPdFgQPeGoXgPK4qihIsujTNjzB3OZxF5FfiSMeYt17zjsJLTDkj8y+YAURmIPVgYaMaH0j1D8R5WFEUJF8HGnB0DvOc3731gfv/KCS/uX/9AyDwB/l1AbkNFu4eUgYga24qiKKEjWOPsI+AuEbnVGNNkFzy/A1gXOmmhp7v8V/1Jd11A2j2kKIqiKIqbYI2zy4C/AjUiUg1kYhVBvyhEusKC/6//SGQ+1+4hRVEURVHcBFtbswQ4VkTGAnlAmTFmRyiFDSa66wIazN1D2mWrKIqiKL0nJtgVRWQ4cCJwgjFmh4jkiciYkClTBjxOl21RaU2kpSiKoijKgCEo40xETgA+xerGdEZoTgL+GCJdyiCgMC89IglVldDS1NLOmpIqmlraIy1FURRlUBKs5+y3wPnGmNOANnve+8C8kKhSBgVOl612aQ4u1COqKIoSWoIdEFBgjPk/+7NTNaClF9srPRCu+CyNA1P6ig5iUQYzWrJJiQaC9ZxtEpFT/eZ9AdjQz3qGLOHyRhSV1rCyuJznPtw5pLultGvu0FGPqKIoSmgJ1ji7HnhKRJYBSSLyJ+Ax4EfBHkhEskTknyLSICLbRWRJF+uJiNwpIrtFpEZE3hCRwmCPM1AJV3xWYV46eemJlNU0D+luKe2aUxRFUaKVYFNpvCciM7EGBPwF2AnMM8bs6sWxHsDqCs0BZgEvich6Y0yR33rnAZcDx2HV8bwTeAKY3YtjDTjClVIjyRPL4jljO5WtGopo15yiKIoSrQRlnInIQmCtMeZev/kLjDHvBLF9CrAYmG6MqQfeFpEXgEuAG/1WHw+8bYzZam/7JHBtMDqV4Iim3GruGDgIX33TaGoDRVGiB++ez32fE0YdFkElylAm2ID+N4BiETnLGLPFNf9lIC2I7Q8H2o0xn7nmrQdOCLDu34HzReRwYBuwFHglSJ3KACNc9U0VRVGCYc+ya3yfdXCAEimCjTlrAO4D3hGRU1zzJcjtUwH/4J4aYFiAdcuAt7DyqjVhdXMG9JyJyJUiskZE1uzbty9IKYpDNATFu2PtNC+aEi2ISIKIPGLHx9aJyEcicrpr+ckiUiwijSKySkTyXctERH4hIpX2dK+IBPusVBRFCdo4M8aYh4FzgUdF5PpeHqeegz1saUBdgHVvA44CxgKJWAXWV4pIcgBRDxlj5hpj5o4YMaKXkpRoCIp3j/zTUYBKFBGHFVt7ApCOlXz7HyJSICLZwHJ7XhZWneGnXdteCZwDzASOAM4EvhU+6YqiDHSCLt8EYIx5GzgGuFBEniB4z9lnQJyITHLNmwn4DwZw5j9tjNlljGkzxjyGVWh9Wm+0Kj0zEDxV0eDdU4YexpgGY8ztxpgSY0yHMeZFrDCLOcBXgSJjzDPGmGbgdmCmiEyxN18K/Np+hu0Gfg1cFv6zUBRloBKscbbV+WCM2Yk1kjIOOMibFQhjTAPWL82fikiKiCwAvow1CtOf/wLniUiOiMSIyCVAPPB5gHWVPjAQPFXh8O6pAaj0hIjkYMXOFgGFWDGzgO/5tsWej/9y+3PAdEAamqEoSiCCMs6MMbP8vjcbYy40xvTG8/YdIAkoB/4GXGWMKRKRcSJSLyLj7PV+gfUwWwfsx4o3W2yM2d+LYymDgKaWdryt7cwryAqpdy8auneV6EVE4oGngGXGmGJ6jqH1X14DpAaKO9PQDEVRAtHlaE0RucQY84T9+fKu1jPG/CWYAxljqrDiMPzn78B6mDnfm4Hv2lNI0BJGA4Oi0ho+KKnm+EnZIb1Okcx5pvdidCMiMVge/hbgant2TzG0/svTgHpjjEFRFCUIukulcSEHuh0v6WIdg5WUdkDhTt+gKRuil3AZTYFynoXLaNJ7MXqxPV2PYCXOPsMY02ovKsKKK3PWSwEmciCGtggrdvYD+3tX8bWKoigB6dI4M8ac4fq8KDxywoNmhx8YhDpRbHcGWLiMpmDvRfWwRYQ/AlOBLxhjmlzz/wn8UkQWAy8BtwIf212eAI8D14nICqwfsNcDvw+fbEVRBjrddWsGG4/W0X9yFCV8dGeARdJrFwj1sIUXO2/ZtwAvsMcVLvYtY8xTtmF2P/Ak8D5wgWvzPwETgA329z/b8xRFUYKiu27NNqxffV0h9vIB9zNeX3RDh+48Tt0ZYNFW3km9veHFGLOdblIFGWP+DUzpYpkBbrAnZYARmxo9//fK0KU742x82FSEGX3RRReh7LLrzhCPNgOsOwaSVkUZyIz57uORlqAo3cacbQ+nEGXosnZ7Fc+vK+WcWe0smNS/6QQGiiGuMWWKoiiKQ7CFzxGRs7FKmWTjcvcbYy4Nga6Qot2a0Yb4/e0/DtXjFG5jSe9JRRl4FNz4UpfLSu75UhiVKIONoIL+ReQ2rIDWGKxC5JXAqVhJYgccE7JTGZHqYUJ2as8rK32mpwz8s/MzOf+osczOzwyzss64dYY7Me1AKKWlKIqihIdgM/xfDnzRGHMt0GL/PQsoCJWwULK1op599S1sraiPtJSIEq6yRT0ZOtFSRsqtM9zGUiTbINj7QMtcKUOBxs/f902KEimC7dbMMMZstD+3iEi8MeYDETkhVMJCSW56Eo3eNnLTkyItJaJEWy6vSOPWOZQC8IO9D7TrVRkK7HvuZ77P+T9+MYJKlKFMsMbZFhEpNMYUARuBq0SkGqgOnbTQsap4Lx/vrmFV8V4unl8QaTkRI9pyeUWagaKzvwn2PhgoRraiKMpAJ1jj7GZguP35JqwiwKlYxcwHHGfMyOv0d6gyVI0RpTPB3gd6vyiKooSHoIwzY8wK1+f3gcNCpigMZKV6hrTHTIl+NLWGoijK0KU3qTSSsYyyTkMcjTH/6W9RgxV94Q4MqupbWLGhlDNm5JGV6gn58QLdFxrfpSiHRnfpLRRloBCUcSYil2LVkWsB3AWADTAuBLoGJfrCHRis2FDKvz4uAwiLh7WotIaVxeUUl9WyeM5YkjyxIY/v0h8KiqIo0UuwnrN7gcXGmNdDKSZcROrFpAHVA4NwxyQW5qVTXFZLWU0zRaU1vpQaoTTg9YeCoihK9BKscdYCvBFCHWElUi8mDageGIQ7JjHJE8viOWN9PxjCgf5QUBRFiV6CTUJ7C/AbEckOpZhwodnYle6IRLLVcCehjZbEv4qiKMrBBGucfQacDewVkXZ76hCRAZkqXF9MSneEu3SToiiKorgJtlvzCeBx4Gk6DwhQlEHHYA/G74/jR/ocFCVUeHImRlqCogRtnA0HbjXGmFCKUZRoIFLB+OEyePoj5lIHFCiDldzL/l+kJShK0MbZo8AlWN4zRVH6QFeeuYFU61QHFCiKooSOYI2zecDVIvI/wF73AmPMwn5XpQxatDusa89cNNQ6Dfb66MhjRVGU0BGscfawPSlKn4jG7rBoMRijweCJxuujKIoy1OjROBORWGAi8HNjjDf0kkJPtLyMhyKH4h0K9fVSg+QA2l2pDHXq1r3i+zxs1mkRVKIMZXo0zowx7SLyXeD20MsJD/oyjhxdeYe6M8BCfb3UIDlANHjvFCWSVL16v++zGmdKpAi2W3MZ8G3gDyHUEjb0ZRx9dGeAhfp6qUGiKIqiRBO9GRDwPRG5AdiJVfAcGJgDAvRlHH10Z4Dp9VIURVGGEjogQIkKotUA0/hERVEUJdwEVb7JGLOsqynUApX+JRJ1I4MlGrVpKaehiYhcLSJrRMQrIo/5LTtZRIpFpFFEVolIvmuZiMgvRKTSnu4VEQn7CSiKMqAJtrYmIvJ1EVkpIp/af78eSmFKaIhGY8MxytZur44qbU0t7Xhb25lXkKXxiUOPUuBO4C/umSKSDSwHbgGygDVYZe0crgTOAWYCRwBnAt8Kg15FUQYRQRlndvLZG4G/A9+3/95gz1cGEIV56Rw/KTuqjI0DgwFMVGkrKq3hg5JqEuJjhmyXZjR6M8OBMWa5MeZ5oNJv0VeBImPMM8aYZqxR7DNFZIq9fCnwa2PMLmPMbuDXwGVhkq0oyiAh2JizbwInGmO2OzNE5FVgNfDzUAhTQkNPsV2RiLFyDwaIJiNIR/Vq2pkAFALrnS/GmAYR2WLPL/Zfbn8u7GpnInIllreNcePGhUKvoigDkGCNsxRgn9+8SiCpf+UokSYSL+NoHQwQrbrCiRqoB5HKwc/CGmCYa3mN37JUERFjjPHbDmPMQ8BDAHPnzj1ouaIoQ5NgjbNXgKdE5EZgB5CP5TF7NVTClMigL2PFjRqoB1EPpPnNSwPqulieBtQHMswURVG6ItgBAVdjPXzWYz181gGNwPdCpEuJEM7LOJq6F5XODNU4sCihCCvYHwARScEqb1cUaLn9uQhlwJA08SjfpCiRIijPmTGmFrhURC4DsoEKY0xHKIWFg3DEV2merL4RDe0XDRrcaBxY6BGROKznYywQKyKJQBvwT+CXIrIYeAm4FfjYGFNsb/o4cJ2IrMBK1n098Ptw61cOnZHn3tYv+ym48aWA80vu+VK/7F8Z3ATbrYmIpAOTsWIqcFL3GGNWhkRZCHFett7WDj4oqQJC95LTF2nfiIb2iwYNbrTrOSzcDLjf0hcDdxhjbrcNs/uBJ4H3gQtc6/0JmABssL//2Z6nKIoSNEEZZ7bH7AGsLs1G1yKD9SAaUDgv23kFmSFP3RANL9Jo8/z0hmhov2jQ4EbjwEKPMeZ2rDQZgZb9G5jSxTID3GBPiqIoh0SwMWc/B841xuQYY8a7pqANMxHJEpF/ikiDiGwXkSXdrDtBRF4UkToRqRCRe4M9TjA4ub5m52eFPL4qGmK4ojHxbLBEQ/tFg4ZQoLFriqIo0Umw3ZpxwGt9PNYDQAuQA8wCXhKR9caYTsGyIuIBXrfXPx9oBw7v47E7MdQ8D5H2/PTGczeQvXwDjWjrrlWUaGD/20/5Pmccd1EElShDmWCNs18AN4vIzw5lIIA9omkxMN0YUw+8LSIvAJdgVR5wcxlQaoz5jWvex709pnKASBujvTEC1GAIH5E22hUlGql552++z2qcKZEiWOPsWmAUVsmmTuVMjDHBpLU+HGg3xnzmmrceOCHAuscAJSLyMnAUsBH4njFmQ4B1lQFAb4yASBkMQ9FjF2mjXVEURQlMsMbZxX08jn/WbOicVdvNGGARcDbwf8APgP8VkSnGmBb3ilr6ZGDQGyMgUgaDeuwix1A0jBVFUboj2Dxnb/bxOD1l1XbTBLxtjHkZQER+hTWsfSqda9Zp6ROl39AuvsihhrGiKEpnghqtKSIJIvJzEdkqIjX2vFNE5Oogj/MZECcik1zzusqc/TFWig4lDAz1EXvO+QODckTmQMAZPa2GsaIoikWw3Zr3AaOBi4CX7XlF9vz7e9rYGNMgIsuBn4rIN7FGa34ZODbA6k8C14vIF4BVwPeBCuCTILUqvWCoey2G+vlHAxr7pvSWrrLvK8pgIVjj7CvAYbaR1QFgjNktIqN7cazvAH8ByoFK4CpjTJGIjAM2AdOMMTuMMZ+KyMXAg8BIYC1wtn+8mdI/REt3XqTijqLl/BVFURTFIVjjrMV/XREZgWVkBYUxpgo4J8D8HdgloVzzlgPLg913tDGQApyjxWsRKQ9WtJy/oiiKojgEa5w9AywTkWsBRCQX+C3w91AJG8hoV1nvUQ+WoiiKolgEa5z9BLgXq5hvMrAZeBj4aYh0DWjU0Og96sGKbppa2lm7vQoQZudnRr1HWFEUZSATbCqNFuAa4Bq7O7PCLvCrBEANjehgIHUvRztFpTU8v64UgIT4mJDc33q9lGggdeapkZagKEF7znwYY/YBiMgRwC3GmPP6XZWi9AO96V5Ww6B7CvPSOWdWOyAh8whrOIASDQw/7XuRlqAo3RtnIpIM3ISV+mIzcDuQDfwa+CKwLMT6FOWQ6U33shoG3ZPkiWXBpBEhPYaGAyiKolj05Dl7ADgSeBU4HZgBTMEyyq4wxlSEVp6iHDq96V5WwyDyaDiAoiiKRU/G2anALGNMuYj8HtgBnGCMeSv00hQlfKhhoChKOOgugW7JPV8KoxIlmunJOEs1xpQDGGN2iUi9GmaKoijKYKXyld/7Pmv8mRIpejLO4kRkESDODP/vxpiVIdKmDFE0OF9RlEhRv/5V32c1zpRI0ZNxVo5Vcsmh0u+7ASb0tyhlaKPB+YqiaP1MZSjTrXFmjCkIkw5lCNGTZ0yD8xVFUZShTK/znClKX+nJM6bB+YqiDEV0sIDioMaZEnbUM9YZjbFTFEVR3MREWoAy9HA8Y4EMkaaWdtaUVNHU0h4BZZHB8SQWldZEWoqiKIoSBajnTIkqhuJgAPUkKkMVDfpXlMCocaZEFUPRUNEYu8GHiGQBjwCnABXATcaYv0ZWVWRQA0xReo8aZ0pUoYaKMkh4AGgBcrBqE78kIuuNMUWRlWWhgecDj3Bes0M1qLvSEQrtg/0eVuNMCTsaAB+d6HXpH0QkBVgMTDfG1ANvi8gLwCXAjV1tt2F3TVR4maJBg9I7urpm3RkpobjOh7LPcN5voThWqAxBMcaEZMfhRkT2Adu7WJyN1bUQaaJBR8Q1iCcpJcaTnNvR0lhmWpoaIqmFKGgPm4jrGKDXJd8YMyLUYnqDiBwJ/McYk+Sa90OsusRn+a17JXCl/XUy8GnYhAYm4vdhlKHt0RltjwP0R1t0+fwaNJ6z7h7QIrLGGDM3nHqiVUc0aFAdqmOg6DhEUgH/obc1wDD/FY0xDwEPhUNUMAzwdu93tD06o+1xgFC3habSUBRF6V/qgTS/eWlAXQS0KIoyAFHjTFEUpX/5DIgTkUmueTOBqBgMoChK9DNUjLNo6TaIBh3RoAFUhz+qozPRoqPXGGMagOXAT0UkRUQWAF8GnoissqAYsO0eIrQ9OqPtcYCQtsWgGRCgKIoSLdh5zv4CfBGoBG4cqnnOFEXpPWqcKYqiKIqiRBFDpVtTURRFURRlQKDGmaIoiqIoShShxpmiKMoQQEQk0hqiDRHJFpH4SOtQFH8GvHEmImmuzxF5+IhIbCSP79KR7PocMS0ikiUicVGgY6qIjIoCHceLyJxIHd+l4yQROVdEIvp/LyILReQ+ERkfSR1DDeMKMI70PRBpRKRARN4Bngf+JSIznef4UEREpojIiSKSbX8fsoZ8tLTFgP0HFZHRIvIasFxE/iEioyOk4bfAedD54RdmHeNE5DngcRF5RETSI6FFRMaKyIvAU8DTIjImgm1yIVZeqUsgMtfGbo9XgX8AGeE+vktHloi8BDwH5AEpEdIxVkReAVYCPwBqI6FjqCEix4nIv0XkdyLyHQBjTEekdUUKEUkC/gx8iFUDtRa4HVgaQVkRQURiReRh4H3gVuAtETkrUs/tSBJtbTEgjTO7sPDfgRKsh3wm8AfgzDBqOAt4DbgUWCQih9nzw2pli8jXgfew6oo+ABwJPBJuLSJyI9bDbhvWQ248cJ+9LBL32WTgE2CCiBxn6whne/wPUAx8bozJNcb8X7iOHYCvAzXGmExjzO+MMXW2xnC2x0PARqzakfHAm8BZ3W6k9Bk7x9pzWAZxCVbutZvdXvYhyBggEfiDMWYv8E1gLXCx8xwfQhQChwETgVOAR4HficjCiKqKDFHVFgPSOAMmAbHA/xhjioCvAKXA+SIyMUwaMrCMj0uAkcBpEF4Pjd11eBhwizHmOmPMKuBLwDkikhdmi98LfNkY8z1jTDmWoTZSRCScv9JdhmAF8F8sL9EpIpJqjDFhNEjmAW8aY75r61poe44Sw3R87OPGAAuAV+zvF4rId0TkCKwXVDg0eID9wCxjzA+AZKz7JSIevCHGmcByY8xdxpjfAEuAC4EvDeGuTQGmY9c/NcbUYiUNLgWuiqCusCAiaa5rfwxW8e0KoMMYcy/Wj/2lIjIhYiLDhIjMEZFx9tdjgXHR0hYD4p/TdkPjCtxsBmYDbQDGmHrgb1iF3M8NsQaPPWs58Kwx5iWs7rP5InK0vU7IDACXjjhjTBtW1vH/dWlLBtYBSaHS4KcjwZ71O2PMuyJSKCIfY3X1rgWWuG7+UOqIg07dNZOBx4GXgVnAfHt5SAxWlw7H4LkemCgit4vIh8D9wLPA8yIyNhQa/HTE2bNSsTwFe0XkMeAW4ASsX4U/CoOOeGNMizHmBmPMNvt7A9AIzLHXGRDPoYGA/eJ1P3+8WF5sAIwxrwH/B3zVPX8oYYz5DMuLe6trdjHwDlAwWGMhRWSSHWbxV6xwoHxgE7BDRGa5np13Y5UbOyJCUsOCiHwN6wf8NfasdUCZiMyMhraI6oeiiGSKyFPASwDGmFb7Qb4ZWA38xLX6W8DnwOEikhNCDS22N6jBGLPfXu1JLC/EqSKSHAoDIIAOxzAtNsZU2JpasLp4AXb2t4YudHjtv+32KtnAfcaYDOBmLK/mDf1toHXVHq4XfR2Wm/p5rLY4T0Qesrt5Qqmj2TacP8cy4L+PVeZjFlZ37zDgKrtrPpQ62kQk1vYKbAF+C9QaY6YZY84HfgUcJyInhlhHq2uZAM598iIwzfZoDtn4p/5CrID2N4BlWPGeufaiz4BW54ejzX3AXKweiKEa/H038BURORx8z69PsNqkPpLCQoGIfAOra/sj4Aas98QtWA6NvVjdeAAYYz7GMl4vtreNajuhD4wC3gXyRGQRsAvYA5zqrBDJtojaRre7J/8O5GM13hX2Isfw+StwoohMA59HZDWWV6A6xBo6tZsxphh4A+sFvKg/jh2MDnGNLnIZhGcAn9mGWiR0vGmMedT+3AD80dYUd/Ae+1+H60U/DnjXGNMEDMeKDZwMbAi1Dg7cHzdjdfX+CesSFWMZRV/D8miES8evsbxnBS7v83/s5SNCrcO5P4yFc33asV6CYe3mHWyIxQ+wjOGVWN6gfOBn9iofA03AF51rb4zZhhX0HLHBMlHAv+3pcde8jfbfkPY6RIjxwE+NMTcaYzYBFwEXYBnva4E5InKya/1ngakikjTYfjy5fowYrK7sbVjtsRfLkzYvGtoiao0zm78C38LqErpeRBLtB3w7liG2EfiNa/1irDiC7BBraHcsaNeF/htWnNOxIvI/tpcmL4w6HAPpaA50c35DRG6T/g3+7VaHg8sIKAda6P97rSsdznG3Ab8WkXVALvBPYDeWkRJqHS22odgOvG2v5xinDVj3SX+P3gykw/FabcLq/j4S2xgzxmzH6gLfHQYdgf5f3sCK8Uj1m6/0AtuwKgCuN8b81BizAfgGcIGIDDfGbMSKm5lN55CP7ViegiGJ7fG/EhguIi+JNaDpTSzP0p6IigsND2L1IjihKI1YHvUk4Bms9+YP7K5OsGJmX7N/3A4qXLHH6VjPq9XAaOCLxphfYD2ffyAiBfYmkWkLY0xUTMAULK/XCPt7HJBqfx6DFSfxK79tDsPqsnoGuAKrz/gRICbUGgIdA7gN6MD65/5KONrC0YEV5OoBVgDfwfpVWAacFU4d9ud4++80rBfDH5x5YdAh9nSbfexv2POPAn4PFESgPWJd27+P9Qs2LP8rrvsj3v7/eBv4KZY7/1VnH2FuD8EaDPAf4Jt9aYuhPHGgNvJ4INP+7MHyGq8FptjzsrG6sLYBl2MZaTuAr0b6HCI92ffw17HS3VwbaT1hvGeOxOpF8Njfp2MZbxvtZ8Q+4JRI6w1xG9xt/1/EADcC/8JysnzH/hvRtoiGhooFHsay3Fdi9fufFWCdr2ANBZ/szLP/zgB+jDUa7eYwa4ixp1is+LdW4EcRaAvnBTwHyziswBrBGXYdWN1Ux2LFFFVjjagNqw57fh6QFOF7NAbrZXmE/Y9fA/wkAjqcB3AB1ki9R4EfR6g9nAdjht0mR/fHNdKp03PgZOC/9menvQW4Dis+tgi4JNJ6o2ly2mmoTMC1WAPa3PNisWIRl0ZaX5ja4F5ggf35r1jd/x/Yz6k4LI/ZpRHTFwUNdASwCuvXXRyWobUVWOi3XhZW18xy1zyP+8aKpAbgJGBYBNsiHsjB+gWQGkEdcVhekYsj3R7230PyovZze6RidTVFsj3c/yt9ehH1x3Vx2qav12aoT4Gee1jxZo8Eut59eU7qNPAnDjg1/obttcZKH/Jb+uBFH4gTcCfWD5WPsbz8v8XKXTov0tqMiZBxBqRx4FfelcBW+7Mz729Y3ZMT3DcVluu1CGu0UTGwJAo0XBwFbfEpcEGU6LgwCnT06d7Q9oheHTp1alu30ZVr/xUsr/WX7e8/Au4CMiKtWafomLB+UL2K1duzGquL+wuR1hWBdliKFft6sf19KnAHMDHS2owJs3GGNUz5Vfvh8TzWqKLj7Aaa5VrvCGANcI7f9guwklnuAL4+UDWoDtWhOnQ6xOshuLxfWCkQtmLlGQTLiF4F/NC+Hp8Dx0Rat07RM2GFAnVgxST/MNJ6ItgOifQhFjrUU9hGax5CnpUN2EO9xap5dSTwOpa7fpyx0zUMNA2qQ3WoDuVQsPPnGWONfh0rIiuxRiH/1hjzfXu1I7AGaXwX+Isx5jBjzHuR0qxEJZ9iGe/jjTG/irSYSGGMaTauPIxRRxit1DuBK1zfx2DlOcrDill5GjjJtfwsrO6QZPt7CpA20DWoDtWhOnTq43V5ACtP3EN+82OwkhxfE2mNOumkU9+mfksMGgQPYife7CLPykTgGhHZYqwcTEdh5Ybff3MAAAl8SURBVBZpBF9C08GgQXWoDtWh9Bo7b+IHWF3Ek4wxW+35cUC7sRJk1mEFNiuKMoAJm3FmjNkFVrJJY4zXzuwfA+w0VtLO32H9Un9JRPZjZXO/aLBpUB2qQ3Uoh0gZVqD/h+BLPG2MXbpMUZTBQzg9Z0CnUiEnAp8au8yQMWajiCzGSo5XaIxZNpg1qA7VoTqU3mBfhw/t7OYx5kA9W0VRBhlhN85cZW3mYSWORUSuwvrV/XNjzBqsUUaDWoPqUB2qQzkUbCNNDTNFGcREwnPWbsdIZAEjRWQ1Vubyy40x+4aKBtWhOlSHoiiKEgintEd4DyoyA1iPNRz/1yYCw3mjQYPqUB2qQ1EURfEnUsaZB7ga+IMxpjnsAqJEg+pQHapDURRF8ScixpmiKIqiKIoSmLBVCFAURVEURVF6Ro0zRVEURVGUKEKNM0VRFEVRlChCjTNFURRlyCIiJ4rIrl6s/4aIfDOUmoJFRB4TkTv7sH29iEzoT02ufd8tItcc4rYfiEhhf2saSKhxpiiKooQN27iptuu1KmEikFFpjEl1arT287FGAJcCf7K/jxWR90SkSkR+7bfuKyIy128XvwJ+2t+6BhJqnCmKoihhQUQKgOMBA5wdUTFRhp3oebBwGbDCGNNkf78JWAaMB85xjDEROR/YalcZcfMCsEhEcsOkN+pQ40yJKkSkRESaRKRORPaLyH9E5Nsi0uO9KiIFImIG2UNOUQYTlwLvAY8BS90L7C66B0TkJfv//30RmehabuxnwWbb8/aAXWcUEbldRJ50rdvpWSAiXxeRT+z9bhWRbwUrWES+KCLFIlIjIvcD4rf8cnvf1SLyqojku5adIiKf2tv+QUTedLxXInKZiLwjIveJSBVwu4hMFJGVIlIpIhUi8pSIZLj2d6SIrLXP42kg0bUsU0ReFJF9tpYXRWSMveznWEbx/XZX5v2uNj3M/pwuIo/b228XkZud566t9W0R+ZW9720icno3zXY68Kbr+3hgpTGmBvgvMEFE0oAbgZ/4b2znUvwQOKWHyzNoUeNMiUbOMsYMA/L5/+3df6xXdR3H8eerHzCYyI0Iiqu0uVWDVJim9GuwtYrC5og0lqKkNX8sYatGzdUW2vSaswKtzdbMVWqGSI3SNWjDH5ngdJYizqaEIkiEdOEqTAFf/fH+fPNw+t4vt6ve+73d92P77n7P/Zz355zzvePw/vz6HrgK+CZww+CeUkrpdXAucHN5zZY0sVb+BeAy4G3Ak8AVtfLPAKcA04DPA7P7eNydJfZo4Dzgh5JOOlKQpPHA7cC3gfHAU8BHKuVzieRiHvAO4F7gV5XYlUSv0duBJ4AP1w4xA9gMTCjXKqALmARMAY4Flpb6RgC/BX5JPErtNuBzlbreBNxI3DcnA/uBHwHY/lY5t0vKUOYlTS73OmAscBwwi/hbnVc71yfK53A1cEMjOW7ihLJvw0bgEyXR/ACwCfgusMx2dy91PE78nYelTM5S27K9x/ZqYD6wUNLxkk6T9LCkvZK2SlpaCbmn/OwurcMPQeuWbUppYEj6KJE4rLD9EJHonFXbbZXtB2wfJBK46bXyq2x3234GWNekvCnbd9h+yuFuYA3Rk3Qkc4BNtlfaPgAsA3ZUyi8Eumw/Xs75SmB6ucfMAR6zvaqUXVuLBdhu+zrbB23vt/2k7bW2XyrPrf0BkSgBfBB4K5HQHLC9kuiFalzj87Zvt73Pdg+R7M2iDyS9mbjPXmq7x/YW4PvAOZXdnrb9U9uHiCHKdwH15LqhA+ipbHcRn/fdwI/LdZwI/E7SLZLukVRPGHtKPcNSJmep7dl+AHiW+Mf9ItGi6wBOAy4urVeAmeVnR2kd3t+qZZtSGlALgTW2d5XtW6gNbXJ48rIPOOp/LG9K0qf16oT0biJxGt+H0EnA1saG45E6Wyvl7waWlykY3cBuovers5fY+qrQal1ImiDpVknbJO0Fbqqc5yRgmw9/rM/TldjRkn5ShiT3Eo3VjpJ4Hcl4YES1vvK+s7L9n8/e9r7ytrfP/1/AmMr+u23Ptz0NWE700i0ihjU3Ah8HLpI0tVLHGKC3XrX/e5mcpaFiOzDO9l22H7X9iu1HiESrVeuwVcs2pTQAJI0ihiFnSdohaQfwVWCapNdj6OpFYHRl+52VY48khiavASba7gDupDZ3rBfPEUOLjbpU3SaSqwttd1Reo2z/ucQeU4s9hsPVn5/YVX53ou2jgQWV83wO6KwNJU6uvP868D5gRoltNFYb+7d6VuMu4ACRbFbr3tYippVHgPf2UnYBsN72RmL480HbLwOPAsdX9psC/LWfxx/yMjlLQ0UnsFvSDEnryqTVPcBFtG4Bt2rZppQGxlzgEDCVGIqcTvzney/RE/5a/QWYKWmypLHEPK+GEcBI4J/AwTKRva8Tze8A3i9pnmJxwWIqiR9wPXCpyndylUn1Z1ZiT5A0t8R+pRbbzBjgBWJqRiewpFJ2P3AQWCzpLZLmAafWYveX2HHAd2p1/4OYT/ZfylDlCuAKSWNK4/VrRM9df9xJk0azpAnE57C0/OrvxKrMo4i5aJvLfiOBk4G1/Tz+kJfJWWp7kk4hkqk/EUMhq4FjbY8lbo6tWoatWrYppYGxELjR9jO2dzRexIT1s/UaV1jbXgv8muixeQj4faWsh0iqVhDDbWcR95C+1LsLOJNYmPQ88B7gvkr5b4DvAbeWocSNxErFauzVJXYq8CDwUotDXgacBOwhkrtVlWO9TEzP+GK5jvnVcmI+3CiiF2w98Ida3cuBM8rc22ubHHsR0QO5mVfvtT9rca6t/AKYU3pMq64BLrf9QtnuAj5G3KdXV75S43TgLtvb+3n8IU+HD1+nNLgkbQG+bPuPZan1TOKmcp/tcyXtBJbY/rmkU4mb8BrbCySNJiaRTrH9t1LfZ4lVQfNtP1Za1Z+0fdsgXF5KaZgqX0vxLHC27XWDfT5vNElXAjttL+tH7AbgS2Xoc1jK5Cy1lZKcTSS6718hllzfBFxv+5CkM4hVROOIlT9biAUAC0r85cDFxGqgT9leL+kc4BvEEOceYK3t8wfyulJKw4+k2cAGYrhxCTGkd1zly1lTaiqTs5RSSukNUL7qZxEx720TsNj2hkE9qTQkZHKWUkoppdRGckFASimllFIbyeQspZRSSqmNZHKWUkoppdRGMjlLKaWUUmojmZyllFJKKbWRTM5SSimllNpIJmcppZRSSm0kk7OUUkoppTbyb1UEUvIBwNEXAAAAAElFTkSuQmCC\n", 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    " ] @@ -421,7 +421,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "The 68.2 confidence interval for the insolation-weighted soiling ratio is 0.939–0.951\n" + "The 68.2 confidence interval for the insolation-weighted soiling ratio is 0.940–0.951\n" ] } ], @@ -437,7 +437,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -458,7 +458,7 @@ "outputs": [ { "data": { - "image/png": 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x2Yz3+KJJQnk4d9MBI6jep0PFHug4CzTyasrZ7AqLQJ92yYBxDVKTPMPD+cVlPPrpRnKtnq5Doa0soLGId32QwaQFW5i/7mCl57qj3O5vL/vkah18/dtBmjcqz6eVu3N5a8lOhp7ZyuP8A8eLXU11MCqBeWv3V+mpdz0lidZN4ys0fwE27Dvus+PEFxPnbeJEkZ1NB/OZtnSXq7JZuTuPSQu2MPn7bVx5ZsVQSKMAWhIOBU0TGlR6fwVK2JYPUkp9ppT6HPDtlpQzEviPUmqTUioPeAZjYnzQECCZfMY2+JIrOhqFqXVcAWNi5mMpymXSgi3cPmsVs5es4xbHPNZt28Xirdn+PbTCXEbLFySTT9dTGrtiFU4+/nWvy3MZ0rMFPZqUMiZmPlKcyz/m/VbhhurdNtn1PGX+L+Qs/CdDnvuMYf9exu7sAlKkgBndVnBWszKSyWdMzHySyefMZg7GxMwnpsQwiM7PmlvyPX6/pMzBvxZu9TCU43sWsDp5AgMT91aad23ji5iYsoiL2hgFtVG8ZxB8fdYxV2/W6LOb8F73X2gdZ8SYGsYIjw9qwbNpi2jPQe6L+4pkDG37DxxgTMx82sUX8dCQ7gDcfGYS4xMXuM4BuKlve+bfdxEtG5d7Ssnkc4dlPmc2s9M5LYn8Yjs5Vt9xNYAuaeWd82v2HuOh9xZTuPgVKMw1Hj9PMZ5NjLif8Z/8OSHntEumc/NEV9l6KvV7xl2QysgL2tO/S3Neu+lsmiZU7IPLL7azYf8Jj+u44LeDdDfLSDPyK3wnsYFhHYvzj3JT2eckk++RH848GRMzn5ZxRSyfMJgR53fwqXvp9uyAYliD2sYwJmY+7TnImJj5lJzI9vh8bkYWD1zYnKdSv/e4XgVVuc4mx4vKKm0BBYooVT03sdYJijwLnKqUGuXn8/XA80qp2eb75kA20FwpleN17hhgDEC7du367NmzJyANeVYbB96/g9MPzeNEj5v4Y9YNPHvsYfrHbsdhVp3FxPK7vQ19YjNxAPkNW8KIz2natuLAyMLFr5C45CkcwA9pI7kj6/IK5/TvkspFXdM4cKyIM359mOtjlzO3tB8P2+9l3OCuHr1Y7mOQ9r1xGRexmTKH8BfbXyns8gc+SHkXNs4hv+uf2JKZybmla3AAuxul07kgA4cDvmg4lIZFhxjaYC0OB7xlG8o/ucWVhkWMmnHC0B5GL+gLHaA4z/AcnO6Dxeu1+ZnFAqWN2/FA01f5ckcJ/buksnZvnitm1LppPMsnDIZ598Ha95jNIB4tNtYC/V/Xbzg76z3W29vTK2YP00sv42n7aMbEzOdvsR9T4ojhmfgHuP3OByiZewc9jiwwrolTi8V4eSy2BcPyH6FRy66Myn6B62OX4wCeKL6VPV1uptBmZ81e31OPWzeN56Kuzfnf2v3Y7IpHYz7k7tivoN/9kH8QNs6Bxi1h1NeQ2pk8q42hk5dyyM2jbp4USwOLhRZNGnJ+5+bcNbAzD85Zx+Kt2cyMeYaLY393ZZ1ywLKuD7Gm5Q2uXsmGMUKJm3V0anir9A/MTLqN71NeoPHhVa7r4X39AFeeuefPe47BPFl2OxNjZnBb7Hc4AGvfB7l7/+WuYS++GDugExOuPM3vmMDl7z5Ev33v8Ku9K+fFlN8nz9uG8y7XAPBDy9fpdGxFeRlyc5eKHbHcZ3mERcWnV0i7UcMYrjvnVI9e8soQkdVKqXSfn0WhQdsJ3KOU+sZ8HwvYMCbHZ/r73fT0dJWRkRGwDsfzbbHYTmBHuKb4KebFTcTi5a86zJvXRWpXuK9iGjO/X82tSy/BYsF1U33IFcRajHFIAO2aJbA3t4g2yfEsLBxOkqUMhwNG2B5jY/w5vH/bea4m8OTvtjF50XbGDe7KX38+t9yWOGCybRj3JXxDrKrYXK3UDjmgDAv32e7jW/oCEGOB7x8YyIzlmTy59sLAByWaFHa6nPfbT2J4elteWPA7szP2Gb8r8Ond/ej9/ulQauW4I54LmI7dYWFZqymkZa/ADsQA+x0pXGh7g2bk80v8WOKAAoeFC2M+YY1lJDH2Ir/pO9xeOK+T8wYuGzCBmcsz+WVXjkdTzUmb5Hj2HysG4L3Y5xkQ8xuOBglYlAPsZt6mdIL717I7u4Bhb/zs0Zvat2MzZo+9wOM3d2cXcOv0X1livbZiWTKff4/pwYspT9KxbVuKS+0s35lDv86p3LP7HtpZN/KrvSvDS59iV/yfPa6Hw1H+2mnckslnTdxYj7TcjYlbHcT04sH82OUR2iQn8M2mQxV6IBvGCNec3Yb9x4pZtuNoeUVnUvTV30lY9W/2OprTznK0gq6X7MN5JHYulkq6kTwqJozXDofwsO1OjnW/nleG9661QatuGQ4HBUATt/fO1xV971qQ3dAY8xSD4t34V3jLNhSHA9cDqFAoyfUdpB92wZkcTzzV+A7wTNx73NRoDd1OKR9rszfXuDFLyxzstbR1/f5bca+SX1zGbebgRygP2mbsyeNd/s9Dz7i4eRR7BcvdjZfF7TV4/pc4i4O34qbwuLkTYfuUJB77bCPvrdjD88XDsTvcjIT5u66Ho/y1k8Rd3zK2szHerlXT8l5SuzLGHDmj4o0sJZzm2EVJmYMb919PaVwTnJGVGHMUUC6NcTiMo4k46Fv0M28kP+Qzv504/6/7dbIAjVe+QsoPjzGqXwd6tU3mnHbJtEk2Au9tzTFx7vX4xNLRFDgaYCkrgtjE8g/ydsEvU3n6y80VhoY4wwLudExrxHXnnMqrtmEV8sqp9XT7Fs7J+ZJZK/aQsSePrLwijuSX0C7FSLeb7OfClDwOn3a7x29YLOWPu+MWsCvuz6yJG8tKWyfP85zneqV9W/wi3s27nRcHNeLHhwYxZkAnGjUsP6vErpidsY9lO47SJS2Jj3/d6zEQNiHWuDa/Ws5itz3Fo1xZLPBIzBxwKN9lxv1c9/8CNLAoXo5/m+Stc8PaKRBONmGsveakF3DYu7lZW2x/nIqzdZ/GCX7vcgfXpn1JJ9tHPGG7lTLTsGVxClz0EIgFLp/k87dSkuJIufML4xyMi/Vc2b+wHFpX4dwjBTZeb/Y3VwFsTAnX8iO51lLXBR3VrwODuqexbMdR9p39AI9b7sbuVigaW0o9amxr/8fJa3AKnmbOvLgWWFt6qseNcVvDReyIu5neOV+5vJd3uYbLk+ex5579TBu0hryHs7E8eRzLk8c5/nA27wxew3HzGElp5Yl8eD1gjJh372g4VmjjROerAaPSmGx5BYCdjpZss53iOq85Vm5sk03fjs340n6BS+Orca/T4vzh8ORxePI4eQ9nu3RxkWHoHF4Pjz691f9BJp/Bt0t/Zs3eY+w/Vsyg7mm8ftPZDOqexgvXnUljs4c2k1YUWsy4WkwsdL60/He+eZTnz8qmQ6phcNqmJDB2QCfu8jNYeVjv1nyddhudij9iyoWr+PScWdhiklwa19ONmUUX0TktydXZdP/grqwVI26YbCnkLwWvc8lvl9Gp+COmnfcdexv1rmgYzEff+F3knTXGuC59bvepyekYxVv3wb/TabD7R7Yfznf17nuzI9tKZk4h42ZXLL/pjfMYIS8xzPY0x0ioYHBRYLlvjavM7LlnPz91fcjrOpXrwtT2Uvz0oMysCZtBE5EGIhKP0dKIEZF4EfE1U+E94HYR6SkiyRg9qTODrefrA0kccRhNPAsO/p0ym8k3nk3fjiksbnoNXWwf0cn2ES/3mA2Dn4B/5MH5d/n/wdTOcPOnrrcWYHb8sySTX2E80NcHkvjsVMOoWSzwz7i3aSb5HkM8zjo1mXGDu/LApd14+OGnebvXXDK9akaXUVz2LCmPb8fyxzfAEgtXvAhN27l0NGvRAevlr1GG2YwWo2b8V9zbzI6Z6AriHi0oYeHmwxWmIaUkxTF2YOfy5sBNs8v/TFEOrDGGKMa6deXll9i56vdLsZu+WLLF6vos0ez5cmDoeLbkJaaO6MP2c/5GqcP4jQQcLP3iP76nRw1+Akxj6/7gvtXQqLx3MLn0MAvjHubGNtmMvKA9hTY7kxZsYfHWbH4/mM8X9/R3eWxlZroOWxFc+ZKRjyatvryVz0efxoShPfji3v5MuPI0v02jhZsPszPbyqDuaQgwfnksMwb85NLY5J7FnN29E/+4uif/WriVbi0a8+PWbEZvv5BsaQ5AktgoKnXQLCmWkthkBhx9hCkXrmJKn2/51d7J5fk4r2/qhreNN1e/4qoAuOJFo4K94kXyzhpTbkiUg6T/Xk/s1i/pkJpIk3j/k4VK7Y7yYTixRj51yF/LH+w/sJEuXBH3AQU3f8sJEsvLpQDfPOYqMx3TGjHwlifKK0ZnpfTkcSzXz8KGhVKHhe86TQjKzBq/MTQReZ+qx1UGvAS3iDwJ/MPr8FMYwzg2Az2VUnvNcx8EHsUYuPspcJdSPoJGblQ3hpZntfHDoq+5ds1Is1kfi+XJo67Prn3zZzJzCunfpTkf3NE34N9lzQfwxT2ut7sapTOtwysV4hb9uzTn3b1XEm8xjs0rPZf77Q8wYWgPACYt2FIhjrF02xHWzHyIvzaYRxGxxFscxGAHxLiZU928hsJcWDYZDm2AP7zsCm7vnHkX52R/WiE+81rpMM4Z/S/ObJMc2GoVH98EW78uf9v3f0xYUkTblATyrCUUmB0EvyXcSSNldcULl3MWX8RP5Cx2UIY59y6xOTxiNOc3vHYjZ+UuAIxY2jsXreSBy7pVbxWN+Q/C6v+U/z9gSsrjTDnYEzAGSb97azod0xox6evfmbZ0F/+Ne5J0yzbjC+eOge5D4YNry3+z02C49bPK08Vzoj3gd4L46Bm/uqaa9e3YjNgYCw/vuZNeMXtYb2/PqNh/MWPUubRPTfL4387VVP55QSldF44kCSuW8++BK7wXwvFi0TPw07888uSJ4luJuWAsn63N8hgbmJwQw7Eio/3SJjmeL++7iBQpoHDZm6zPOsY/Dl3Itnzjv0wY2oNCm53PFy3l+dh3iLVY6H7HdJ+dZ9PM8ZXu5bomk/BrGkPbAew0H8eBazC8q33m94YBAa9gq5R6UiklXo8nlVJ7lVKNnMbMPPcVpVQLpVQTpdToqoxZTUhJiuO6P16DzWxq2CxxHp/NGHUug7qn8cywir0ylXLOCLhkoqtG7FCQwSkZLzOqX0dX13rLJg15ZtjpfNv9Wdd5V8WsoqMc5LRWjV3j37xd8AHdToFBj9PJ9hF/aDyX7MvfNJu5Cr55zFNHYjMY8jTc+jl58W2ZZo6FS79nOgt7vkiBV6zwrw3nMWDrCxW9MX8Me8PDi7lu2yP075JKVl6Ry5gBzO34rMsTndpwMgAldsMbErP4OQpzObH9F6Yt2UnTa1+izGw6JuIg+eAywIeXWBlXv+JqloJRWO/Pe5Y7+Jw2yfEeg6TjzdjQeNtYrGYMz755PnS5xPBynOxaBL9MrTJpd50pSXEkxsX4nDEy8aqermbsyt259GmfQqcEI87aXPIZeUEHerdLqfC/e7dLYdH4i1lV2okzi9/hnUFrqjZmYHi1bv/HAjwT/x6Dsz/k5vM6uI43TWjgMmYA+48Vc9/Ha8lTjUgc8jg9bnyelObGeLO+HZsxPL0to/p1YOAF53Nv7DMML3mcT3b5vka+yvXCzYcrHxJVTfwaNKXUU84H0A34g1LqZqXU35RSI4A/AN2DoiICOAesftZ5EtmOJnzc4VmPqRwd0xoxY/R5NZtEO2A8q9rebjTvgAfi53FH3Pdcbs7BvPz0lnRMa8Swm++GWMOgxljgtQavGsF08HvzjjTja5k5hcyznQv3ZkDXIXDFC37leK9m0X3QCK5q/LkRvHYaNfDwaqoksRn8eY7rbVzedoYnGNobu80eONaqPxYxDF+SFNOeg2Q4jGKzrdkgyhxGk5+5I5m0YAvf7CplU7MrDE0WuG73RL8SKp0iNvgJuKT8uxbgb3FzeLHxXO4f3JUim508q41R5moZR2LbcJzGAFht5uDb8+/yjKd9OyHw/DHxVzl1TGvEjFHn0rdjCn07NuOa3q2Jb94BgGaxpYzuUfn4LX+/Wynn3wV/fMP11gJctPdNLto9hf5dUunbsZkxw8Hra8t2HGWmOQDXORd3UCnjzBcAACAASURBVPc0po7o4zLcTw87gx/GX1ypJl+VUo3+RyUEGkM7H/jF69hK4AIf59YJnDf54VMu4LPBP7LIdnqVy7VUh243vuDR85m0eALJmUZTyn0EveWGD1xe2umyj3ZFW3hq/m9+b9SUpDheGd67vBCkdoab53o2N93Is9oqrGaxcPNhMnMK+TBpBINsLxu9VuA3qOyXLpdAWg/X26u2P879g7vSrpnhebRqGs81vVtDC6OpFwO8EvsGs2QYu3o/Qqs/v0lhghHzSoqPdf2nFV0eZI3dWDe0pMuVfpP3t+yQiwHjyb96ukfgul/2xwzfcBszF61hTkYWKUlx/O3K03AoRbYypmqVlDk4dvSQ8aXr3oGuQyvtFKqMyjzLhZsPs3J3Hit357Jw82H+23YCuY5EEuz5NP32rzX+3Uo5ZwT5/zfX1SHmzJOLd7zE+Z1S6ZCa6DPONDcji0lf/86Qni2YMLSHzyEWNdFU4//hh0AN2lrgeRFJADCfnwMqdoPUEYant+X+wV0R8/Uzw053zdkMRvdxhZ5P4K85zzK6fS7X9G5dbrC6XEJhA2NlBIsF3o77F5+vO1jpXM7qFIJZbkvMOM931orTR55L2y5n8MkFCzj+cLbRVKsuN37kemmhjHMOzWbTAaOT4eDxYqMpcf0Ml1HpFnOAQ2VJPJN3GcnNW9Lklg+heVdihs9y/acbBvZmevt/8nzpTXzVYqzfpAOp3T8q6M2w4qcpJtbUCG3yNzLn1Dke33t62BkUYhjiNJXL3s+eMD5IbAY3f1J1p1ANcJbBcYO7MqRnC3arVthjzGEjx/YFNS13PsrpzDVeeXJb/CLuy7iU8+MzfX7nwPFipi3d5TGNLxoJ1KCNAi4EjovIYYyYWn+MaUp1Eu/4Rse0Rvz3rn5BdX+dPZ/OmznGAo8ffYgl67d6eBaOGz5yndOCE/RjA1A+p7E2KK9nKDeIvdul8MEd51faa1clqZ09mjEX7fwX17c8RMvGDenTLtmYn5famRJzLdAkShjdPpeJVxleG6f2MZrNp5avfZCSFMczNw0gdcjDDLvgTL9JB2LYh6e35aqhV1F872/QqjyO3C13icf3jhWW8ljpHVgdxk2ednBpjZYXqg4pSXE8cFk3xl3WjYWbD/P20l0cKDPy6bBqHLKFGJ15cvj2NexNPMM1rKNByXGeyx7HmDZ7GDugk895mN/56AWPJgKdy5mplOoHdAb+CHRRSvVTSu0OqboQ413DB9v9BaDLJVgvf63cqNmLGZ450SPdJl3PJ6uBscq5c7BtbIy45jTWhlH9OjBhaA9G9etQ69/yyzkjXLFAC/Bg7pMcyi9h9d5jzFt3gDyrjeUJA8zPFf+wPldlbDJY18L5O8nNW8LYRYbxtcTCVVM8zhvSswUnEtsx2z4IgAW2sxg9c1XIjIo3Tm/tlCZGPpbmZzNvxcaQpOXMk292lTIg92+8VTzUo9J9LGcCE1qupluLxh7fixEY2L25z8U4o4WAx6GJSCpwMTBQKbVXRFqLyKkhUxYG3G+aUC5P3PiCkVjcAtSJ+5YxtuF3rnRf/W4b/+s6yWOw7SD7Lz6n7FSXkBhpX9zwgetlC8sJ7mmxGTA8wzkZWYzPvYYSZ7i5uPaeZ405ZwRMPGo8u7Fw82HyCkv5JOHPvFB2E6/ZryMzpzBsnojTW2vV3BicfKoll+ElVQ8TqQ1OI1o6+Gms/csXzrEAfHEPU7tl0NltIr9dwedrD5IQFxO1exQEZNBEZCCwFbgZYykhgK4YK9nWC6oMMNeWAeOh44Dy999OcG2RN2XRdiavdbDYUj5SfnL861FbC/qkyyVwijHExQKMP/48V3VpyDW9WzM8vS13Dz2X2IZmjV9WCJs+j5hUf0sy3T+4KylpLZladjXHaExSnIUfthwJedPTgz++BvHGtKrEI6ENUbs3eRtf+rDnMBXglGUT+bznEtd6bS2bNIxq7wwC99AmAzcopa4AnKNDVwLnhURVBAh297FPrp/l0WPm3CKvf5dU+ndpzvjCUdjNEesNUaRIGG+kYHDD+66XFhxctvsFFm4+7PISLdfPKj/30zEREGjgq/JyxlTdvWKrzcHK3bkea7yFnNTO0McMTZ/ap/Jzg835dxll1I3GK1/hn03mAjCsdxvGXRbYihiRItB9OTsopRaZr53xZVs1vh/1OG+6UOAxyv3mT1zHh5segtOIzslozjbrJLr+OoEGKFj7Plx4f+i0BLtgpnYm//LXSPr2r1iAq2NXUdA6GyP0iuHFNW5lLNGT1KzCqPpw7afpTM+78hqe3pZCm509OQXMW3fQVdCda7yFcp9TDy4cB4mpcPYtVZ8bbE6/Bhr+Dz74E85b/YLsj1mWupFG531a+XejgEA9tM3mSrLuXAqEJmoZYsK9y7m/5qz3qPKxAztz2pV30+CRXXDZ0yEp0DPNTTmcAyWDzUe2/hQ4jCaKBWgy32ts2w3GMA1u+NAjX7zzKJTXqLK4YmJcDEcLSj16he2KCvtNhJTEZkZFluh/z9iQ0uUSYypdQ2NcngU41fobyVN7w77VkdEUIIEatPHAhyIyC0gQkWkYE8YfDpWwUOLcaSfQ5YdrS7WbsyEs0N4b4wab4eltWdL7ZRzOFLwX1ncbpuGeL955FPKYpg+cafZs3cRjtgMYOzYFsxII1GCHu/J1kdoZ7l9HYYtzyie2lxXBnICmbkeMQHdO/0VEemF0CkwHsoDzlFKhG/0XQnyNzQoloWzOVpeR/TqQEBcTslhhSlIcV/9pBJx3Gnw+Fq6ZVum5Q3q24ME565h4VU+PPPLXLKwO/prX/o470xrSswULNh4kv9hzccljhcEzKk7jWWizk2heD18eo/M8IPxlKLEZiXcv9pzY7mvnlygi0I2GBwBrlFIveR2/UCn1c0iUhZA+7ZNplhRLn/YVF+mLFCGNbbnhNK7Omj9k6Tk9sSpwbkoLm5kxuryPKRiVgD9j4M+YONOctmQnWXlFdEhNJKlhjGvmw5ZDwVtj1Gk8i8wljbw1ep8X0Z7FwU9A9yurrKCigUCD+j8CW0TkaqWU+9yHBXiuLlsnmDhvE7nWUibO28SPD59S9RfCQLhr4nCkF4iRNmYMbC6fORBEKgv+g39j4v29uz7IYOXuPHr5WKW2prhXLJV5zFHj3QdYQUWaQA2aFXgV+FlEbnXb7Sm6/U8/DOyWRuaKPQzsllb1yWEi3DVxqNNzjrFzrvnl76Z0rmoSCvwZg6qMiff37hnUhe1H1tG/S6r3T4VMo6ZmBNopoJRS7wD/B8wQkfEh1BRS8qw2khPjjJ2WLu1W9RfCRNhG9IcpPecYu0Hd02pkNMMRDA80D56av5lcaylPzd8cMi3hwj1fI9bhEEKqNY5MKbVMRM4H/icivamDHppzS/sJQ3tE9QDBuo67B1iTfI5oMNyLl6/vxfi563n5+l5Vn1wN8qw2vyvahgr3fAWiJo+DRaAGbZfzhVIqS0T6AzOARP9fiU6iIsgaBYS6E6K2Talouk7OVWJri3eeOytXgIS4mJAbFV9r40H18jhcnVc1JdDVNnp7vS9WSt2klIrGXaMqJSUpjuHpbZmTkVWvXO3qEolxXtUhnE3wcDW9vPPcOX907IBOrhV0Q6nFaUCdk8trksfRXm78emgicotS6n3z9W3+zlNKTQ+FsFASTc2ZSBEtHlBlNX64vIFwlQfvPHdODnduHpIQZwzmDZWWYFzzaCk3/qisyXkT4Jxt7G8OjsIYaFuniNRFiSZ3PVp61yozJpEwNKG8Rv7y3Fd5DEXZDMY1j5Zy4w+/Bk0pdaXb60HhkRMeInVRot0zjITBHdKzBT9tzybXbG75Grkf6orHvTxM/m4bkxdtp8hmZ9xl4ekF9y6PkSgb1Z1VEa34jYGJiCWQRzjF1nXCskRRLYhEfGTh5sMs25HDtKW7Kp28Hyq8Y1bhnhZXHUIdX/N17aM9ZuZNZU3OMiq/rmJ+XnHh8SjHWesM6dmChZsPh632ibS7XlVtG47Btt7pO5fscW5WE6jWYOHuNQ9Pb0tRqZ3+XZobu1VFGaH08KuaVRGtlbA3lRm0jmFTEWacBeOXXTlVjmSvT1R1Q4Ta4PpK3xkYr67WYOF+w87JyOLtpcYIpYWbDzN2YA32ZA0hoTQuVc2qqCtUFkPbE04h4cR9VYXzOx2uM7VPTXD3dCJR29Y0/UjEz4antyXHamPzgRPGblVRRrCMS12Li1WHgGcKiMgfgYFAc9xmCCilonuBJB+4F4xQ18KRLjzenk64a9uaph8JzyAlKY7UpDiW7TgalR5asIj2zqnaEOjyQf8A7gI+Aa4HpgF/BmaHTlr9INKFJ9IxkEDTj7ThdxLp/AoHgfzHUF+PkP2+UqrKB7AHOMN8fcx8Pg/4IpDvh+PRp08fFQ3kFpSoqT/uULkFJT7fayqSW1CiRk1fqdo/+qWa+uOOsKWpr4t/pv64I6TXoza/D2QoP3Yg0CZnslLqN/O1TURilVK/mtvbadzw9sjqWlA1EtR2ZQ5fVOUBBLpi7MlKqD1V9zh2MBcaDdSg7RSR05VSm4DfgLtFJA/Iq7WCesbJ0GQJNrVdmcMXVTX1K1vkMVqav5Ek1BWx++rAwQzJBGrQHgecq9tNAD4EGgF/qbWCekZd8sii5cYNRZ5VVbFUtsij+7CeV4b3PmmNWjgItgMgRpO07pOenq4yMqJ/ieBowlk7Thjao84Y4XDgvtquzpvoQ0RWK6XSfX1WnWEbiUAXDM/MhVJqee3kaSKFbh4beHuqKUlxvDK8t8cmyJq6QUBzMUXkVuAQ8APGUA3n45PKvuf1G81E5H8iYhWRPSLyZz/nPSkipSJS4PboFGg6msAJ97LfUPV8xEgsC+1rvmK41s2L9mWwo12fN4F6aC8B1ymlvqtFWm8ANqAF0Bv4SkTWmx0N3sxWSo2oRVqaKKWyYH2gG6sEG3+eajjGEEZ6nGJV1LV4YqAGzYaxlV2NEJEk4DqMsWwFwDIR+QJjnbXHavq7mrpHZc3cUAzfCITqrFMWbCLd7A9kwQLnnOc5GVlRaXTdCdSgPQG8IiJPKaWO1iCdbkCZUmqb27H1GFOpfHG1iOQCB4F/K6XeqkGamjpGKIZv1IZw9FhHulc8kAUL6lI8MVCDtg14GviLlG8FLxjb2wWyfFAj4ITXseNAYx/nzgHeBg4DfYFPReSYUupj7xNFZAwwBqBdu3YByNBEmspuoEjf3CcjgXiIdem6BGrQ3gfew+gIKKpBOgVU3GG9CZDvfaJSyn3zw+UiMgVjP9AKBk0p9TaG8SM9Pb1+jD+p50S6iRVJomXcnzt1yVgFQqAGLRWYqGo+aG0b0EBEuiqltpvHegG+OgS8UdTB/T81vqlvN1B1mLk8kymLtlNos/tcAy6cRKNxDQaBLqE9A/8bpVSJUsoKfAY8LSJJInIhMIzyTVhciMgwEUkRg/OAvwLzapq2RhMMgjF8QbyeI0ldW1o7UAL10M4D7hWRv2PEtlwopQYE+Bt/wdgh6giQA9ytlNokIhcBC5RSzgG7N5rnNQT2AS8qpWYFmIZGExKCMbxiZL8OFaZZRYr62vQPaOqTiIz091m0GJu6MvWpvrr69R193aKHWk19EpEYoDPwnFKqJNjiTjaifSClxjcnc+yvLlFlDE0pZcdoLpaGXk79J9q3stNEH3Vt+lEkCbRT4D2MJbg1tSQS8yfrAvqm9U99DeCHgup0CtwnIo8AWbjt11mNTgGNxi+6Ke6f+hrADwWBGrR3zIdGExL0TesfHb8LnIAMWrT0ZGrqL/qm1QSDQGNoiMhoEflBRLaaz6NDKUyj0WiqS6ALPP4dY5mfTzBG7n8CPGIe1wSADnprAkWXlZoTqId2BzBEKfW2Uupbc1L4FZgrXWiqJpw9Vb5uCH2T1B10r2bNCbRTIAnI9jqWAyQEV079JZxBb189hroXse6gO0hqTqAG7RvgQxF5DNgLtAeeA74NlbD6RjiD3r5uCH2TRB/+plPpDpKaE2iT816Mtcs2YKxttg4oBO4LkS5NLfA1eFcP6K0+oW6m66Zl8AnIoCmlTiilbsVoYrYCEpVStyiljoVUXT0hGuNX0ajJSbRoC7XB0dPggk919uVsCnTH3JfTuRS3UuqHkCirR0Rj/CrcmqqzWkW05Feom+m6aRl8AjJoIjIKYxu6AoymphMF6D0zqyAa41fh1lQdIxUt+aUNTt0j0PXQ9gN3KKUWhF5Szagr66GdrETremLRqkvjn8rWQwu0U6ABsDB4kjQnG9HaKaED8/WLQGNoLwKPi8gzSilHKAVpNOEkWpq3muAQqIf2APA4kC8ie90fIdSm0YScSHqO0dKbW58I1EMbEVIVJyE6dqOJlt7c+kSgywctCbWQkw1dmDW6uRt8Ah220RCYCNwEpCqlmorIEKCbUurfoRRYX9GFWaOHhQSfQGNorwJnADdTvvz2JuDuUIiqzzjjJkBU9vqdjOhYVv0hUIN2LfBnpdQKwAGglNoPtAmVsPpKtAwT0DdxOc5rMnN5ZsTzRF+X2hFop4DN+1wRScNYQkhTDaKlqaljeOU4r0WRzR7xPAnXdamvnVKBGrS5wCwReQBARFoBkzFWrtVUg2OFNn7ZlcOQni0iWpCixbBGA85YVp7VRkJcTETzJFzXpb5WaIFOfYrDGFx7J5CIMZ/zHeCxaNlNva5MfRo941cWb81mUPc0Zow+L9Jygk59rfnrG3X5OlU29SnQYRs2jMG1D5hNzaMqEEuoqcDEq3oCm83n+kd9rfnrG/W1hzXgXZ+cKKWylVJKRM4UkbmhEFWf6ZjWiBmjz6NjWqNISwkJeo2vuoG/zoe63ilRqUETkUQReUZE5ovIKyLSREQ6icj/gBXAkfDI1NQVonUSemVE4iauLM1w6PHX215VL3ywtIXqP1bV5HwDOBtj74ChwJlAD2AWcKdS6mhQ1Wg0ESASzeTK0gyHHn+dD1V1SgRLW6j+Y1UG7XKgt1LqiIi8jrFBykCl1E9BU6DRRJghPVu4ep5DiXsgvjLDEY6eTn8xtKpia8HSFqr/WFUMrZFS6giAUmofUKCNWd0immMi0dLUW7j5MIu3ZrNw8+GQpu3enKusaR7NzfZgaQvVf6zKQ2sgIoMAcR7wfq/3FIhu3F374elto6qrPlqaeuEa+xXNY//q8jAOd6oyaEeA6W7vc7zeB7yngIg0A/4DDAGOAhOUUh/5OE+AFzB2awd4F2O8mx4mUgPcb6JoG1Lh1DakZwumLdkZ0pvJecM6m5XuRiVcQxgqSycSBiXPamPm8kyXdzJ50XYgOspGTam0yamU6qCU6ljJozobpLyBMYWqBcYk97dE5HQf540BrgF6AWcBVwNjq5FOVBKppp+7ax9tQyqc2hZuPuxqijnzaXd2Aa9+t43J320LSp45jfkT836jyGZnT46V0TN+ZXd2QdiujXc67u9nLs9k0oItvPr9NpeuUGt5cM46pizazuRF21Hgs2y4awxFPgX7NwPexq42iEgScB1whlKqAFgmIl8AtwCPeZ0+EnjZjNkhIi9jzFCYGg6toSIavKNoHUzpy4v8ZVcOi7dmA5AQF1Nr3cPT2/LT9qMs23GUZTtymL/hADuzrcBmzu+UGpZr410G3N87vaSl27LJzClkb24G/72rX8i8tTkZWSzemk3/Lqmkt2/GyH4dfKblrhEIej4F+74Ii0EDugFlSqltbsfWAwN9nHu6+Zn7eb48uTpFNMdPIo27oXVvhp516gGE4ORZSlIcfdqnsGzHUfp3ac5DQ7oxZdF2Jl7Vk+TEOI+0Q4V3GfB+ToiLoW/HZoyfu56d2VbmZGSFZdhGZUbTV7kNZj4F+74IaC5nrRMRuQiYq5Rq6XbsTuBmpdTFXufagdOVUlvM912BbYDFO44mImMwmqi0a9euz549e0L6PzR1m7oS+K4rOiNFMLaxqy0FQBOvY02A/ADObYIxXKSC5VVKva2USldKpaelpQVNrKZ+Es3DIdypKzqjkXAZtG0YQ0C6uh3rhbHqrTebzM+qOk+j0Wg8CItBU0pZgc+Ap0UkSUQuBIYB7/s4/T3gQRFpIyKtgfHAzHDo1Gg0dZtweWgAfwESMMa2fQzcrZTaJCIXiYh7H/U0YD6wEfgN+Mo8ptFoNJUSlk6BcCAi2YCvXoHmGAN5I43WEV0aIDp0RIMGqFs62iulfAbN641B84eIZPjrEdE6Tl4N0aIjGjTUJx3hbHJqNBpNSNEGTaPR1BtOBoP2dqQFmGgd5USDBogOHdGgAeqJjnofQ9NoNCcPJ4OHptFoThK0QdNoNPUGbdA0Gk29QRs0jUZTb6jzBk1EEtxeR+T/mMuGu54jhYjEub2OVF40cnsdsfJl7h/bxHwdkesiIueKSPdIpO2l42IRuSQKdAwUkb87r0soqLMGTUROFZEvgY9FZIqIJCilHGHW0EZEngP6AURq3wMRaSciHwFvi8izppZw50U7cwPqGSIyXUQahFuDm5Z7MOYBD4HwXxcRaSsi3wOzgeRwpu2lo7mILAA+Bc4UkdgI6WgrIl8Di4Fn8L1sWFCokwZNRFKBL4Es4E3gQuAjEelV6ReDq+EmjAs0AbhCRJqbx8PqDYjIXUAGcBD4AbhBRKabn4Xl+orI34E1GNfjaeAyjD0kIuUd9QLygPO8lqwKGW5e+ksYy139rpTqpJRa6f55mHkIyFFKpSqlpiilSsMtQESmYeTHNqAD8CNwRajSC9cS3MHmbMCqlLobQER+AeYAN4vIYaXUoTBoaAH8E2NByruAX4CvwukNiEgy0BW4Vyk1xzy2AfhRRMYppU6EQYMADuAKpVSGeWwZ0EREJMz5EaOUsgPbMbyjvsDvIrJXKVUSyrTd/uelwFKl1H2mpvMwbuZ8wB5KDU7Ma5KEscnQi+ax/zM/zlBKZYZJRyeMjZF6KaV2i0gLINVdZ9DLh1Iq6h9AQ/M51nzuC+Q6j5vHrge+AG4IsYY487kxkGK+/hBjiaMOYcwLwViOKR1oYh6zABcDK4CmYdDQwOt9H2ArYAWeA6515leIdcR4Hf8MOBN4GPgc6BEGDfHm8+lAIXA3RiW3HlhulpGYMOiIMZ9bAHsxKv+PgS3A1xie9C3hKJ9ex5337lLgJWd5DXb6Ud3kFJEUs/k0FUCVu8yHgVUYhcbJpxjeUh/34HgINNjMmiVfKZVnnvYqRjPnolDFKXzoUEqpIqVUhlLqhKnJATTE8AaCvg+aDw1l5rPT+2kN/FsplQS8AvwD+LuINA6xDrt53Fmes4C2GPvAxgM3icizInJWCDUUm3HDTRje4RsYe8r2x1ik9BLgfvO7QWt++soL01M9jGFM3wb2K6V6KKWuBP4L/CGYeeFHh3L7TIAy8+0ioL2INFQhiLFGrUETkTOB/wHnAt1E5E9uHx8BfgYGiEhHcAXB5wHXKaWCsslfJRrcd5IXZTS1lmB4JD2DkXYgOkQkxnmOWwG6BtjivMnDrGG+Uup1M09ygGeBURhN0lDrsLjdIGcDW5VSuUAp8HcMj21XKDVQfj/dCQxWSr2LsR/GCuBxzP1l3W/2EOlw8h5wBoYn7+QroDMQzErf7zUBV+Xr/M92oJFSqiQUMd6oNWgYGf4+xg2xCLjT6XkppQrNY8XAo27f2QvsFZGmodSglHK41bKujacxNnTpJyIPi8hzIpIYYh12t2C0xTQufTA8BETkDhG5289vBl2DG87YbD5GcD6Y3fSVXRPnTboSeEpENpppLwMyMeJKodRgM72jMozgN5TnhQPIFLdhLSHU4azMVgLfYoQhAFBKrQdiMGJbodbhcC+f5rlfYzgiLULhoYWkHV3DtncPjH06TzHfx2HGgTB6Mb8GHnQ7XzB6S/ZgxK+uBTYAr4RDAz7a/8AUjIJ7FLgmnDrM/EjB6P29AaPH8zBwVTjzgvIYzmkYYYFJYS4XFuADYC1wu3lsKMYN1yLMeeFc/KE7hnF5sCbp1zQvzOMdMSr6rzGavCswYoyNI3GfAF0wKpjLapMXfrWF4kermTkxwDvAcfMm/B242uucRubFWIqx/K77ZxdieEfLgSfCqQHDiFiAWIw4WmltCm0tdDiN2mWUG9SJEciLxhhjv+ZheGZ/i0S5MG/ixEiVTco7bPpidEocByZEQIezcukJPGBqiYQOody4nwKsA86o7fXxqTEUP1rNTDoLYzxXcwz3/FGMWMcAr/POAD4BJrsdi3V73SBCGpw9fX/C7G2MkI4YjBjGRIwYRSQ0iGlMxlALDyCI18TlvUYoLzoB90U4L9zvkVr1KgbjmnhrCvYjJD8aQMY0dStsY4BdXgXwY4weqk5u34nD2Prue+B5jE6By6NAw9AoyIsVwCVRoKFWzYh6VC7qRV5Ek46A9YYjEbc/2hUjSPklRq9Ie4xu7R+B3m7nnYUx+v0ar+9fhTEcYT8wqq5qiBYd0aAhWnREgwato/aPsPVyisjtGO3utcAjQDPgCQzX9TDmvDsApdQGjH05bzG/GyMil2GMoXlTKdVGKTWzLmqIFh3RoCFadESDBq0jSITLcmKMSbrT7f2pGBa8NUZbfDZuzSbgaow5YInm+zZAcl3XEC06okFDtOiIBg1aR3Ae4ZzLORUoARCRhhjTQ3Zi9AbNxRjsN05Ediql9mAEuBcqY8wZSqn99URDtOiIBg3RoiMaNGgdwSDcFpTy7tuzMVxV59zIMzC6lX/DGKeSDQyprxqiRUc0aIgWHdGgQeuo3SPsq20oM0cwRi9vVeY0JaXUbyJyHUbmna6UmlWfNUSLjmjQEC06okGD1lE7wm7QpHyJl/OAb8xjd2OMpn5OGfMiM+q7hmjREQ0aokVHNGjQOmpHJDw0u4g0wOg5OUVElmIs/HabUir7ZNEQLTqiQUO06IgGDVpHLYlEOxdj5QMHxiqrD52sGqJFRzRoiBYd0aBB66j5IyI7iY1YCgAAAGNJREFUp5urItyLMU6lOOwCokRDtOiIBg3RoiMaNGgdNSciBk2j0WhCQTSvh6bRaDTVQhs0jUZTb9AGTaPR1Bu0QdNoNPUGbdA0Gk29QRs0jUZTb9AGTaPR1Bu0QdNoNPWG/weUJxvUlHl/SgAAAABJRU5ErkJggg==\n", 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\n", 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    " ] @@ -518,8 +518,8 @@ " 0.000000\n", " 0.000000\n", " 0.0\n", - " 0.670696\n", - " 0.897587\n", + " 0.669120\n", + " 0.896014\n", " 10\n", " False\n", " \n", @@ -530,7 +530,7 @@ " 0.000000\n", " 0.000000\n", " 0.0\n", - " 1.048614\n", + " 1.048615\n", " 1.011925\n", " 3\n", " False\n", @@ -566,8 +566,8 @@ " 0.000000\n", " 0.000000\n", " 0.0\n", - " 1.036545\n", - " 1.026360\n", + " 1.036445\n", + " 1.026461\n", " 8\n", " False\n", " \n", @@ -584,11 +584,11 @@ "4 2010-04-12 00:00:00-07:00 2010-04-20 00:00:00-07:00 0.000000 0.000000 \n", "\n", " slope_high inferred_start_loss inferred_end_loss length valid \n", - "0 0.0 0.670696 0.897587 10 False \n", - "1 0.0 1.048614 1.011925 3 False \n", + "0 0.0 0.669120 0.896014 10 False \n", + "1 0.0 1.048615 1.011925 3 False \n", "2 0.0 1.058734 0.993322 27 True \n", "3 0.0 1.045265 1.045265 2 False \n", - "4 0.0 1.036545 1.026360 8 False " + "4 0.0 1.036445 1.026461 8 False " ] }, "execution_count": 16, @@ -609,7 +609,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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N2Gw22rRpwyeffFJt+ZEjRxIQEEBwcDDBwcHExMSUnzt48CCjRo0iJCSEjh07snjx4gp1H330UZo0acLgwYNJSUkpP/7JJ5/w8MMPV+orNTWVqKioC7zChgdLOTPjQtQxd6Vm2wpRssZMu/gqlkEcAULCL25ftcGl9vXy1J95TuDyKmbmZ6P7kMqff86w/Pos/MJw7733Xu4hEB8fT3h4OJmZmYAQkzvvvJMbbriB8PBL/x3/4IMP4ufnR3p6OvHx8YwfP57Y2Fi6d+9eZZ0333yTe+65p8KxkpISbrjhBu6//37WrFnDhg0buO6664iLi6Nz585s376dnTt3cvr0aWbNmsVLL73Em2++SW5uLnPmzGHDhg2V+lmxYgXXXnttna+ppKQEH5+GS4Es5cwMT+qY0wFxa2HX2uqVDnelJiIKMlPq7qN2vqpKbcdZX6hunNUpkBcDtenvUqtV5v7clbvLreTVJy71vbZg4VeA+Ph4+vbtW/55xIgRlJaWkp2dfcnHYrfb+eqrr3juuecIDg5m6NChXH/99Xz88cd1buvQoUOkpqYyc+ZMvL29GTVqFEOGDClvKzk5maFDh+Lv78/o0aNJSkoC4JlnnuGJJ56gcePGldpcsWIF48aNA2DOnDlMmjSpwvmHH36YRx55BJCgm5dffplevXphs9koKSmp8zVcKljkrCYcjYO1C+H7hdUvQGZiFxAkitmgcXVfgM93sXMf58UmI9WNs0Mf6DkMCp3113911+OJ7LiXv1Qkwuj3wBZRT9fMl+Nm0l+TifznhLoSTcuka6Gh4Wrl+XUZERcXR79+/QDIycnhqaeeol+/fnTs2LFO7UyYMIHQ0FCPrwkTJtSqjcOHD+Pj40Pnzp3Lj8XGxrJ///5q6z311FOEh4czZMgQ1q9fX2U5TdPYt28fAN27d+eHH36goKCAtWvX0r17d3bs2EFCQgJTpkypVLe4uJiNGzcyZswYAG6//XZWrVpFTk4OIOrYZ599xp133lle59NPP2X58uXk5ORYytnPGh36wOipcNXUuhGt812Aq1vsqlvYomKgfSwMneQKbKiKjFzoAul0eI4KNdqF+o9uras/4MEtsPJ9+Qv1p1bVNHfGOBUu9XT397D0HYmm/SXAPAd1fc6PxrlIq0XQLFjwiPj4eF577TUaN25MkyZNyMjIYNWqVRXSfJjx3HPPsWbNmkrHly1bRk5OjsfXsmXLajWW/Pz8SopVSEgIeXl5VdZ5+eWXSUpK4tSpU9x7771cd911HD16lJiYGCIjI5kzZw7FxcWsXr2aDRs24HDId0GPHj2YNGkSV1xxBSdOnOCPf/wjDz/8MK+//jqvv/46w4cPZ+rUqeXka+PGjcTGxtKoUSMAWrRowfDhw1m0aBEAq1atIjw8vJzogihp0dHRBAYG1ur6LxcscmagqkU3IAj6jIa+o2tegOojKKC6xc4TQTHMmas+hCM7XeWiYqomIxeqIh2Ng70/gH9AxXGaF96IaGjSTMZRH6hJjXOf+2P7oLREctNB/alVB7bAqvflr6f+jXnvOtilnp5KhPWfw8ZFF9b3+aK+1aoLeX4uxORvwcIlQL+t+su0oF9KFBYWcvDgQfbs2cO5c+f48ssv2bp1K76+vlXWOXDgAL169aqX/hcuXFjuyD927FiCg4M5d+5chTLnzp0rJ0SeMGjQIBo1aoS/vz/Tpk1jyJAhrFixAl9fX5YsWcLy5ctp3rw5r7zyCrfccksFh/6ZM2eye/duPv/8c7744guGDx9OWVkZ7777LmvXrqVr16689NJLQEWTpoFp06axYMECABYsWMAdd9xR4Xx0dPQFzc+lgkXODJgXHHPesLosauY2dn8Pn74gf+sLntSfg1vgy1dh12rIOyNEYOcaSElwKWju479QFclc3z3HWmikLLzblktaj5SE879edyTvE+J3cEvlc+a5PxoH2RmSMLjb4PrrH0QR04BiZ8Vn48AWWP5fMS1HRMs4C3V/s9AICImA3qPqdyy1RX2bdC/ElBkQJFHFEVH1R9wtWKhH7MrTX7t2XZb+9+3bR0BAAO3btwdg0qRJtG7dmq+++qpCuXfeeYcrrriCadOmkZGRQbNmzSq1ZZArT6+xY8d67H/q1Knk5+eTn5/PypUr6dy5MyUlJRw5cqS8zO7du6sNBnCHUgpNk1/KvXr1YsOGDZw5c4bvvvuOpKQkBg4cWKlOeno67777Ls8++yz79u2jV69e+Pr6MmDAAPbs2QN4Jmc33ngje/bsYd++fSxbtoypU6dWGsvPAbUyuCqlYjVN232xB3NZYESbGQuFQWi2rYBNi8HXX47XFFVnmPo6DxB159gByEoVslRfY+zQp/I4NCAkDNr0hE59oUNsRWLmKSrQPZKxrjDXN3YkSNoDaclQXAj9r4Yug1zjuBAY117oFGUw74xLDTPPi9nZvtAh4xk+2aWU1VdUYVed7CXvg5wMed99iJC1lCOi1mWehMN6pvf2vWD1R5B6BL59G+5+8fz7Nz+r5rk1J9v1dI2eopAvZD7q+vy4P4cpCS7i3hCiiz1AKeUPvA38BmgKHAWe0jRtpVKqLZAM2E1VXtY07TlT3XeAmwEH8A9N0169dKO38HNGXFwc3bt3r0Aixo0bx7fffsv06dMB2Lt3Lxs2bGDLli1s3bqVZ5991mNbK1euvODx2Gw2Jk6cyLPPPsvcuXOJj4/nm2++4ccff/RYPicnh23btjFixAh8fHz4/PPP2bhxI6+99hoAe/bsoXPnzpSVlfH222+TlpbGXXfdVamdxx57jNmzZxMUFES7du346aefyM/PZ/369bRv357k5GQKCwvp2rVrhXoBAQHcfPPNTJkyhYEDB9K6desLnoPLgdp6w/1PKZUKfAws1DQt7SKO6dLCfeFwOiA/R/ZlLCuV47X5hW+Y+po0E5JSkA+jpoi/Wk2oaaH0RLLK68SCmibkBcBfT6Z7cIscq8/dAjyN02g7KgY+ewkO/ySffQNcW13lZolJb/jkui3GTocoUJkp0GcUXD3NtYUWVJ4XY26OxlVe/C80fYX7jgNHdkLnfi71MDVRFLOgUCHJoc0gsrXMS9/RQipPHBCFre/ouvcPck/XLpR7nmeK2qophYsnMnUp03l06CM/XM6chq9fgwHXQnAT+T8z1LSGBx/gJDACOAGMA75QSvU0lQnVNM1TuNdsoBPQBmgOfK+UOqBp2qqLO2QLvwTEx8dXMlFee+21vPHGGzidTgICAliyZAn33nsvSimUUvTs2bOK1uoHb7/9NtOnTycyMpKwsDDeeeedCsrZ2LFjGTZsGE8//TTFxcXMmjWLQ4cO4e3tTZcuXViyZEl5QMHHH3/M3LlzKS4uZtiwYaxZswZ/f/8K/a1bt46cnBxuuukmAAYOHMj48eOJjo4mJiaGL7/8kiVLllRSzQxMmzaNuXPn8sEHH1ykGbn4qC05awGMB24HZiulfgQ+Ar7WNO3n7dXrrioc3CIKR6ANlDdERtfuF35UDCTsAFsInE6GjGOQmwltukHsVdUvQOaF0tMuBZ6UD2OhHj1VnO/XLhSTmz0HNn4pG48H2uDau+tv8fO0oJsX/tueFIJ2NlWiRv0D5NzGReJzBXDd7+vWX2aKmMC6mgiZgagYISJRMZVVtCKnkNPcLLl/F+oDZ752DfDxgTY95Pr3bxYzamRrUdN2rAJbE6lzKhGu+R34+AmhM8yh56NYacg9btEROodWfB4MxXDTYnn+jsZ5IPI1PFP1Afe+jM9FTlj0Dzh3BtKSoCAPkndDcGiDzPWmaZodIVkGlimlkoF+wM4aqk8D7tI0LRvIVkq9B9wFWOTMQo148803Kx0bOXIkdrtLqD1z5gzFxcUAvP7661x99dUXdUxNmzZlyZIlVZ43K3QRERH89NNPVZadM2cOc+bMqba/UaNGMWpURTeQf//73/z73/8u/7xixQoeeughj/Vbt25NYGBgpbQax44dq7bfhoRakTP91+E3wDdKqRBgMvBH4B2l1GLgv5qmbb54w7yIMMiF4RdT5BQzoa2JmDSbt6vdApa0G3auhpIiUdxKS0UpWfp2zQuQeaE8sAX+Nx869oNxM+S4J1XNWKjPpsOhbdBrGOSfgx3fQfw66HYljLu38tgvxJxV04LuHwQDxwop8gtwlRs+ueLf8+3PUNGgonksaTekHHad69AHDu+CHSvBFgqtOsp9zEwRong+iYHdx+Jvuj6DJA4aD8l7YcdqyE4TBTXtqPQ/bgYc7S9zc76KVbfBrn7N4zcrhsoLysoqklAzke9jUu2KnPK8GQpnXVDVc3RgixDzq6aKQmi4CORlQ0kxBDWGJpHQ7+qKz0gDT2arlGoGdAbM+QOOK6U0YA3whKZpWUqpJsiPWbMbyG7gxks2WAu/eNxxxx3ccccdREdHk56ezv/93/9d7iFdcowcOZKrrrqq0vGysjJeffVVbrvtNo950X4uqFOSD6VUMPIlcxsQBXyGSP4LlVLLNU17sP6HeIlgKCMxA8R/q7QIOvSuWfUyoAHBIeAsAGc+NG8rytuo22omd2aCmLgLTiZASQnE9JfznhbzboOFnC39DxzcLMSyzygIayEO6CMni/lrzfyK5sRqTaRuC6MnH6eqCIXTAd+8BfFrhYg0CnWdCwmvm2LmPi8g12eoaO5EqdBZ8dzROAmQOLIL/AOhSXOIaA3FRa4owboSo+p2HDBIYuZJIeK+/tCkhRDDQ9sgMR4yTsh9KHTATytFyasLPN0j92Md+rh8/wwzckqCqKk56ULGDBh58RQuhbMuY6jKLGoETBjuMsaYThyU+tGdwZ4rz4e5XgPeNUEp5QssBOZrmnZI/x4cAMQDYcBb+vlrgGC9Wq6piVzAY2ibUupe4F7gZ+sbY+HSo1+/fhw4cOByD+Oy4o9//GOlY3a7nWbNmtGmTRtWrfp5C9W1DQgYD9wBjAU2A3OBJZqmOfXzbyEk7edLzgz1A2DPejHNNWoqn+PWunydqiJq3QYLsdq5GrpfCXk54OUl5i53OB2iZri3eTQOEuOgrER8cqJiRI2CygpDVIyoRY2agn+wmIkK8iEoBJq2gIxTsvj+8CWkHoVpf3Mt4Ob2jH49LYzuG6q7nzfDIEQnD8G2ZXAmTVSa6x+svRLiiQyazXCGqdKs9hj+db1HuXzR8nMgPApOH5P5yz4Ncf+DZm2l3PmY8qpTdgyTdn6OBEKEtxIT5pU3QMc+cl8Msy5IsMC25XU38brfI7Mi1nWwlBk+WYiZoRJmp8uzFNpMlCoDHfrAsElidq2tqdfd/G7+a6Dr4IqKWECQKIobvoBCO5w8DN09+EFeLDPrBUIp5YX42hYBDwFompYP6BEfpCulHgLSlFKNgHz9eGPAaXrvMSmUpmnvAu8C9O/fX/NUxoIFC7WDzWYjPz+/5oI/A9RWOXsJ8TGb6SkYQNO0s0qpR+t1ZJcC5gU3JUEWtOIiGDVVFI/eo0R52vsDOHKBx6p25g4IEr+i7AyJ1AyPgrOn5dya+WJKA1fk4ToPqkVENBQWiEn05EFZeMfNkMXTUMBSEmSB3P+jEMHARtC6q5jPwlrB8f1wNg2S4iQhbXiUmFkNtciTc3hVC6PZbOcp8tI8f1Ex0LKTfkJJnrGyUiGqtVVCzGQwM8Xl2G6cs+fAon+KidKYNyMQo+cweZ+XI6bkkiJo2UHm58wpUbP8gyrnZqsO5kAGY96LTCZbo52UBCFju1aXXz4F+fD9Z/C75yVYQEN80trpjrsXauIFGYuhiBnmQyNKNWm3PGcRreV8cZH8NVJ/7P5eytuzoW2P2gUpmMfg/hxVFVHsdMCiV+T/olFT8YVUNGgTpgEl4XLvA82AcZqmFVdR1CBVXpqmZSul0oBYxNyJ/r76dOoWLFiwYEJtfc5qDAXRNG3uhQ/nEsPwjxkwHrJSxCSVdUoUqVOHYfHrQrhKisXRv7r0KLlZsgD2GAq+fuL3o5T8NSfc3LlGiMToqfKVblbEvnxFnKSVj7SVsE1Mm0l7YN0nooDd9qSUj18vpqKozhDVRcxl6O2VlkDjCElrkZsli2J16ognwuauFHkKiHDf7L1RExg6UXyKMk9Cq851c8A3q2NmE6Qxb3nZUHyVhS8AACAASURBVOCQazOiJI30Jcn75N4VF8q96tBHgjGKnOKAHtEKcjIrj6c6RWzjosrzbvYZM8x7UTESuXl4pyhRWafEjJmTDh/NhhbtZVy7M+X4+fi8ebpHfgHQKAyOH4DW3Vw55ozccpu+EoL647dCio51lWe8yAkLn5fxNWlW/XNd0xgMuJNDczqX3Ewx+Y+5E3ZvEL+zj58TQmgoqw3TrPkO0BX4jaZpBcZBpdQgIAc4AjQBXgfWa5pmmDI/AmYppXYgxG4G8LtLOXALFiz8vFFbs+bfqjhVCKQAqzRNS6+3UV0qGP4xO1fB7vVw1RRZxI7vl1dRgaSEaNFBFkJDefC0sG5cBNuXw8DxEBQsC+W25ZLzK9gtsi4qRpQNEFJ1cIuQizNpQoLadIf04xKUEBUjitqejaJEHdomC3xESwhvCb1HQ8feohYd3y9mtfaxsnVSUYFEjSrq7ghvXiyjYjynwjBHS4JrYS50QOMvhSR+9pIQG/+gmtWSgCCZZ0MJMxQqI2/ZVb+F1l1c+cv2b3alL8k6JYSwaXOpO2aaqEOrP4BeI2HX/2QeUvpXvIbqSMHwyULMvLyEbHQfImT31GG5ZnPdsTNEgTKIZWRruW8DroYj8dJGWbH8IGjVWUyw56seGYSyfSx06idm5Pi1cO0M+WEQFQNHd8v1ph+HrJPid2ek/jiwBVq0k/FGdZZ26tKvu9+bkbbFFir34+Qh8PF3PQ/DJsHWZbB2gdxLww9O4VJWG5hZUynVBrgP+Y47bco5dR9QBrwARALnEIXst6bqf0GI3XGgAMmB9vN2gLFgwcIlRW3Nmp2Bm4DtSO6faGAgsBS4DnhbKTXpZ/UFZOQzC2wEgcGicCXvhcg2ciwiWvy3Mk6IIuQXKEpEVZGXhpnKFiLmyGunw9i7Ky9kIAvnmvmS+6rXSCGGwSHS7vj7hAQufRuceS4VpEV7cXg/lQgbPtedzpvD0XgYfjNc9wBsXS5qW0CwmEXtuZJrLSBYFJWDWyqb5KqCebFc8R6smQeOfOhxpav+oW2y6NpCxPneIDEJO4RsensJQSsthiuuF8IInufPUzJgY4wHtkjdpL1wxfjKfngR0fDpS6IEtesh5AfEvHxsH+Tnwg0PQEgzl+Lmnrw2KqZyiouQcPHVOxonfSx9R0iX4c9l3HOjjl8AbFkGSfGiVoaEwzdvy7n2vaHXcCHshlnvfJUiQ/EdMknMt/nZ4ld2JgUyTwkhHjdDFMVgPbVL83bQsiOcy5I5GTRBCOuGL+TZGjap+j5zs6RdL6+KYzYHFrSP1c3/QFhLl4qXkwG71oipNzQSUGJuHz+j8v1oIGZOTdOOU72m+Gk1dQuB6frLws8M3/bW3/zt28s6jguFpmlMnz6dJUuW0KlTJ1555RXuueceEhI879py1113ERUVxfPPP3+JR+oZL7zwAklJScyd2/CNciNHjuT222/nnnvuqbc2a0vOvIDbNE1bbBxQSt0ATNE07Qql1DTEL61KcqY7zd4F9AQ+1TTtrmrKzgT+BAQBXwK/17/w6g9H42DVB+L4P3IKDLlJlCkvb92UWQRtu0H+WRgwDhznJCVCVb/sjYjET/4upsmTh2DA2IqLjuHAPWySywxmZPjv2E9MnYaidt0DFR2r83OEbES0Et+yjGOitDnz4MNZYk6158ji2Lo7lGmyCHfsC/f+yeXrdj6EoFVHaBQu4z+X6aqfGC/j9fYWx3P/IOg6CCKjwNdXjgXaxJyoqH7LH4OsGD5dZihEwcpKkUz7ZtOgkfw2JUFUosR4Wez9A+T+KW8598NiucfvPwWxw4XoGdfRfYhrp4Oq5mbTYiHFYa2gy0AX8TDUtDXzxfE9+7SMMaqLPDOZJ6W+4ZAfM0BIjDvBrA7u5MVQfE8cEMUswCaqVcxA2PJniRYuKZZnY8gkIWLblsE3b7hUtZAI2L1O2l67UJ5Vc14yd6K0cREc+FGu30geC3K/hk7Sn9VYUeM0KN+pIipGfC/7jgEfX0nxsuwd+XERFOpSQBueSdPCLwlX137LnusijDfXXZyxXCJs2rSJNWvWkJKSgs1mA6iSmDVEPP3007UuO3v2bBITE8v31PwloLbk7BoqyvYAy5AoJoAFwBs1tJEKPK+3VeV28Eqpa4AngVF6ncXAX/Vj9YeoGFGtFJIk1D/IZZ5xOsR0lZIoTu6Oc7o6EVr9L3unQ5QL3wAheO5+OEd2wZlUKTt2BnTuX9HZ/sAW+PpVUey6DNLNZLoZ6NgBWPmu+BCNnSHO5o48yM0QU2ziTpOS1EoSpCbHQ2i4KzK0Q2zF/FzGmD2Zqla+Bwe3iYm1pEhMpFkpoiAZaseZVFmUW8XIVlVnUuHzf8DQm0XlS0sSpaltd1nEu1axY4DhO9ZjmG5mdluouw6WNnetFgXIMA12iIXXfi8kpVNfISSOPPEZHHOntHnX87B5sSg+n70g/k8ZJyB2ZMXktWbFzgxzipXINpB5Qu5tn1ESfLB1uQRmJOr78M14WXwVR98u9fwDhViGtZBrS/hJTIl9Rtc9UMKYEyMh7+FdENgYigrFdPnB05CZCkE2iRKNXwdpiUKuvb3F3Op0CEl22iUy2N8mCXWNgJGqFD3DxHs2VUiqsS1ZToZs7m6UNedRCwmHXWth2X/kf+iWP8r/kKGiFjsrznkDMWlasPBLwPHjx2nbtm05MbNQNUpKSvDxqVNmsYuO2m58fhRwj/u/Xz8OEI7sIVclNE37WtO0JcCZGvqaBryvadp+PcP2c4jiVm84fvw4s/74OC9+uYrXdqUwd9ESPl38Dd9u3sHaxZ+zxdaePc37clQLJsMrGIbeVLuNno/GiYn0yhuF8EVEC0FJOSxkJDHOZfYxnKtDwl3pIA5ulQU0uIlE/32/UOptWyGmqbCW4O0HyXtEJcvLgsZh0PUKuOIGIU9HdohCEhQMwyaLSXP1fGnLUOXMOLgFlv1XyFi52TVOiNnROFj7sZDC4/uFoHYbJGPf/b0Q2J7DJVK0rETUOr9AOL4XYgaJ6crXD7Z8A1//G759SxbrtQsltcTGRa7+9v4gxLHb4IpznZslZtWW7eHWJ6HfNRL5l7hL2jl5SAIvAhtLwEDyHiFrH82Gn76T+b7/FejUX9ShqC5C1JJ3C+ktjxA1+QDu3ywEbuk7cg/7jZF8dw+9AcNvEbKjISTl0+clOrbLICEwka3FFHpwi9yjkbdBu15w9e+EKBU5xeRrtJ+bVfMD26FPxY3mj8ZJ/7mZovS26Q7N2on5vaxYzMg5mWJCPHYAvpsnZDW6KyRsFyKduEv8zsbfB92GuIhqfo48fxHRrg3t9+v5pQeOFSXO1kRUtG3LxFTpb4O3HhGzv9Pta6DYKT9YcjPFb/Kn78QUb2ssBM/w4TT+B3atrdyGBQu/cJw8eZKJEycSERFBWFhYeeb7srIynn/+edq0aUNkZCR33nknubmyhhw7dgylFPPnz6d169aEh4fz97//HYD333+fe+65hy1bthAcHMxf/vIX1q9fT1RUVHmfcXFx9O3bl0aNGnHrrbfidDorjGnZsmX07t2b0NBQrrzyyvLNxgHatm3LP//5T3r16kVISEil+t988w29e/emcePGdOjQoTznWG5uLnfffTctWrSgVatWzJo1i9LSUo9zMnv2bG6//fYar3XVqlW88MILfP755wQHBxMbG1tjX/PmzWPIkCHMnDmTsLAw/vznPxMaGsq+ffvK+8/MzCQwMJCMjAyys7OZMGECERERNGnShAkTJpCSklLX21wn1JYq3gN8rZT6E3AKaAWUAhP18zHAn+tpTN2R3QgM7AaaKaXCNE2ridjVCklJSfz93Y/0T+uqLdshPITExkHi1K4rS8uWLeOJJ57AZrNhs9kICgqS9wH+2IrysAUEYEv+B0GHt9KxMJ2J118naseGL6BpSzLO5JD17QJsMf2xhYVjO7ydgOVvokqKZbEN10lY226y6K9bKJGZjjwhJqlHJJdZ0xay2LfpJov9gc2yS0BUJ1Fq+l0tKTfa9hSSVOQUEgQupUNDfN8O7xQlz4iY7NBHTHT5ORIQceqIELAc3ayZGC+EzZEr6klgYzFltu4mZtsOseK8/908sJ+TduLWwrG9kuR3yE0VfbZACIKh8hlYuxAW/1tI371zRHnxQhK5tugAV90G0V2kj6Px4O8PRUVCskoKxfy4abH0bc8W5TFGVyWNwAyzYmfkdMvJFKWuIB9uecI1npIiIZrdrhTiGxEtczlqqss/cOMiSQTbop20czZNnOGVF2iapPZY/Lprc3QjN1lVe48aRN7s99X/Gmkf5K+RPiMvR0h6aKSYPPNz4VSCfB40TtSv0mIIbiom6DY9RMVKSRDVeOnbEgHq66fvvrCn4t/gJkLSbY0h/ZgodnOmyY+QAz+KH6RBtAqdck/CmgsxnPy4XHfmCVeKk4Nb5HnbsVpM5n4BtU+Ka8HCLwClpaVMmDCBUaNG8fHHH+Pt7c2OHfLdMG/ePObNm8f3339fTs4eeughPv744/L6mzZtIiEhgcOHDzNw4EAmTpzI3Xffjbe3N3PnzmXTpk0ArF+/vrxOUVERN954I48++igPPfQQ33zzDb/97W/505/+BAhxmz59OkuXLqV///4sWLCA66+/noSEhPJ9ML/44gtWrVpFQEAAQ4YMYd68edx///1s376dO++8ky+//JLRo0eTlpZGXp6k+bvrrruIjIwkMTERu93OhAkTiI6O5r777qvVXHm61muvvZann366klmzpr62bdvGbbfdRnp6OsXFxaSnp/Ppp5+Wk74vvviCESNGEBkZyZkzZ/jd737HF198QWlpKdOnT+ehhx7yuKXViRMn6NWrF3v27LmgxNK1JWfxyEa+VwAtgTRgi5H3R9O0jcDG8x5FRQRTObs2SIbtCuTsfLNrm/coqwk2X29xZo6MhpseASAjI4NDhw7Vqv5vOjRj4rgZouSkHoHuw/hg5fc89eb7Fcp5KUWQv68QPK/N2Px9CYpowfW3TuXpsYOEpORlQUAjVqQ42JWUis3XB1t+FrZTr2Abch22E+cIcpzFRha24NbYcvMJ7TWKIC9kAfYLEAXG7PzeIRb6Xu3ypzsaB3HrxIcpuqssmO1ihYz4+gkJyc2SwIPiQlFFKIMWkWLW7DHUlTMrJ0MW8JJicYbvf42QpZwMMQumJIg52VBO1swXk6WPjygupxLFyb+sVBKYbl0ufl0xg+C7D4VoDBovJOmnlWJyKyoEP39RasbdK5no83OE0PkFyA4OkVFy3Uay1kHjpH//ACFb25ZTzhCLi1xzdTROSN7x/RId2rG3qE4tOsr9yTol5sJTh4UYj5kmJNHXT8a5ebEQp7BWsvk3yHFj79HiIkmd4skx3ukQYnbgR3H0N3KYRbTWCU2Q+LKtXSgm5a16YEJAY0BBwTkhakGNxCxrRLQW6ib8iGghsf42UeAGjRd/OYPAFjrFlFzsFNWxZWe5/84CIWtKyQ+CiGjXfcw7I+Q24ySMvUdUxduelH1FHHlCYPdthO2r5Pp6j4LB11vmTQuXFS03GG9akpqaetH72759O6mpqcyZM6fctDZ06FAAFi5cyGOPPUb79u0BePHFF+nRowcffvhhef2//OUvBAYGEhsbS2xsLLt376Zr167V9rl161aKi4t59NFHUUpx88038+qrr5aff/fdd7nvvvsYNGgQIBuJv/DCC2zdupURI0YA8PDDD9OyZUsArrvuOuLj4wFR7aZPn86YMWMAaNWqFQDp6emsWLGCnJwcAgMDsdlszJw5s7yv2qC211qbvlq2bMkf/vAHAHx8fJgyZQr33XdfOTn75JNPysuGhYVV2KfzmWee8bh1FAgXycnJqdX1VIcayZlSyhvJeh2qadoPF9xjzchHMmobMN5XyrB9vtm1O3XqxN/+9jfsuTnY047jsNuxJx/Ebndg97NhdxRgL9Vw5J0jOtQmC2WYSw6uE7nz95WNsJs0l8zoM17G/q+3K5Ur0zTynUXkO4tcB9Oy6TXoGLS/V7aSilsLZ0/zzcFzvHuixFVuSzos/N7U2hkksPY/PPPMMzw/6+kKezL+YerNbN68GVtYJEF+vtjyM7G17oyt5WJs9jMEZZ/CphVh8/VhdJswuuWtF5Vuwn3gH0TyK4/AgX3YirywNW5CYOtOeDlyRZExAgZAFvi4dbJIFzklzUWvEUIgjuwS0gQuX6fMFEkN0bKjKCnx64SYNW8nitOJ/ZBySLa2QhMV6+QhcYDvPVoW/2N7JQjg+geht/7Pc3ALXP8HIV27VsPy90SBTEsWf72oGBdBXPGemJQHXAuDb4A2XSrmNbvxD2JmPpcJ7XUSseFz8V0MiRSik5Yk11LoEGLTqrOQp6IiyDsr5Cl+nTjFZ550KYiRrSvnUDOImrFvZucBUn/NfFGthkwUQugfIOrW6nlCBvOyJbq2tEz6OZ0MHz4t4+w/zhXRaiRfXvy6tB/Z2jUuQ70y0pv0GyNm5+BQl69k43D4+jUoLhCytmkxpBwRUt6xH+xeK7tXHNwmkcMgBM7IJZh5XHwsu14BNz/uCqCwYOEyIc34Ck6rlG/9ouDkyZO0adPGo89Tamoqbdq0Kf/cpk0bSkpKSE93Za5q3rx5+fugoKBaZchPTU2lVatWmFLEVOjn+PHjzJ8/nzfecLmSFxUVVSCr7v0a506ePMm4ceMq9Xn8+HGKi4tp0aJF+bGysjKio2u/lV1tr7U2fbn3e9VVV+FwONi2bRvNmjUjPj6em266CQCHw8HMmTNZtWoV2dnZAOTl5VFaWoq3t3etx18X1EjONE0rVUodRvaQu/g/IySTdizwhf45FkivL5MmQExMDH9++Pe6KekpObjgOVlwuwyShS1mgJgKm+j5yoJde0XecccdjB49Grvd7vmVk439VBL27DN0zz8mvlcm5/8moaHExMRIufxz2ItKKCou8ThWm80mi2BBvizCTjuOkrJaX6vNm0rJQxPSzhB3/DQcP+0quO+Ex/pzb+xPt86h4kuXnwPx3zPxzS+JP238MsgC9ovq5+9H0Lp/Ynvi39hCw7B5lfHSiM4MCgqB6Jjy6//XvE8oKynC1rgJthNObHtPEOTrhS3Dia1DD2xZGdhy7Nj8Q2gcFoF3ZGtRwtIShXCghLB5+0CXK2RcrdpLSog9G0UlytL9AdbMd5kYew6Dw9uFgBhK1uGdEr1obNJ9ZKeQyZxMISu7N4rql5cjalDsVfKMbFwkz8b6z6G4GMbcLsTp+8+FmPj56xGOW1wpU3atFsf4tCTx+8o+LUTFiPR1Olw58YxgkoQdugm2k2wLVVIkY9M0Ka/h8keLipH5ObYH9m+R+WjeVshVcTGknwSlCZFaM1/mp0OsEKqyUmgWLcTYL8BNXfXgsO+vR8rO/4sowrEjRcmMiIIflwhRTDks/mntY8WkCTInmxdL9GavkeLDGBgifaYcqT7digULv0BER0dz4sQJj07pLVu25Pjx4+WfT5w4gY+PD82aNbsgn6cWLVpw6tQpNE0rJ2gnTpygQ4cO5WN65plneOaZZ87reo4ePerxuL+/P1lZWfXufG8mmbXty72Ot7c3t9xyC59++inNmjVjwoQJNGokW+K+8sorJCQksG3bNpo3b058fDx9+vRB0y7ejmu1naGFwDKl1GtI0tnyEWmaVr3Tlg6llI/enzfgrZQKAEo0TXNnJR8B85RSCxEyOAuYV8tx1g5Oh5CxPetdpqTAYFeCUyMFgF+AmHOumuratxEIDQ0lNDS06vb3b4adpRDcWxb7rBRXWo2da3hswhgeu/8eccQ/kwpNwilZ+SH24jIcw27BfvYM9sQ92HuNJnL8NMg/IWbGLgOhpIQbC/cR3SgLR/OO2MPbYvcOwO4sFCXw9EkcPkHYz2RgP5dDk8RtLqdr3ZncnlX7fMG2dt1gUF/Jabb0beh2JXY3x1EAR2ExjsJiOGeoiscAyB/SQRbvrJOiVk1+nNnr9nHObjh9f+/W0qsVPu398zR6XP+AZLlv252ixpEMvO8pggJzsZU6sQUnYbOfwdZ4KbboDtjScrEV5WMr/hbbvnRub+WNP2XlW3MVBzXl5KH92JbMJcjPl6CyMryLnXLPomLg6mnydEd1gv88LsEFZ1Il6tLHR5SnI/oeqhHRej43b8hIkeuz58Aw3RWz0Alt80XN0xBFr1ETIU2Htkvbi16Bu1+U+2Mm0R36CDH7aaX4EpZp0nZIhJDMGx8SUmWYowsdQnwiokT9y88W0/H0F+R5Vl7w+oOisCXvFUKokHO+/lKvVWchR/3GuLarMsYCrj7SkmVsaUmwY6X8D/W9WvL6nT0tffv6SQBLWZlEroIEQPQeJe+bRMLpo5J7zj8ANnwppDamf912lbBg4WeOgQMH0qJFC5588kn++te/4u3tzc6dOxkyZAi//e1vefnllxk7diwRERE8/fTT3HrrrRdMbgYPHoyPjw+vv/46DzzwAEuXLmX79u3lproZM2Zw00038Zvf/IaBAwficDhYv349w4cPLycsVeHuu+/m6quvZsKECVx11VXlPmddunTh6quv5vHHH+e5554jODiY5ORkUlJSyk2l54tmzZqxZs0aysrK8PLyokWLFufV15QpU7jxxhsJCwsrN2+CqGSBgYGEhoZy9uxZ/vrXv17QeGuD2t5hI1JztttxDWhfyzZmIZmzDdwO/FUp9QFwAOimadoJTdNWKaX+gazagcBXbvUuHMaWMgG2irnLzGktDm6BL1+VHGTj76tbckwjc/6g8fL58E5RJIqcospFRMsit2aeLF7teuETEERI2TlCjmwWp/Vho8U/J2k3fPu2JBPtLb5ck5q3Z1LeGUnbEFmFr53hPF7khLcfET+jvqMgaS8Lfn8zZxPisfe4CnurLtgP7cS+b5tO8opwnMnAXlSEPagpMS0jJVpVAfs2w4GttAr2p7AM7MWl2Es0nFWofgC28XdDwkrxldqzHlp3weGsfco6m80mJsCTB0GBXQWwO9Usohrv82G36Zfk3k3w9SZu3b4a/zYxon4OGk/SiRS6/POfwI/lRQP8vsDm54MtuBG2wACCAgKwBQYQ5jzL11eGgFYqjvC9hnN820a++OwTbHkZ2AL3EOTjha1TLLb0Amxpu7E1j8JmiyIoI5HgQ1sI6HeVJO5tHC4kvVNvUfe0Mt1UewC2r9Sd+CNEFRs9VchT2x6SIiU3SyJ5g0OFQPUeJdcTGSUm1WMHpP7hn4RoOc5J8l8Qhav7EImmzEqBps0kQW7zDtCqkwR69B4lCpoRHGEOlDBUPCNY4uRhIZsZxwFN/BFj+sO1v5MxL35N/MnCdTeAMynw5T8lUrk8h9/vZVus/VvF3N+xn0SRJu+RMcaO9BwYYcHCLxDe3t4sXbqUhx9+mNatW6OUYsqUKQwZMoTp06eTmprK8OHDcTqdXHPNNRVMjecLPz8/vv76a2bMmMGsWbMYN24cEydOLD/fv39/3nvvPR566CGOHDlCYGAgQ4cOZfjw4TW2PXDgQD788ENmzpxJcnIyzZo146233qJLly589NFHPPnkk3Tr1o28vDzat29fHoRwIZg8eTILFiwgLCyMdu3asWvXrvPqa9CgQdhsNlJTUxk7dmz58UcffZQpU6YQHh5Oy5Ytefzxxz0GA4AokN26dePAgQMXFBCgLqYsdynRv39/zYhwqRHGljPmZJnmRajfGFE9/jdfFo5xM+pGzoykmkY73y+URWznanFaH3evELdPXxITk9Muzvc5mdB1gERcGgv0rrUyjlYx4nCelyWL7dgZ1ScNNa7z/ack2rOoQDbd7tgPbnpYMsUbpHT3965oORAFyJkvEaNnUqD/WLjtT/Den2QBVUp80PQAgdL9WyiIGYS9XV8heg4n9uadsJeUMmDAABr7+UgfifGUefvw7GcrsScdwBHZHrtfMPYCJ3Zvf/H5O5uJ3eHA7izCXlTE4U/fpllemqTSsIWSEhBBdPdabjeEREJ5HdxSvqfpru++pd9Tr9eqbngjG5mL3oAfvhZTaVQMq+IOMfbj2rleduvQlv379st9WfoOrPuEpcfP8fcfk7CFhGJr1AhbSQE2WxC2cxnYvCUAxdauK7aRN9O+XVtGNw+Q6NDd68HWhJzwNhQUlxKkFWGLbIVPzmnZqzI0QtS1xmGSjDf1iETx9h0jjv87VooJsnGYEPagxhJZGxgsARHGc3rVVFGyjOfXiBI1Ag32bBQlL7AR9P2NPGPmPGe5WaIIJ2yT4IzsdPmxMWqKBIIYEalvPQLrPobQ5vIDIy0Jzp2BHkPg8Q9qTc6UUjs1Tetfq8INHHX6DrNQN9QhCa0ybRf8S1kfLTRMVPf9VWttVCnlix6tqWna50opG4CmabX3jm8oCAhyJcs0Zyd3960xOdHXCZ7aiYgW849CFqiju6EwXxLW2s9JxGETJYtkfrYQxpBwMacWOyUlxfG94OVTcY9MT0lDzYSt/9ViqjpzShbtc2dki6Prfu+6/h++kj6CQiVdhm8O5DqhLF9UmFOHxYSmlJhWvX2h90gxSW35Fu8fFhGcuJPge+dAZFNR+to+IP5ZxjgGjYfURLy+m8fzt9wMjW6VRXn/j5LmoWVHSE2E08fETHjTw+IcnrBD9iwdeSsMm0RkZio7n3sAe8JOHJmnsRcWYe/QD7t3IHblh/3gdhxtYrGHNKeoqAgvLy+XklnkRDuVSNvG/thLyrAXlVbrv2fz1mDNR7KxuB51aD9eKS6l6vpNI1z3SU/imnJqB9vS8yG9GqfdHemwaD3jx17L6DmzJBrUV3Y8eO2t95m9/ZRecCd+3kpSt9hsBAX4YwsMxBbgh60gj+vyz/JgtL55fP+xYAtlzQ9bSIjbgS3pKEEnHKL6RWRiO7ARW8opbMsXEDRhBrbAUAJbdpJEiCkJonol75bdAHIyID1ZInUNX0IDFikLgQAAIABJREFUIeGi0ib8JDsCdL1CngNjBwID1z8AJw7Jj41GTeVcmQYBgdKXOZmtBQsWLPzKUNuNz3sC3yKbAEcBnwMjkISxt1600V0KmImU2efnfBJhmkmR2aHZSBNhz3GlkLDniEnJL1D8mVq217Ot6ykMjHEFBElgwplT0KSFpCvwC6g+s71570UFjPyt7BSwZ6MQrCaRLj+0qBhx2HbmS0ReWank5Sqwi4nsiuuhdVcxoR3YDEcPiWLWsY9sFB/VSfqMHe6KdjybKmkwfANcakzf0dA4QiI6m7WDITeKehkaKQRt5XuSOd9+TlQ+EFUnZoAQs+GTwenA74uX6XvkO2jZDpoFSh6twr3QY7hEenb0E9XRvLinJIiCE9WZftMfI3nqA6IebV9OWWIcztY9sdvzsUe2F8Uu7QSOvByUhmyRVVIsDv7FhXQM1Hj8ivai9hU4xRSck429pBS7T5BE+pYp7Mqnol9iSDjc9iSObbULGQewlRXJnJq27nJEtkdSDQqKSjWK7AVk2wsq1e80YqwrTYj+g2Thax8zf745jeCPyB7dJjw7D4C/PriPZ9+cK/VHT4VCJ4+98SFxyaew5WViW78cm/9qbO9+gc3fD1vzVgS1647t6E/YjjsZ0qEp7bsNqfBjIiMjA19fX2xn0vDLPAmpenTr8Mkw4Box11pihQULFn7lqK1y9g7wrKZpHyulsvVjG4D3Ls6wGgDqujG10yEELDPFtT+k4cNmRPq16ykO5DkZ+lZQwRJ1eOUNQmSS91ZMYWDASLVgJm7Vjc/YezEtURQ6Baiu4t9UVib+SEay0I2LxFxqz5Fxte0B3a+U3FSZJ8Xc6rRLQILyhuw0aNrK5U8X2RoefM3V9+ipQt6MpKgaru2jjYz2h7aJD926hZJXq6hA/K+UtyTM1cpkO6YcPXrW6Gv/ZmkjOER8r35zO8z9k9Rt11P6NvKEmeGuZBr7jJ5JxcuZT1DHngR1v5KIQqeMqWVj6HqN9LvoFVGJvLyhdVdij+witucwyXXWOEJ2gpj3Zzh7Cm74g5DLiCi5nwaJNszPGxcxtWcUgz98TYjduXPYU45iP5WMvV0fHE2jJNr3bBb2pP30v/IKmP+skNR1C6FRUwILi2gW1lQUQ7u9WrNLkLeCJW/CnbNF4XI6sKcdr7K8O2xRErlFQJAkUV4zn13btrAh0T1ou3JkFsBH106nvZtLwMiRIzl48CAAPl5e2LzKsHnnYFs3H1vztbz0+INcYwq+sWDBgoVfI2pLzroj+2eC/rtW0zS7UqrKPTIbPIz9HUP1VBmjp8oCZChfdd3vz8jTFRFVOdt8oyZCUDJTJGrO21vSIhTk6wpaopj1DAdsqKjCGakWQMiQeS9KT+PrOthFDtv2ECKy5Rtx4g5sLAt1oVNSHqyaK0lR885KKgR7rhDKK66Xttp2c6V3aBQmOxX4B8rG4cZYDP+9boP1ZKi99E3Q9UVW0+e7VUdJn+DnL9d8KlEUwagYMXuNvl0y6XcfKglnFZDS3+V/1KGPRAQm7xNC+cNX4njuyJUN3kPCq8+wD+LDZ6iKN/5BFKk23VzzaBDbbvo+oJMfl6hNrVSI5ICxEiCxbbncz4Nb5P5SJvPRZ7SQyJXvS1tGtnv9+WjesQvNW3UWsuUDTL9H7pWR/Hb4fUJq1y6EgsOwcRs0ayvnW3Zk9i3XMNtXNobXNI3CxD3YN3yJPeMUdq8AHCOmYO83FrvdTttVb8BPeuDD4+/DivcYG5RP5PCe2Ft1E5XwxGHs53Il2tdux658cZRo2AsLCT65V1TbzJPyvGSmYM+vg1m315CKpkynA3vO2fKPJWVl5JZBbglQWATnknBEtKu7G4EFCxYs/MJQW3J2DOgHlHurKqUGAokXYUyXBkZW9vaxrgXZXY2qS64lT35m5kSdezcJGQuPlo2vNi2WXQcahUu6hCaRFaNCq1LGzArdoHGeFzKDjBim2dRE156J4VHi6L9uoRxLSwaUjMs/QHzSCh1QWiQmxS6DXIRnzwZRrs7pOceMca5d6CIiZsfyvqOFeGxbIdfo6w9XXu8ijs58yXnVZzRMnCnXdXgHhDYTxU5R0Z/J8BVsHyupULLTJLdYx74VUp1UC+NeK4R0duoLO76D+O8lOrbP6Iom48Wvi89ZUYFEIUZGizo3ZpqUMXwJDVLudLjMgJrbc1HkdAWhKGSujDIr3oPl78oWX+PulfMDxkl0b7M2rhxoORniz5WTjmrSjICorgSEhhIWFgHN28DU37sieDu1gHf/D279U3kOt+nhBUyP9IYJI4REb1shyWMTfpIdBUIjhAzaQtHOnpDrDwyW9B2DxjF33kCyPn0Fe3EZ9i5XYi/zwpGbjX3jYuy52djxxu4fgr1VV9qV5bqUQ/1Zaeyt0TjYhr3A6XFPPWuTZgsNClUFEqy2bO8WLi5qS87+DCxXSv0H8FNKPYVsfD7joo3sYsOTqdDA+Wwf45botfx9iJ5BPXGXvB81FTZ+KXm/ug+F7oNh6REIaOTabLo65c6s0NVmI/a1C8XJv/sQ2ZB93yYoyhfT5rCbpc9OvSHtmJCu0yeEPCXthVYFrsAEp0MSoEbHCHEaNdU1vmGTRAUzUjCYTZkd+oiCmJYsKqWZsPj4CXFt31vmz5wp/4evZNxrF4r6ZyhZunmQ3Ewxt3bs69ouyhPco1kNVbHQWR7BSXGhpPmIjJbrMickVl6irGmlEll4xfiK/on7Nwthyjwp5NNQygyfN6fDlUMt5bDcO/8Al8K2bYUEXIRHCQE8vl98/zoPEMLesa+03bS5mMAHjXeRQVuoBHLEr5UgkuJmUtYgZ4V22U6r0C5jvnqa7HqQlSJz7a+TpqgY+OApCTgpLNAJ+BlU5/5CXtOSJbfbNb8jtvsQiAjWCfg1Mvdxa4FDkHYYAkJkrP3GwNHvYeU5V2Rxhz7sXfV1+fwVxa/H/tWbkrD52vuwdxxAx44dq3+mLVi4yNgx6HKPQPCvf/2Ll19+GYfDwc0338w777xTvq+lGQsXLqyw/VFZWRkFBQXs2LGDfv36kZOTwyOPPMLKlSsBeOCBB5g9e7bHPo8dO0a7du0oLi6ut0SxZ8+e5e6772b16tWEh4fz4osvMmXK/7d35mFSlEcD/xUglwgoLMghhwioYAAlKFE0SrzjBSbGIIhnooFETfTzPvA2nxqveIOoaIyiX4KiaLzwQKKIKKBiuOQwCMi1ICBQ3x/VvdM7zAyz7By9u/V7nn5m+q55u6ff6qp6q36dcZ+NGzfSo0cP1qxZU5Zsd9asWVx88cW8//77bN5smQDuvvtuunZNnRfxqaee4o9//CP16tVj1KhRZTncZs+ezeDBg3nnnXe2yu5/8803s2bNGm666aYc/PLKkVXrq+qLInIUpoy9DbQHBqjqlHwKl1eSXYUhyWVztoeoQgBmMdtpZ6sbCJbGIkxp8e4LFs+0doVZKXYI/nzpLHfJAxgyEQb7t9nDRsy9NtqC+uvsAF36WOzWWTeb1ebNpyxp6F77m6zzpluy1GicVulK69TDRL1hXcxGTRMjTEPlJzqgIbQyla60tCDzpsPOJfDyI9AgYikJXaJhAuC50y2J79xpW7kH2XP/hNKWiWQLZNSqGI7G3bDeLIGt9jDF79O3LAfeoYMSlR3COpx165e/P6LKZyqFOZojLFmpbtvVrv9/59pgiHP/DB++YkrpwlmmhDW3unS06hhpxxU24rZufbPC9ZppaVo67FP+/OEo1ZLdbL+9+m59z4T32E9ONMW6bgOL4StdYSODJ4yCBV9C7Vqm1A26yhTvQwfZuae+bu23/89h4t/NTb2xiVln1yy3HH9depdv+4C6e/ah7r792LlRQ9hjD9h338zX0nEKwH6Nt71NvpkwYQK33HILb7zxBq1bt+akk07immuu4ZZbbtlq20GDBjFo0KCy+ccee4zrr7+efYP/04UXXsi6deuYN28e3377Lf3796d9+/acccYZBfktv/vd76hbty5Llizhk08+4dhjj6VHjx5069Yt7T5//vOfKSkpKSuYDrBy5UqOP/54Ro0axU477cSIESM44YQTUta53rRpE5deeikff/wxU6ZMYfjw4UyfPh2wmqB33nlnyrJLL730Uso2zkSqyg65oFa2G6rqVFU9X1WPVdXfVmnFDBIWjdD1F87PDHJizZ66/ccOO+TZU21a+CXs3NJKDX0zxyawcjUrv7U4pq6BlWZbFrGwg8tGcVz4pXWyjZomLFM/+qnluJr1b3judrOYNC2BFh0spqxVRytQvvdPTHmEhOVn/2NMQZgzzWKqPp9k6zv1SpQQSiVfuKxufVi13BKrvvOC/fYN601JCttt8nhThHbvYQrIIacEikCvRKxdz8Ms99y+/RPnSb6eIaFsJbtZrrFVyxIyte1qCmubPUy52Gt/a6Mjz4RfX2HzYErj4afb7w/jCT+fZOfbsM4Uqx8dkqhXmer8+x9r1za0Dk59PXAH1zKL2F59zQLZobsNmAgLxLfZwxS0pi3s3mzb1Y6nJNqq3d6BBXTf8u0ejlKd/FL5ezrVvV+3Pgy6xmp17raXuZb37GP3z/pSG0iycqmdb+obZu37YjKMvcMS4XbZFw7+JbTvZhbZo86AgRdZuyXfz+H5waxqP/9N9m7pAiEi9UTkURGZLyJrROQTETk6sr6/iHwhIutE5E0RaZ+070gRWS0i/xWRi4rzK5yqyujRoznrrLPo1q0bO++8M1dddRWPPfZY1vsOGTKkrDzRuHHjuOSSS2jYsCEdOnTgrLPOYuTIkSn3DZPMNm3alEaNGjFp0iS2bNnCDTfcQPv27WnRogVDhgxh1apVWcmydu1axo4dW5al/6CDDuL444/niSeeSLvP3LlzefLJJ7nsssvKLe/Tpw9nnXUWu+yyCzvssAMXXnghX375JcuXb13Zcfny5bRp04ZWrVrxs5/9jDlzrM997rnnaNOmTVlB9ygrVqxg1qxZ9O3bl+7duzNu3LiydT/88APNmzdn6tSpzJs3DxHh0UcfpV27dhx22GFZtUVFyTaVRl1gKNATaBRdp6pDci9WAZg5qXyS2VCh2qefdX7R2oLZKEJRa1nUurVhnaV4aLOHdUAb15u7qnSFWSDCVAdQeYtdMsmu0SbNE5ayyS9aUP3KpdbRH/Bzm9+1o7nLGjQyF9nCr2DCozYy8bSrTLbQbRmGXSS7dNOxV184+SLbr3EzW3bQgMTAgdAKtXShKQErliQSoYJdj7AAd1KgeVkcHpSXJZRt3P0WYwiJOpZhCa+vvzBr4ZxppqQcE3jrwyLoR5xubsioxS10i4aDPnZuaZ+hhS/5/DPes/ULv7Tlr48xl2TjkvKW2zZ7mIvz0F+Ze3DDepPr41etzRb1NYUHgsLhC005PPqsrQeThPF60coXqdpq9tREux5zjo0Q/WGD3Rudelmh+c77moK5Q32z6AXlsNipGXTZz67hXn2tGkIkdUdKKhPbWTjqAAuwlEFfA8cAfw/SCpUCzwNnA+OA67H0QgcE+14LdMY8DLsCb4rITFV9pZA/wKm6zJgxgxNOOKFsvkePHixZsoTly5fTrFmztPvNnz+fiRMnbqV8RUd1q2qZFSmZiRMn0rFjR1auXFlmDRo5ciSPPfYYb775ZplyNmzYsIwKVsisWbOoU6cOXbokXlx79OjB22+/nXaf4cOHc9NNN9GgQebxhhMnTmTXXXdN2R4lJSUsX76chQsXMnXqVLp168aaNWu44YYbeP3111Meb8KECfTv35/atWszZMgQnnzySY477jgAxo8fT6tWrejVqxfz5s0D4O233+bzzz+3XJp5IFtb3GisAPk4IPvCjHFGSFhxZvfe2l0YTU6bTeeRrsMJ3VCh9arnoXbuRf9JlM/5JKgvWbd+Ln9hwu0WBq5PfsksN8ecY1acD1+xvGfhzdX7yIQFI3T5fT7JXHbzZsDEPU0x+GG9VTzoFGTqz1SlICTcZvegIsPq5UFes5Xm5n0tkC103UUVipDKxOGFFqvwM1rC60cHJxShyeNN4WrTJVEEPRr7m+wWDdu152FWZipdXcioK/OLyYkBD/+ZajVL69ZPuIQHXlQ+xi4cPDB/pilRP2y0axi2VXK7pxpMEsYNRgvBJ7dn+NnzUPtdLdqaUvjDelPUly60e3mffolBHWHqklDWjevtxSdaeSNZkU430jib+6hABMm1r40selFE5mIDo5oBM1T1WQARuRZYJiJ7quoXWP7Hoaq6AlghIg9jL7eunDlZUVpaSpMmTcrmw+9r1qzJqJw9/vjj9OvXj44dO5YtO+qoo7jlllsYPXo0S5YsYeTIkaxbl30ezzFjxnDRRRex++5WqfHmm2+me/fujBo1apvuvNLSUho3Lu8nbtKkSTl3ZZQXXniBzZs3c9JJJ/HWW2+lPe7ChQv53e9+xx133JFyfa1atbj//vs5+eSTqVevHg8//DDXXHMNw4cP59NPP2XEiBHUrVuX22+/ne7duwPm0jzmmGMAOO2007j++utZvXo1jRs35oknnmDw4MHlznHttdfmdQBTtsrZUUBHVV2ZN0kKTWjF2bDeJiivhIXxOtkWYU6nOCQvj8ZoTX6pbOQdYNaXZMtLZQldhd/MsZihsND73M/go1fgqDMtQ3tY/zM5ie5efWHQlZZyokU763jfGVs+zUVUGUgXsxeNvVqxxDr4krbW4b9wt43SBLNqRRWKkEwddzZxeNEYw3Dbo88qnzZj/TqLh5s5yX5rWAQ9lcstVNKmvm7XcNNGG1kZDqBIt31YkUGwwQc71LW2D0cLf/aOjZJ9bXQiaD9U3OrVN0tf+EKRTVxilFCJDePXwraKWj5nvAfT3jbLWel3QRHz+lYpoqRteWUsbFdIKH4zJ1mB+EWz7DpDQpkN88tNT2H9DOWryAtRARGRlkAXYAZWa3hauC5IKzQb6CYiS4BW0fXB9xPTHPdc4FygUnX4nNxRrnzT4fk/XzSgv1+/frz88ss0atSI1atXl20Tft9W0fHHH3+cyy+/vNyyu+++m+HDh9O5c2eaNWvGqaeeytNPP521fIsXL6Z9+zKvPe3bt2fTpk0sWbKENm3alNv26KOP5p13rLzdgw8+yN57713ud4S/JdXvWLt2LZdccgnjx4/PKM/SpUs54ogjOP/88zn11FPTbte/f3/69zfr/bRp0/joo4/485//TIcOHXj33XdZsGABZ599Nh988AFbtmzhtddeK1P2WrduzYEHHsjYsWM56aSTePnll7nrrrvKHX+33XbLKGdlyVY5+xrYephIVSZ0u0RHzEU7rDBeJ11nm+p4qTqUDeusBFHpSgvKD61ZYIpf2y4J5TAaSJ8rOvUyxWfRVzbyr2kLc+etXWWxRCuWwj4HW7Lar2daHrN+AxO5zeo3NHdWo6bWcXb9cWKQQTQOLLlINpTvlKMutnBE5/7HwpvPWBmr/Q5P5E1LpWBl6rizdasm75Psdqvf0GK+5k4zhSS6Plk5DPO7zfrYRr622gO6NN329Yum2QhdgV0iltuN62HiWFNgvv7CBpFMD2p57tXXyh6FI2Mz/bZsB5Mk/65OvWyQwqdv2UCV9etg1w5WOSIdUYtc5/2sDdt2tpePtl3Lu1J7HZaIT0w+RqbcfUUkKF03Bhitql+ISCNgadJmq4CdSIR9rEqxbitU9SHgIbDamrmU26kaJAf0A3Tr1o1p06bxy1/+EjDlomXLlhmtZu+99x6LFy/m5JNPLrd8l112YcyYMWXzl19+OX369El5jDBOLUrr1q2ZPz+RvPrrr7+mTp06tGzZcqttwxGhIWvXrmXTpk189dVXdO7cuey3pBoM8NVXXzFv3jz69esH2IjNVatWseuuu/LBBx/QoUMHVqxYwRFHHMHxxx/PFVdcka4pyqGqDBs2jHvuuYdly5axefNm2rdvz6677sqnn34KwIcffkj79u0pKSkp2+/000/nkUceYdOmTfTt23crRTRVW+WSbJWzx4F/iMhdJLk1VfWNnEtVSKJxTrOnJjq1iiahjRLt8CY+C68+Bs1bm4KTPGot3zUEQ4Vj9jTLMTZ3Onwz26x0e+wHx55rrrvDBpn7asHn1vmXBoUgktsjrP0ZummT48BSZeNPVqrqBoW1F80yJeC7xdCzv1mgQqUw2bVZmetREfbum3DpRgl/x8ZAkQ5HkkqwT89Ds3PFhUphNHlvpx6R3zvLRjyuXm6WTqH8YIvoyNgsi4OXO3ey0pbK6nnS782tOWcaTJlgAxOatTJ55n5m20aPk8oilxxjF7qdU40YDY+RKp6wyIhILeAJYCMwLFhcCiSP6WsMrAnWhfPrk9Y5TlYMGTKEoUOHMmjQIFq3bs0NN9zA0KFDM+4zevRoBg4cuJVVavbs2TRt2pSmTZvy6quv8tBDD6WN+SopKaFWrVrMmTOnLE7s1FNP5dZbb+Xoo4+mpKSEyy+/nFNOOSWrEYo77rgjAwYM4Oqrr+aRRx7hk08+4R//+Afvv//+Vtt2796dBQsWlM2///77DBs2jI8//piSkhJWr17NkUceyYEHHlihEZWPPPII++67Lz179mTTpk18//33zJw5k6+//rrMVTt+/HiOPfbYcvudeOKJnH/++SxZsoRLLrkk6/PlimyVs/ChlJz8Q4HdcydOEYimeoh2yNtjjQmJduRNW1iHtF//4lkEohUDSldCr8OhpE1CQQjdjHXrJ1IkJMd7pUpBAandtsl1RcHOPfX1hDISLmvRzpTBg05K5JsLa4N27GGKwZxPE7FiqahsrFLy/pmsTmGJpy2bElaivdMoHJnOFR5HSLgAw5eEOnUt+L95CmUmF0pqusEr0UExXXvbvTt/Bvz4KKtdmuq+iMrStmvmChuZrk+hlO8KIPZq/CjQEjhGVX8IVs3A4srC7XYEOmFxaCtE5BssRjd0kPUI9nGcrDjqqKO45JJLOPTQQ/n+++8ZOHAg1113Xdn6bt26cfnll5dZ3NavX8/f//53xo4du9WxpkyZwgUXXMDKlSvp0qULY8aMSZvGomHDhlxxxRUceOCB/PDDD7zyyiuceeaZLF68mIMPPpj169dz5JFHcs8992T9W/76179y5pln0qJFC5o1a8b9999fdv533nmHo48+mtLSUurUqcOuu+5att8uu+xCrVq1ypa98MILfPjhh8yYMaPcyNWZM2emDQlYtmwZd911V5kyWKdOHe69914OO+ww6tevz6hRowCLN3vggQfK7dugQQMGDhzI008/zYABA7L+vblCMtXmq0r07t1bP/roo21vmIpcByInd8BbNlknG3WbpjpnvgOio2WFDhtUvv5n6Up4d2wis3++zp2qLaC8+/P1MRY0v0cvU1RWfmtWl+TRm9FjT3kt9bptsWoZ/O0WGxTR+8jyruVU1yK5XFVFr1Mo6z5mui9TVudMsxqsyxaaMvTJG6aQVtQ6VhEZktsr/G1h/demLUyu5ELy4bbJ7VOZ67CdiMgUVe2dp2M/gI1Q/5mqlkaWl2DVUc4EXgKuAw5R1QOC9bcAfbE4s5bAm8AZ2xqtWalnmJOZdJn+U5BVzJlXCKg2LFmyhF69erFo0aKtXJUjRoxg1qxZPPnkk2n2rhyZnl9ZZ04L4i4OAFqr6jPB22I4qqlqEwbNz/l0a6Vhe4hamQTr7MI6jGHnH7WuJS+D/HRuyfFOkFA0wml73OjZKJVhQtz1pWYZa9OlvBIYHTCw8ltLiFu60mKUokpkKstKZawuE581RXDP/RM5zEJSXYtMKSKyIWplio5mrFsf/v2SKa9h4fhoot9cktxeUcV44SxLqdKqo8kQLSQfvc6fTzIlOqq4pTtuDEZfVpQgb9lvgA3AfyMP7d+o6hgRGQjci9Ucngz8KrL7NcD9wHzge+BWT6PhOPFk1apV3H777VspZt999x2PPvpoVilD8kG2ec72Af6JPajaYjl9DsFM+6fkTbpCkS7urLKEHXlYUD3MjRWeE1Ivy5drJ1mxmPFeoi7mYYPK58qqCKmUyuQqCROfTVhjAOZPL295SlZakpUXSG9FqowLOppio17DrePNcn0toqM2o20WKs6hIh/meQvXb0vRqYgilNxeyVUMorFj0TaPXufkXHeZjhv+horKWURUdT4ZXlVU9V/AnmnWbcCsamfmRzrHcXJFly5dyuVhA3j44Ye54IILGDx4cFli3kKTreXsfuBqVX1CRIJIcd4GHs6PWAUmXdxZZYl2RMnxWqliuCqjZGyPXG27lrekbW9nmUqpjHbMkAgID2uZLltUXhFOLtZer0BtkZxiI1V91HwQtlVYuaDnYWa1CmPvQuU0XN+inQ2YSCdXZayu6ax56bYLP1MNnMi0fWXldBzHKQDnnHMO55xT3NLh2Spn3TDzPQTvykFun8wpfKsS+VCM0tV1zPd5s5ErH27cKNGOecM6O9f+x1p6hbBkUZiKI2pJKVbnXWiLTnLlgk8nwnff2LpQWWzSPLH+wJNSp6AIqYzVNXr90lknowp9ci68bI6bCzkdx3FqCNkqZ/OwzNhl0aoi0gcLinXSEdeOKF9u3CjRjnn21ESNx1QpF6Ju3Y3rocuPzd2bLudZZSgXX/Vl8ZXC0K0aVhhIHpUadbtmGhyQbyU/OYkwbN/5ivEy4ji5JtMAAx8s4OSAbJWzq4CXgtFLdUXkMuC3QHHtfnEnm46oGDE4+XLjpiOT26xTLwv8DxP1fvlh+jqVuSCVkhEqhd37lU/5sT2jMStK1K26W4rEsslu12IRvYZzpqVWnqtIPJnjOE7cyUo5U9UXReQoTBl7GyvoO0BVp+RTuIKSz44l07ELbbFJjoMrBNtym33ypo2Y7Hdyouh8upGZFSVVBnwof44wAeo+/SwQPyxBlA/lsKoSvYZhEuHk9qnovezKnBNDFvUrtgSOU4FUGqo6FTg/j7IUl0wdS2U7kUwGEeU0AAAgAElEQVTHLrTrM24d6OypFoO25/42OCFU3nKV3ytT3F94jujI2aULE8ll4+aOLhTbuubp7tmK3sup0sm4kuYUmdb1iy2B41RAOav2ZOpYKmvdih47VRLTQlpntrcDhfzlXgs/89ExZ/N7042crSmkG5SRTmlKd89W9F6OKsWTx5tru6IVFxzHcaohrpyFZOpYKmvdih47mlusGG6z7e1A85l7LZ9tUJHjxyVYvdDuvmQFPFUOvnwOGlm/zkpYzZxkRefdnew4Tg3HlbNsyGWnHc3SXxXcZnFRWLaXqhTXFC37Nf0dW1aItk9WwJMrXORr5GxIOEClbZeq879wqi2L1ye+u4vTKRaunBWaypb/qQ4UUmGKe9LTaFtEC4+ny2lWaGVz4SyLw8u3Ncv/F05MaPNO4nva2pqOk2fSKmci8gTli7OkRFWH5FSi6kwcrDjZyFCIQQCFUpiyccsW87pE2yJT/F0+rWrprsfsqYnKDm7NchzHKRiZLGfRBLPNsTqa47Bivu2A44DR+ROtGpKtUpJPZSFZGUh1nnwqT+vXJXKKFaLDT+eWDQdmbFgPi/9jdT+h8Na1ZIUs3fmzsarlQoZMsjmO4zgFIa1ypqrXhd9FZAJwrKq+E1l2EJac1smWbIPr86kcRWVId558DgIIc4rtd3hxO/zZU21gxsol0LiZ1RYthnUo25i+fCpKuRp96TiO4+SEbGPODgA+SFo2GeibW3GqOdvTEedThnTnyWenHJeSVuHAjA1BuohipG9IV0oqFfm8JnFwtzuO4zhlZKucTQVuEpGrVfX7oOD5dcAn+ROtBlMoi0WhzpOc2y0O1pg4BKDnql5lruQo1vkdx3GccmSrnA0FngJWicgKYGesCPqgPMnlVCdCF2KxcrvFlVSlpIopR7GtmY7jOA4AtbLZSFXnqepPgE7A8cAeqvoTVZ2bV+mqO+vXWVLa9euKLUl+CV2Ihw6KhwKQrt0LfT1Cy2WT5onSUsUglMNdmmWIyDAR+UhENojIY5HlHURERaQ0Ml0VWV9PREaKyGoR+a+IXFSUH+A4TpUmK+UMQESaAT8FDlHVr0WktYi0zZtkNYHQnTR7arElyS+hC3Hf/qkVgEIrRenaPd3yfMpX2WOH+69aFl8ZqyaLgRuAkWnWN1XVRsF0fWT5tUBnoD1wKHCJiByVV0kdx6l2ZOXWFJFDgLGYK/NA4DbsAfQnLKVG1aZYAdHuTjIKHfNU0cLd+ZRve46dKnFtGLeWjyLiNTAmTVWfBxCR3kBFXkJPB4aq6gpghYg8jIWFvJJzIR3HqbZkG3P2F+AUVX09iDkDG63ZJz9iFZhidT6eqsAotJJa0dQR+ZRve46dKnFtGLeWj3qY/hKRivkiosBrwMWqukxEdgZaAdMi200DTiyGgI7jVF2yVc46qOrrwfewasDGCuwfb2pq5xOXFApxU1KT2yWf8m3PsdMlrm3S3GSvVz+393Lcrk9xWQb8GBup3gy4DxgDHAk0CrZZFdl+FbBTuoOJyLnAuQDt2rXLg7hORfGSTU4cyDbmbKaIHJm07GfAZzmWpzjU1IDouMe8FSvW6fNJ8PKj9hlHMt2vNfVeLhCqWqqqH6nqJlVdAgwDjhCRnYDSYLPGkV0aA2syHO8hVe2tqr1LSkryJ7jjOFWKbJWzPwJjRGQ00EBEHgQeAy7O9kQisouIvCAia0Vkvoj8Os129UTkARFZIiLficg4EWmT7XmcCtCpV+5LAeWSYimPiqX92GZl2WpIzQz+rwzhXVIriDP7BugRWd8DmFFwqRzHqdJk5ZZU1Q9EpAeW12wksADoo6oLK3Cu+zBXaEugJ/CSiExT1eQH1x+wygM/wlwCDwH3AAMqcC4nG4rprsrGpVosd/PefXPvGqwq1MDg/1SISB3s+VgbqC0i9YFNwH7ASuArLN/j3cBbqhq6Mh8HrhSRj7Bn3TnAGQUW3ykmR0jq5a/WxLc9Z3vJdrTmwcDHqnpb0vIDVfW9LPbfERgIdFfVUuBdEfknMBi4NGnzjsCEwGWAiDwD3JGNnE4VIhsloFjKY02Osaqp8ZdbcyVwTWT+NKwqypfATUALYDU2IODUyHbXAPcD84HvgVtV1UdqFop0ilEFmLI68X2/xum3c5x8km1A/1vAFyJynKrOjix/mfLxFenoAmxS1VmRZdOAQ1Js+yhwl4i0xt5QBwXncaoTFVEC4jJwoSZQkxXTCKp6LZazLBVPZ9hvA3BmMDlVkN6TE999cIBTLLKNOVsL3Am8JyJHRJZn+5rSCHvLjJJuFNNXmNt0UbDPXsCIVAcVkXODLN4fLV26NEtRnFiQbeD6+nXw2miYPD6+Axfygcd+OY7j1FiyVc5UVR8GTgZGicgfK3ieUra2sKUbxXQfUA8bpr4j8DxpLGc+0qkGMHsqLF0IJW3z62qLmzIU95G0juM4Tt6oUJ4yVX1XRA4AXhCRnmRvOZsF1BGRzqr6VbAs3SimnsAVqvodgIjcA4wQkeaquqwi8jrVgOScXvkiboHw+Y79clex4zhObMnWcjYn/KKqC4CDMMUuq6e6qq7FLGAjRGRHETkQOAF4IsXmHwJDRKSJiOwAnA8szqliFjcriZOeQuXtiltakXz/brfMOY7jxJaslDNV7Zk0v15VT1XVrAunY0pWA+BbLKD2PFWdISL9RKQ0st2fgPVY7NlS4BjgpAqcZ9t4x+QkU8zkrcV4WYibMuo4juOUkdatKSKDVfWJ4HvakUeqOjKbEwVuyq1qzKnqOyTKnqCqy7ERmvnD0wU4caIYLlUflek4jhNbMsWcnUrC7Tg4zTaKJaWtWsSlY/K4n/LU1PbwlwXHcRwnQlrlTFWPiXw/tDDi1DDiFoRebGpqe8TlZcFxHMeJBZncmtnGo23JnTg1DLeYlMfbw3Ecx3EyujU3kbn0c1gaunZOJapJuMWkPN4ejuMUmVZ1iy2B42RWzjoWTArHiWu8WVzlchwnLyxOVVTQcQpMppiz+YUUxKnhxDXeLK5yOY7jONWWrCsEiMjxWKHy5kQqA6jqkDzI5dQ04hpvFle5HMdxnGpLVkH/InIN8GCw/S+A5cCRwMr8iebUKIqZBDYTcZXLcRzHqbZkm+H/TOBwVb0Q2Bh8Hgd0yJdgjlMwvJyX4zgB45YmJscpFtm6NZuq6vTg+0YR2UFV/y0iHjrpVH08rsxxnIDjP0l818OLJ4dTs8lWOZstIt1UdQYwHThPRFYAK/InmpN3fCSi4XFl6fF7xHEcp+Bk69a8EmgWfL8M+D3wZ+CifAjlFAgvAG94XFl6aug9IiLDROQjEdkgIo8lresvIl+IyDoReVNE2kfW1RORkSKyWkT+KyL+jHQcp8JkZTlT1fGR75OBPfImUSFwa4DhFiNnW9Tce2QxcAM28KlBuFBEmgPPA2cD44DrgWeAA4JNrgU6A+2BXYE3RWSmqr5SMMkdx6nyVCSVRkNMKWsUXa6q7+daqLzjMUaGZ+R3tkUNvUdU9XkAEekNtI2sGgDMUNVng/XXAstEZE9V/QI4HRiqqiuAFSLyMDAUcOXMcZysyUo5E5EhwL3ARuD7yCoF2uVBrvxSc60BTja4ZXVrvE1CugHTwhlVXSsis4FuIrIEaBVdH3w/Md3BRORc4FyAdu2q3qPUcZz8kG3M2W3AQFVtrqq7Raaq+TTxGCMnEzU0zioj3iYhjYBVSctWATuR8CqsSrEuJar6kKr2VtXeJSUlORXUcZyqS7ZuzY3AW3mUo7C4FaBqUejr5ZbVrfE2CSkFGictawysCdaF8+uT1jmO42RNtsrZVcAdInKdqi7Lp0AFwWPOqhaFuF7JCqDfF+XxNgmZgcWVASAiOwKdsDi0FSLyDdADCG5YegT7OLniCNn2No5TxcnWrTkLOB5YIiKbg2mLiGzOo2z5o1Mv2O9wtwJUFQpxvdxt50QQkToiUh+oDdQWkfoiUgd4AeguIgOD9VcDnwaDAQAeB64UkZ1FZE/gHOCxIvwEx3GqMNlazp7AHjrPUH5AQNVkwzqY8ym07epuzbiQyXVZCKuNu+2c8lwJXBOZPw24TlWvFZGB2ACpJ4HJwK8i210D3A/Mx56Vt3oajarFvmkjBB2ncGSrnDUDrlZVzacwBWPis/DWM/b9uPOKK4tjFNvV7G47J4KqXovlLEu17l/AnmnWbcBqEZ+ZL9mc/DLlgG1v4zj5Jlu35ihgcD4FKSj7HwtdetunEw/c1RxvvDi84zhOwchWOesDPCIiX4rIxOiUT+HyxtIF0KCRfTrFJez0IT7pTVwR2RqPyXMcxykY2bo1Hw6m6kEh4os8XUd2FNudmYo4ylRsOvWCjethw3q7t/2edhzHyRvbVM5EpDY2VPzGIJ6i6lOI+CLv4LMjjoH4cZSp2NRvCHXr2z1dr77f00615aGFie/ntk2/nePkk20qZ6q6WUTOJ01wrJMG7+CzI46B+HGUKQ74Pe3UAH7zeeK7K2dOscg25uxx4Lf5FKTa4SWinOqG39OO4zgFIduYsz7AcBG5BFiAFTwHQFUPzodgecXjwRzHcRzHiSk1c0DAzEnw5hg4dBDs27/Y0jiO4ziO45SRlXKmqqPzLUhBEcz25yXaHCc+uEXbqc5kqgn6avXI7+7kjmwtZ4jIGVgi2jbAIuAJVR2VL8Hyyl59beSZBzY7ccCVEsNHODuO4wBZKmcicgUwBLgdqxnXHrhERFqr6o15lC8/hIHNYbLRmt4pOsWl0EpJXJVBHw3qOI4DZG85Oxv4qarODxeIyARgIlD1lLMQf1N34kChlZK43veewsRxHAfIXjnbEViatGw50CC34hQYf1N34kChlRK/7x3HcWJNtnnOXgHGiEhXEWkgInsCo4EJ+ROtAHjeJqcm1tH0+95xHCfWZKucDQPWAJ8CpcAnwDpgeJ7kcpzCUJMLetdExdRxtsHPmycmxykW2abSWA0MEZGhQHNgmapuyadgjlMQarKLL66xZ45TRMbVwEeBEz8qkkqjCdAVaBTMA6Cqb+RFMqdmUuiRhDU5CL0mK6aVRETeAg4ANgWLFqlq12Ddr4GbsRfZ14AzVfW7YshZZcmUE8xxagDZptIYCtyHuTSjPhAFds+9WE6Nxa05haMmK6a5YZiqPhJdICLdgAeBY4GPgYeAvwK/Krx4juNUVbKNObsROFlVW6pqx8iUtWImIruIyAsislZE5gdvl+m23VdEJopIqYgsEZE/ZHsep4oSxj+17Qr7He7WHKeqMggYp6oTVbUUuAoYICI7FVkux3GqENm6NesAr1byXPcBG4GWQE/gJRGZpqozohuJSHNsdOiFwHNAXaBtJc/txB23mDlVj5tF5BbgS+AKVX0L6Aa8H26gqrNFZCPQBZhSFCmdCnHt7Mj3TgU6qZd2cpLIVjm7FbhSRK7fnoEAIrIjMBDoHrxNvisi/8TKQV2atPlFwARVHRPMbwA+r+g5nSpCGGPWtqvNu8XMqRr8DzATe+H8FTBORHpiMbmrkrZdBaS0nInIucC5AO3atcubsE72XDcn8b1gypnjJJGtW/NC4EpgjYh8HZ2y3L8LsElVZ0WWTcPeMpM5APhORN4XkW9FZJyIVK+nlqcwSBBazBZ+6bm3nCqDqk5W1TWqukFVRwPvAcdgcbmNkzZvjKUiSnWch1S1t6r2Likpya/QjuNUGbK1nJ1WyfM0AlYnLUv3NtkW2Bc4HPgMuA14GtjK11Vl3zrdhZfARww61QMFBJgB9AgXisjuQD1gVpr9HMdxtiLbPGdvV/I8FXmb/B54QVU/BBCR64BlItJEVcu5C1T1IWw0FL179646jnlXSBL4iEGniiEiTYH9gbexVBqnAAcDfwB2ACaJSD9stOYI4HlVTWk5cxzHSUVWbk0RqSciN4rIHBFZFSw7QkSGZXmeWUAdEekcWdYDe8tM5lPsLTSk6ihd2eLlcxynKrMDcANWb3gZVinlRFWdFQxw+i0wBvgW8w6cXyxBHcepmmQbc3Yn0B0bJh4qSzOA87LZWVXXAs8DI0RkRxE5EDgBeCLF5qOAk0Skp4jsgA1FfzfZauY4jlMMVHWpqv5YVXdS1aaqeoCqvhZZ/5SqtlPVHVX1BE9A6zhORclWOTsJ+LWqTgK2AKjqIqBNBc51PtAAe5t8GjhPVWeISD8RKQ03CioOXA68FGy7B5A2J5rjOI7jOE51ItsBARuTtxWREmB5ticK3h5PTLH8HYKSUJFl9wP3Z3tsx3Ecx3Gc6kK2lrNngdEi0hFARFoB9wJ/y5dgjuM4juM4NZFslbPLgblYaoumwFfAYmwkkuM4juM4jpMjsk2lsRFLRHth4M5cpqrVbxSl4ziOU6M5pyKR1I6TJ7KNOStDVZcCiMg+wNWq+oucS+U4juM4ReChvYstgeNsw60pIg1F5PqghNIdItJYRHYXkReASdhoSsdxHMdxHCdHbMtydh/QC5gAHA3sA+wJjAbOUdVl+RXPcRzHcRynZrEt5exIoKeqfisi9wBfA4cE6S8cx3Ecx8knR0jq5a962Hd1ZlvKWSNV/RZAVReKSKkrZk6lWb/Oir936uUlrBzHiRXnzkx89/gzp1hsSzmrIyKHAmWqe/J8kNHfcbJn9lSYElS78aLnjlNzSWcVKiIPL0p8d+XMKRbbUs6+BUZG5pcnzSuwe66Fcqo5nXqV/3Qcx3EqRibF1l2eVZ6MypmqdiiQHE5Non7D8hYzd3M6TvUlhtYxx4k72VYIcJz8Ebo5Z08ttiSO4ziOU3QqnITWcXKOuzkdx3EcpwxXzpzik+zmdBzHcZwajCtnjuM4jlOd2J44Px9EECtcOXMcx8kxIrIL8ChwBLAMuExVnyquVBG2d6SfJ0Stvvjoz1jhypnjOE7uuQ/YCLQEegIvicg0VZ1RXLGyYHusLj4i00km1/dEDVMQXTlzHMfJISKyIzAQ6K6qpcC7IvJPYDBwadodZ01xJceJJ3G4L2uYZU9Uq8ePEpGlwPw0q5tjroViEgcZwOVIxuUoT1WTo72qluRbmIogIr2A91S1YWTZn7C6xMclbXsucG4w2xX4smCCpiYu1z8ueHuUx9sjQS7aIu3zq9pYzjI9oEXkI1XtXUh54iiDy+FyuBwFoRGwOmnZKmCn5A1V9SHgoUIIlQ1VvN1zjrdHebw9EuS7LTwJreM4Tm4pBRonLWsMrCmCLI7jVEFcOXMcx8kts4A6ItI5sqwHEP/BAI7jxIKaopzFwW0QBxnA5UjG5SiPy1FJVHUt8DwwQkR2FJEDgROAJ4orWVZU2XbPE94e5fH2SJDXtqg2AwIcx3HiQpDnbCRwOLAcuDRWec4cx4k1rpw5juM4juPEiJri1nQcx3Ecx6kSuHLmOI7jOI4TI6q8ciYiDSLfq/zvcXKHiOwuIo2D70VLcS0iPxaRrsU6v+NAcf8DcUVEmovIDsWWw3GSqbLKjIi0FZEXgadF5C4RaaCqW4ooj0Q/iyRD3cj3ol1bEWlUbDlE5HfAdKzwNFqE4EoR2U1E/gU8AzQt9PlTyPNTETksBnIcIiJXhIqzUxii/4Ga/iIrIh1E5D3g/4BxItJDRGoXW65iISJ7Bs+H5sF8jVXkRWQPEdlPROoH80Vpiyr5BxWRZsCLwALgr8CBwFMi0qMIsrQRkRuBn0DRlIB2IvIU8JCI3BDIUXBFNZDjBWCUiIwUkTpFVJh7ACuAPkn5pvJKREm/Dctr9bmq7q6qk6PrC0lgHXgZGAvsUyxLQaCsjgfeBK7Hk7IWBBE5SET+JSJ3i8j5UJznQ1wIvC2PAFOwGqirgWuB04soVlEQkdoi8jAwGbgaeEdEjitGP1ZsRKSOiIwGPgTuBl4Ukb7FaosqqZwBvYC1qnqeqr4KHAY0AAaJyK6FEkJETsU6msuAo4rx1iEivwU+Ar4B3gBOEZGRwbqCXV8RuQL4GFOYR2ApBO4L1hWyPcK3368wi9X+wEEiUq8Q54/8kX8GTFTV4YFcfUSkKcX5z/0JWK6qzVT1LlX9odACiMiDmLI6C+gAvAUcVWg5ahpBjrWx2LNhHpZ77UoRaZhxx+pNW6A+8FdVXQKcjT27ThORPYoqWeHpBuwBdMK8DKOAu0Xk4KJKVRx+CuyG3R+/BqYCz4nIbsUQpkooZ2HHGnnjXwPsFS5X1dXAo8CewCEFFK0l8GdgEHAwpggUzHoWdPadgWGq+kdVfRz4BTBARBoX6u04UL62AEep6u9V9TPgXaCxiEg+2yNyb9QGUNXNwaq+2IPmRSwBaMd8yZAkR/1g0WDgMBE5T0Q+AB4GxgOPF8p9IkYj4EfB+RGRk4OpQyFkCM65O7AR6KGqFwAbgGZROQslSw3k58DzqnqTqt6BdTqnAsfWYNemAN2xeqdh//E8sBg4r4hyFQQRaRK59gdgxbeXAVtU9TbgA+D04H9brQncl+2D2f2BxkES6QWqejFmbPifYrzMxPrPKSI7B1agBwAib/xLMNNj9I80Fqtpt1809irH8oQdcHj8R4HnVPVpYCFwfL47vYgMgnVyTwOvBMtqYbFNn2MPoELIUSdQvu5Q1Y+Cm/1L4HhgDnBiPq5Hintjc7A8vKcXYG9Bj2JvyaeKyA0i8qM8y7E+aJMZmOXuPsyFchDwR8zK+4dg35xfo6iyGlyXHbGOaLWIPA3cAJwJPC8ig3N9/hRyiKrOUdXhqjpXRHYIrBWrgEPDzfMlR01DRBon3VcbiLyYBJ6G14EB5PmFJa6o6izgM8yNF/IF8B7QQUSqZbuISGcRmQCMAcYGSslM4GsR6Rl5mb8ZCwvJ6bMybojILzE94g/BotnAPBHpEGmLCzCDR5dCyxdb5UxE9gFeAH4MdBGRAZHV32J/pIPDP1LQmP8ABqrqxhzLktwBbww6nTWquiLY7E7shu6Xj5ieFDKoqn6vqh+p6upAni1APcyyWJprGdLIsSn43BBs0hq4V1V3BO4ArgGuEJGdcihDyntDRGpF/lS9gC9V9TvgB+AKYB9MYcyrHCT+V+cA/VX1EaBUVScBVwK/gdxaWFMpq4GCtgSYhpUaWaSqe6rqMcBzmPUk38pqNAhdgE3B7OtAexGpV5Pjn3KFWED7W8DjwDMi0ipYNQv4QUT2j2x+J9Abs7rXVMvlLcBJItIFyl7uPsfaJC/PzmIiImdhru2pwCXALsBVQB3M2HFEuK2qfooNpjot2De2ekIl2RWYBLQRkYOw678z9jwHQFU/AD4BfgeF/a/EudHrYrXohmIP8nNCC4yqrguWrQf+J7LP19hbQJNcCZGhA5bINqKqHwFvAycBe+fq/JlkiLrHIp3gicAXEfdeoeUYp6r3BG2yHLPUDMXcnrki5b2hqlsiVrrJwHUi8hnQGHOzzsMsSfmWY2OgGG3CYqvAHoJg7TBPIiNaK8s2XmTAOuzuWFxmyEtYnEnOrJqZlGYoe6EI79PNQCNV3VCNH/55xzzX8gfser6BdbjtsQEXAJ8C3wOHhy+NqjoX+38MDuZrXPA38K9gejyybHrw2WDrzas8HYERqnqpqs7EQnF+hSnvH2Mep/6R7Z/DQoeKmgUhH0QULMVc2XOxwSDTsVjlY0Wke2SX/wPaBi+SBfuvxOahKDaU9xARaREs+gxzGU4BJmANOSyyy/vYH+toEXlQRE4CHgSmquqqHIqWSREIL3L4+RdMEfiJiFwsIjdKbnzV6WTYHMogIrUCJWk/zJ2GiJwtIrmModimHBFCZWQNNmpyu9MmVOTeCBSjWkArLNj1L6p6CHAr9ra43VTwHtVAHg0U1R/Ecp39Fpigqrl8O097XYL1kwP5fhruoKrTgNpYLFi+5dgSvU+Dbcdjlu+W1e3hX0iCzqID8EdVHRHEe54F/EpEmqnqdCyGaF/g5Miu87FQjBpJYOk/F2gmIi+JyKXYy/VU4L9FFS4/PIApGWHIwTrMjdcAeBYLM/iDJOKv+gCvqur3RZA1r4TPZKAJ5uJ9CwuB6Y8NntoZOCvynO8OTIp4hwomaFEnrIN4GLs53sBMi8clbdMI8wtPxIIXo+sOxJSi94GrciBPOKigRTBfF2gSOdd44KJgvlaK/e/CrCPLgBMLJQOmIO6MBcCfErTlEuDnhW4LoHbwuRfm07+50PcG9qbYsJj3aHBNGmCBpv8X7H9ZIe/RpPb4Olj3B8yc/zywUzH+K9gIsXeBw3NxjWriRKI2ckdg58g1aIdZQ/YMljXHLGpzsXjDk4N7YUCxf0Oxp+AePgP4O3BhseUp4D3TC3u5rBvMdw+eUdOD/+VS4Ihiy5vnNrg5+F/UAi7F+s4nguX/wFKtvIVlQuhXcDlj0FA/wtJRNMesLf+DxQUdnLRdd+BvmCUkXLZD5HudSspRmQ64FrADFsvxQ3LHWAAZQgXtcBKK4dVFaoudsPiFf2AWs8uLdG/USWobKZIcAuwODKcSilAlr0uoLO8NXIg9hLdbSazk/RE+GFtgsRzdK9MmPpVr8/Be7w98GLZ5pO0vAp7EUpoMLra8cZoq83yoilPwHHguaVltLBbx9GLLV6A2uA04MPj+FOb+/wDry5sAxwLnFU2+IjVKk8iD5FxgTvA9XPY0Nspu98g+dbGUCP8CbsIGBByZQ5lyoQgMwIbiFkOG2lisz9VYLE+x2kKwN/lz2Q5lJC73Ro7kmEQOLUOVvC7RF5mtLL6F/q8ky+TTdl+L2imWXQ88GpmXTNv7VHMmEi9qTwNnB9/Pw7xPJcWWr8BtcQP2ovIpFobxF+BVoE+xZVPVwsacSSWG8qqNwNyM5WU5HXhYVSdUUp5M+V5uxWJ1kvO9zMJu7O4icpNYCZDDAxmfV8uZU2gZJgGHqOqHanEnFY5nyqEcP1PVuar6kKpmnQE+LvdGjuV4UFVf2x45IvLk6h4tK9uk2xHjlUM5yoKOtQjJcKsLYpndRRMpZFoFn4K5rP4ZzF8M3CiWExHNw0Ahp+qgFh9cB4u/bSEiE7Ek6kvW0OkAAAr8SURBVC+q6tLiSldwvsLct7epan8sZn0SsLyoUoUUUEs9C8s9dQvmXnkby//0UyyA/ZKk7UcBY4PvtTEFaD3WkJWVpTMWIP0iNrqsPZaH6i2gZ2S7H2HZ909M2v/n2HDrRcDQqipDXOSIy70RFznicl3iJIdPZe0pRKxfWAjBHODuYL4xZtX8U3A9/gMcUGy5fYrPhKUU2oLFUv2p2PIUsR3qE2PrfSEb4gbgnMh82+Ch3RpzizwDHBZZfxxmcmwYzLcBmuZAjqJ3wHGQIWZyxOXeiIsccbkusZDDp7L2jbqEd8Pi/dYCv48sPwjreOcC5xdbZp/iN2HhFxcB9Ysti08ZrlPBTmQdXUnwvR5mVp2G5VraHUuS+U8SwcMjgDvzIEfRO+A4yBAzOeJyb8RFjrhcl1jI4dNW1+U+zH3+UNLyWtiAnAuKLaNPPvlUuSnMRZV3VHUhlCVs3SAiewcPkwVquanuxjqDl0RkJdAVS5SXax7ASpqky/fSCbhARGar6nwsyP5VtcS3qOqiaiJDbOSIy70RFzmIyXWJkRwOICKtgX9jaTA6q+qcYHkdYLNaLOEaLLDZcZwqTMGUsxBV1eDrT7HyOhuD5dNFZCAWzNpNVUfn6fxF74DjIEOc5IjIU9R7Iy5yxOW6xEUOp4xvgBPUkh6HlTlUgxJqjuNUHwqunImVtdmMZSAOC3afhz3Yb1Qrg/RRvuUodgccFxniJEdc7o24yBGX6xIXOWo6wXWYEozIrKU+8tJxqi3FsJylGsrbAThTCziUNw4dcBxkiJMccbk34iJHXK5LXORwjEBJc8XMcaoxBVfOAvbCRnL9CLhdVf+30ALEoQOOgwxxkiOg6PdGXOSIy3WJixyO4zg1hbC0R2FPKlIXKxD9V1VdX3ABEnLsg43GW0KROuA4yBAzOeJyb8RFjrhcl1jI4TiOUxMoinIWF+LQAcdBhjjJ4ZQnLtclLnI4juPUBGq0cuY4juM4jhM3Clpb03Ecx3Ecx8mMK2eO4ziO4zgxwpUzx3Ecx3GcGOHKmeM4jlNjEZGfisjCCmz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\n", 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    " ] @@ -815,7 +815,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -848,7 +848,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.4" + "version": "3.7.7" } }, "nbformat": 4, diff --git a/docs/sphinx/source/changelog/v2.0.0.rst b/docs/sphinx/source/changelog/v2.0.0.rst index 72f73282..59562ca6 100644 --- a/docs/sphinx/source/changelog/v2.0.0.rst +++ b/docs/sphinx/source/changelog/v2.0.0.rst @@ -11,6 +11,9 @@ API Changes before being used with these normalization functions (:pull:`105`, :pull:`108`). * Remove ``low_power_cutoff`` parameter in :py:func:`~rdtools.filtering.clip_filter` (:issue:`84`). * Rename `soiling.srr_analysis` to :py:class:`~rdtools.soiling.SRRAnalysis` (:pull:`168`). +* Double the default value of the ``max_timedelta`` in :py:func:`~rdtools.normalization.interpolate` + and :py:func:`~rdtools.normalization.interpolate_series` to be twice the + median timedelta (:pull:`182`). * Support varying logic in soiling module for defining cleaning events from shifts and precipitation with ``clean_criterion`` parameter. Behavior of ``clean_criterion='precip_and_shift'`` has changed relative to prior versions using ``precip_clean_only=True`` (:pull:`176`). @@ -28,6 +31,8 @@ Enhancements * Add new :py:mod:`~rdtools.plotting` module for generating standard plots. * Add parameter ``convergence_threshold`` to :py:func:`~rdtools.normalization.irradiance_rescale` (:pull:`152`). +* Add parameter ``warning_threshold`` to :py:func:`~rdtools.normalization.interpolate` + and :py:func:`~rdtools.normalization.interpolate_series` (:pull:`182`). Bug fixes --------- diff --git a/rdtools/normalization.py b/rdtools/normalization.py index ed3807a3..e10b1377 100644 --- a/rdtools/normalization.py +++ b/rdtools/normalization.py @@ -592,7 +592,8 @@ def trapz_aggregate(time_series, target_frequency, max_timedelta=None): return aggregated -def interpolate_series(time_series, target_index, max_timedelta=None): +def interpolate_series(time_series, target_index, max_timedelta=None, + warning_threshold=0.1): ''' Returns an interpolation of time_series onto target_index, NaN is returned for times associated with gaps in time_series longer `than max_timedelta`. @@ -606,8 +607,13 @@ def interpolate_series(time_series, target_index, max_timedelta=None): max_timedelta : pd.Timedelta, default None The maximum allowed gap between values in time_series. Times associated with gaps longer than `max_timedelta` are excluded from the output. If - omitted, `max_timedelta` is set internally to the median time delta - in `time_series`. + omitted, `max_timedelta` is set internally to two times the median + time delta in `time_series.` + warning_threshold : float, default 0.1 + The fraction of data exclusion above which a warning is raised. With + the default value of 0.1, a warning will be raised if the fraction + of data excluded because of data gaps longer than `max_timedelta` is + above than 10%. Returns ------- @@ -639,10 +645,17 @@ def interpolate_series(time_series, target_index, max_timedelta=None): valid_indput_index = df.index.copy() if max_timedelta is None: - max_interval_nanoseconds = df['gapsize_ns'].median() + max_interval_nanoseconds = 2 * df['gapsize_ns'].median() else: max_interval_nanoseconds = max_timedelta.total_seconds() * 10.0**9 + fraction_excluded = (df['gapsize_ns'] > max_interval_nanoseconds).mean() + if fraction_excluded > warning_threshold: + warnings.warn("Fraction of excluded data " + f"({100*fraction_excluded:0.02f}%) " + "exceeded threshold", + UserWarning) + # put data on index that includes both original and target indicies target_timestamps = target_index.astype('int64') union_index = df.index.append(target_timestamps) @@ -670,7 +683,7 @@ def interpolate_series(time_series, target_index, max_timedelta=None): return out -def interpolate(time_series, target, max_timedelta=None): +def interpolate(time_series, target, max_timedelta=None, warning_threshold=0.1): ''' Returns an interpolation of time_series, excluding times associated with gaps in each column of time_series longer than max_timedelta; NaNs are @@ -689,8 +702,13 @@ def interpolate(time_series, target, max_timedelta=None): max_timedelta : pd.Timedelta, default None The maximum allowed gap between values in `time_series`. Times associated with gaps longer than `max_timedelta` are excluded from the - output. If omitted, `max_timedelta` is set internally to the median - time delta in `time_series.` + output. If omitted, `max_timedelta` is set internally to two times + the median time delta in `time_series`. + warning_threshold : float, default 0.1 + The fraction of data exclusion above which a warning is raised. With + the default value of 0.1, a warning will be raised if the fraction + of data excluded because of data gaps longer than `max_timedelta` is + above than 10%. Returns ------- @@ -701,7 +719,6 @@ def interpolate(time_series, target, max_timedelta=None): Timezone information in the DatetimeIndexes is handled automatically, however both `time_series` and `target` should be time zone aware or they should both be time zone naive. - ''' if isinstance(target, pd.DatetimeIndex): @@ -717,12 +734,14 @@ def interpolate(time_series, target, max_timedelta=None): 'both must be time-zone naive.') if isinstance(time_series, pd.Series): - out = interpolate_series(time_series, target_index, max_timedelta) + out = interpolate_series(time_series, target_index, max_timedelta, + warning_threshold) elif isinstance(time_series, pd.DataFrame): out_list = [] for col in time_series.columns: ts = time_series[col] - series = interpolate_series(ts, target_index, max_timedelta) + series = interpolate_series(ts, target_index, max_timedelta, + warning_threshold) out_list.append(series) out = pd.concat(out_list, axis=1) else: diff --git a/rdtools/test/interpolate_test.py b/rdtools/test/interpolate_test.py index fa09d6c4..e4826a8e 100644 --- a/rdtools/test/interpolate_test.py +++ b/rdtools/test/interpolate_test.py @@ -55,23 +55,26 @@ def df_expected_result(df_target_index, test_df): def test_interpolate_freq_specification(time_series, target_index, expected_series): # test the string specification - interpolated = interpolate(time_series, target_index.freq.freqstr, pd.to_timedelta('15 minutes')) + interpolated = interpolate(time_series, target_index.freq.freqstr, pd.to_timedelta('15 minutes'), + warning_threshold=0.21) pd.testing.assert_series_equal(interpolated, expected_series) # test the DateOffset specification - interpolated = interpolate(time_series, target_index.freq, pd.to_timedelta('15 minutes')) + interpolated = interpolate(time_series, target_index.freq, pd.to_timedelta('15 minutes'), + warning_threshold=0.21) pd.testing.assert_series_equal(interpolated, expected_series) def test_interpolate_calculation(time_series, target_index, expected_series): - interpolated = interpolate(time_series, target_index, pd.to_timedelta('15 minutes')) + interpolated = interpolate(time_series, target_index, pd.to_timedelta('15 minutes'), + warning_threshold=0.21) pd.testing.assert_series_equal(interpolated, expected_series) def test_interpolate_two_argument(time_series, target_index, expected_series): - # Test that a warning is raised when max_timedelta is omitted + expected_series.iloc[-1] = 6.0 interpolated = interpolate(time_series, target_index) pd.testing.assert_series_equal(interpolated, expected_series) @@ -95,7 +98,8 @@ def test_interpolate_same_tz(time_series, target_index, expected_series): target_index = target_index.tz_localize('America/Denver') expected_series.index = expected_series.index.tz_localize('America/Denver') - interpolated = interpolate(time_series, target_index, pd.to_timedelta('15 minutes')) + interpolated = interpolate(time_series, target_index, pd.to_timedelta('15 minutes'), + warning_threshold=0.21) pd.testing.assert_series_equal(interpolated, expected_series) @@ -107,10 +111,30 @@ def test_interpolate_different_tz(time_series, target_index, expected_series): target_index = target_index.tz_localize('America/Denver') expected_series.index = expected_series.index.tz_localize('America/Denver') - interpolated = interpolate(time_series, target_index, pd.to_timedelta('15 minutes')) + interpolated = interpolate(time_series, target_index, pd.to_timedelta('15 minutes'), + warning_threshold=0.21) pd.testing.assert_series_equal(interpolated, expected_series) def test_interpolate_dataframe(test_df, df_target_index, df_expected_result): - interpolated = interpolate(test_df, df_target_index, pd.to_timedelta('15 minutes')) + interpolated = interpolate(test_df, df_target_index, pd.to_timedelta('15 minutes'), + warning_threshold=0.21) pd.testing.assert_frame_equal(interpolated, df_expected_result) + + +def test_interpolate_warning(test_df, df_target_index, df_expected_result): + N = len(test_df) + all_idx = list(range(N)) + # drop every other value in the first third of the dataset + index_with_gaps = all_idx[:N//3][::2] + all_idx[N//3:] + test_df = test_df.iloc[index_with_gaps, :] + with pytest.warns(UserWarning): + interpolate(test_df, df_target_index, pd.to_timedelta('15 minutes'), + warning_threshold=0.1) + + with pytest.warns(None) as record: + interpolate(test_df, df_target_index, pd.to_timedelta('15 minutes'), + warning_threshold=0.5) + if record: + pytest.fail("normalize.interpolate raised a warning about " + "excluded data even though the threshold was high") From 6ff672489bd56192eeb08a79f5cc061f6731f71c Mon Sep 17 00:00:00 2001 From: Kevin Anderson <57452607+kanderso-nrel@users.noreply.github.com> Date: Mon, 6 Jul 2020 10:30:32 -0600 Subject: [PATCH 126/146] add license file to manifest (#183) --- MANIFEST.in | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/MANIFEST.in b/MANIFEST.in index 939650cc..59265954 100644 --- a/MANIFEST.in +++ b/MANIFEST.in @@ -1,3 +1,4 @@ include versioneer.py include rdtools/_version.py -include rdtools/data/* \ No newline at end of file +include rdtools/data/* +include LICENSE \ No newline at end of file From 2ea2a19a07fa19e6886023669ad73a3fe9fe3227 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Thu, 9 Jul 2020 12:56:30 -0600 Subject: [PATCH 127/146] Overview update (#186) * Overview update I suggest slightly rephrasing the overview. * Add change to readme --- README.md | 8 ++++---- docs/sphinx/source/index.rst | 2 +- 2 files changed, 5 insertions(+), 5 deletions(-) diff --git a/README.md b/README.md index da52e515..9d99e2d8 100644 --- a/README.md +++ b/README.md @@ -10,10 +10,10 @@ RdTools is an open-source library to support reproducible technical analysis of time series data from photovoltaic energy systems. The library aims to provide best practice analysis routines along with the building blocks for users to tailor their own analyses. -In particular, PV production data is evaluated over several years -to obtain rates of performance degradation and soiling loss. RdTools can -handle both high frequency (hourly or better) or low frequency (daily, weekly, etc.) -datasets. Best results are obtained with higher frequency data. +Current applications include the evaluation of PV production over several years to obtain +rates of performance degradation and soiling loss. RdTools can handle +both high frequency (hourly or better) or low frequency (daily, weekly, +etc.) datasets. Best results are obtained with higher frequency data. RdTools can be installed automatically into Python from PyPI using the command line: diff --git a/docs/sphinx/source/index.rst b/docs/sphinx/source/index.rst index c4e6d239..1b454dd5 100644 --- a/docs/sphinx/source/index.rst +++ b/docs/sphinx/source/index.rst @@ -16,7 +16,7 @@ RdTools is an open-source library to support reproducible technical analysis of time series data from photovoltaic energy systems. The library aims to provide best practice analysis routines along with the building blocks for users to tailor their own analyses. -In particular, PV production data is evaluated over several years to obtain +Current applications include the evaluation of PV production over several years to obtain rates of performance degradation and soiling loss. RdTools can handle both high frequency (hourly or better) or low frequency (daily, weekly, etc.) datasets. Best results are obtained with higher frequency data. From 5b18cd7d3694911d201f930a8b21e2abdebabd12 Mon Sep 17 00:00:00 2001 From: Kevin Anderson <57452607+kanderso-nrel@users.noreply.github.com> Date: Fri, 24 Jul 2020 16:50:29 -0600 Subject: [PATCH 128/146] Add GitHub templates and Code of Conduct (#184) * Create pull_request_template.md * add default github templates * improvements from review --- .github/CONTRIBUTING.md | 5 ++ .github/ISSUE_TEMPLATE/bug_report.md | 23 +++++++ .github/ISSUE_TEMPLATE/feature_request.md | 17 +++++ .github/pull_request_template.md | 5 ++ CODE_OF_CONDUCT.md | 76 +++++++++++++++++++++++ 5 files changed, 126 insertions(+) create mode 100644 .github/CONTRIBUTING.md create mode 100644 .github/ISSUE_TEMPLATE/bug_report.md create mode 100644 .github/ISSUE_TEMPLATE/feature_request.md create mode 100644 .github/pull_request_template.md create mode 100644 CODE_OF_CONDUCT.md diff --git a/.github/CONTRIBUTING.md b/.github/CONTRIBUTING.md new file mode 100644 index 00000000..f6490d94 --- /dev/null +++ b/.github/CONTRIBUTING.md @@ -0,0 +1,5 @@ +Contributing +============ + +See the contributing page on ReadTheDocs: +[contributing](https://rdtools.readthedocs.io/en/latest/developer_notes.html#contributing) \ No newline at end of file diff --git a/.github/ISSUE_TEMPLATE/bug_report.md b/.github/ISSUE_TEMPLATE/bug_report.md new file mode 100644 index 00000000..c2e917d4 --- /dev/null +++ b/.github/ISSUE_TEMPLATE/bug_report.md @@ -0,0 +1,23 @@ +--- +name: Bug report +about: Create a report to help us improve + +--- + +**Describe the bug** +A clear and concise description of what the bug is. + +**Full error message and traceback** +Please copy/paste the entire error traceback, if applicable. + +**To Reproduce** +Steps to reproduce the behavior. + +**Expected behavior** +A clear and concise description of what you expected to happen. + +**Screenshots** +If applicable, add screenshots to help explain your problem. + +**Additional context** +Add any other context about the problem here. diff --git a/.github/ISSUE_TEMPLATE/feature_request.md b/.github/ISSUE_TEMPLATE/feature_request.md new file mode 100644 index 00000000..066b2d92 --- /dev/null +++ b/.github/ISSUE_TEMPLATE/feature_request.md @@ -0,0 +1,17 @@ +--- +name: Feature request +about: Suggest an idea for this project + +--- + +**Is your feature request related to a problem? Please describe.** +A clear and concise description of what the problem is. Ex. I'm always frustrated when [...] + +**Describe the solution you'd like** +A clear and concise description of what you want to happen. + +**Describe alternatives you've considered** +A clear and concise description of any alternative solutions or features you've considered. + +**Additional context** +Add any other context or screenshots about the feature request here. diff --git a/.github/pull_request_template.md b/.github/pull_request_template.md new file mode 100644 index 00000000..3e11386c --- /dev/null +++ b/.github/pull_request_template.md @@ -0,0 +1,5 @@ +- [ ] Code changes are covered by tests +- [ ] New functions added to `__init__.py` +- [ ] API.rst is up to date, along with other sphinx docs pages +- [ ] Example notebooks are rerun and differences in results scrutinized +- [ ] Updated changelog \ No newline at end of file diff --git a/CODE_OF_CONDUCT.md b/CODE_OF_CONDUCT.md new file mode 100644 index 00000000..c18f3d79 --- /dev/null +++ b/CODE_OF_CONDUCT.md @@ -0,0 +1,76 @@ +# Contributor Covenant Code of Conduct + +## Our Pledge + +In the interest of fostering an open and welcoming environment, we as +contributors and maintainers pledge to making participation in our project and +our community a harassment-free experience for everyone, regardless of age, body +size, disability, ethnicity, sex characteristics, gender identity and expression, +level of experience, education, socio-economic status, nationality, personal +appearance, race, religion, or sexual identity and orientation. + +## Our Standards + +Examples of behavior that contributes to creating a positive environment +include: + +* Using welcoming and inclusive language +* Being respectful of differing viewpoints and experiences +* Gracefully accepting constructive criticism +* Focusing on what is best for the community +* Showing empathy towards other community members + +Examples of unacceptable behavior by participants include: + +* The use of sexualized language or imagery and unwelcome sexual attention or + advances +* Trolling, insulting/derogatory comments, and personal or political attacks +* Public or private harassment +* Publishing others' private information, such as a physical or electronic + address, without explicit permission +* Other conduct which could reasonably be considered inappropriate in a + professional setting + +## Our Responsibilities + +Project maintainers are responsible for clarifying the standards of acceptable +behavior and are expected to take appropriate and fair corrective action in +response to any instances of unacceptable behavior. + +Project maintainers have the right and responsibility to remove, edit, or +reject comments, commits, code, wiki edits, issues, and other contributions +that are not aligned to this Code of Conduct, or to ban temporarily or +permanently any contributor for other behaviors that they deem inappropriate, +threatening, offensive, or harmful. + +## Scope + +This Code of Conduct applies both within project spaces and in public spaces +when an individual is representing the project or its community. Examples of +representing a project or community include using an official project e-mail +address, posting via an official social media account, or acting as an appointed +representative at an online or offline event. Representation of a project may be +further defined and clarified by project maintainers. + +## Enforcement + +Instances of abusive, harassing, or otherwise unacceptable behavior may be +reported by contacting the project team at RdTools@nrel.gov. All +complaints will be reviewed and investigated and will result in a response that +is deemed necessary and appropriate to the circumstances. The project team is +obligated to maintain confidentiality with regard to the reporter of an incident. +Further details of specific enforcement policies may be posted separately. + +Project maintainers who do not follow or enforce the Code of Conduct in good +faith may face temporary or permanent repercussions as determined by other +members of the project's leadership. + +## Attribution + +This Code of Conduct is adapted from the [Contributor Covenant][homepage], version 1.4, +available at https://www.contributor-covenant.org/version/1/4/code-of-conduct.html + +[homepage]: https://www.contributor-covenant.org + +For answers to common questions about this code of conduct, see +https://www.contributor-covenant.org/faq \ No newline at end of file From 30042bf654a2bf8ea7de7097abfaabb11f2b50c1 Mon Sep 17 00:00:00 2001 From: Kevin Anderson <57452607+kanderso-nrel@users.noreply.github.com> Date: Thu, 30 Jul 2020 21:09:21 -0600 Subject: [PATCH 129/146] Comply with pv-terms (#185) * first pass at pvterms compat * change back to `gamma_pdc` * docstring update power->energy * Capitalize Celsius * dc_power to power_dc (local variable) * modeled_irrad to irrad_sim * 1time_series` to `power` * add simultated to docstring * update test with gamma_pdc * Fix failing tests Possibly related to a pandas update rather than anything in RdTools * Update soiling attributes * pvwatts kwargs docstring update * Updated example notebooks: 'tempco' = 'gamma_pdc'; 'wind' = 'wind_speed' * Pandas > 1.0 requires explicit registering of matplotlib converters. * update normalize_with_pvwatts and clearsky_pvwatts_kws keywords. Pref-> power_dc_rated. * Add sphinx requirements to requirements.txt * Update API example in index.rst. Add #185 updates to whatsnew * Add specific kwarg values that have changed Co-authored-by: Michael Deceglie Co-authored-by: cdeline --- docs/degradation_and_soiling_example.ipynb | 35 ++-- ...radation_and_soiling_example_pvdaq_4.ipynb | 31 ++-- docs/sphinx/source/changelog/v2.0.0.rst | 21 +++ docs/sphinx/source/index.rst | 15 +- rdtools/aggregation.py | 8 +- rdtools/degradation.py | 48 +++--- rdtools/filtering.py | 62 +++---- rdtools/normalization.py | 158 +++++++++--------- rdtools/soiling.py | 49 +++--- rdtools/test/energy_from_power_test.py | 3 + rdtools/test/filtering_test.py | 18 +- rdtools/test/normalization_pvwatts_test.py | 7 +- .../normalize_with_expected_power_test.py | 20 ++- rdtools/test/soiling_test.py | 4 +- requirements.txt | 3 + 15 files changed, 272 insertions(+), 210 deletions(-) diff --git a/docs/degradation_and_soiling_example.ipynb b/docs/degradation_and_soiling_example.ipynb index c71923b7..cf4de875 100644 --- a/docs/degradation_and_soiling_example.ipynb +++ b/docs/degradation_and_soiling_example.ipynb @@ -56,7 +56,10 @@ " 'figure.figsize': [4.5, 3],\n", " 'lines.markeredgewidth': 0,\n", " 'lines.markersize': 2\n", - " })" + " })\n", + "# Register time series plotting in pandas > 1.0\n", + "from pandas.plotting import register_matplotlib_converters\n", + "register_matplotlib_converters()" ] }, { @@ -111,7 +114,7 @@ " pass # Python 3 strings are already unicode literals\n", "df = df.rename(columns = {\n", " u'12 BP Solar - Active Power (kW)':'power',\n", - " u'12 BP Solar - Wind Speed (m/s)': 'wind',\n", + " u'12 BP Solar - Wind Speed (m/s)': 'wind_speed',\n", " u'12 BP Solar - Weather Temperature Celsius (\\xb0C)': 'Tamb',\n", " u'12 BP Solar - Global Horizontal Radiation (W/m\\xb2)': 'ghi',\n", " u'12 BP Solar - Diffuse Horizontal Radiation (W/m\\xb2)': 'dhi'\n", @@ -121,10 +124,10 @@ "meta = {\"latitude\": -23.762028,\n", " \"longitude\": 133.874886,\n", " \"timezone\": 'Australia/North',\n", - " \"tempco\": -0.005,\n", + " \"gamma_pdc\": -0.005,\n", " \"azimuth\": 0,\n", " \"tilt\": 20,\n", - " \"pdc\": 5100.0,\n", + " \"power_dc_rated\": 5100.0,\n", " \"temp_model_params\": pvlib.temperature.TEMPERATURE_MODEL_PARAMETERS['sapm']['open_rack_glass_polymer']}\n", "\n", "df.index = pd.to_datetime(df.Timestamp)\n", @@ -162,7 +165,7 @@ "df['poa'] = beam + sky\n", "\n", "# Calculate cell temperature\n", - "df['Tcell'] = pvlib.temperature.sapm_cell(df.poa, df.Tamb, df.wind, **meta['temp_model_params'])\n", + "df['Tcell'] = pvlib.temperature.sapm_cell(df.poa, df.Tamb, df.wind_speed, **meta['temp_model_params'])\n", "\n", "# plot the AC power time series\n", "fig, ax = plt.subplots(figsize=(4,3))\n", @@ -200,11 +203,11 @@ "source": [ "# Specify the keywords for the pvwatts model\n", "pvwatts_kws = {\"poa_global\" : df.poa,\n", - " \"P_ref\" : meta['pdc'],\n", - " \"T_cell\" : df.Tcell,\n", - " \"G_ref\" : 1000,\n", - " \"T_ref\": 25,\n", - " \"gamma_pdc\" : meta['tempco']}\n", + " \"power_dc_rated\" : meta['power_dc_rated'],\n", + " \"temperature_cell\" : df.Tcell,\n", + " \"poa_global_ref\" : 1000,\n", + " \"temperature_cell_ref\": 25,\n", + " \"gamma_pdc\" : meta['gamma_pdc']}\n", "\n", "# Calculate the normaliztion, the function also returns the relevant insolation for\n", "# each point in the normalized PV energy timeseries\n", @@ -680,11 +683,11 @@ "outputs": [], "source": [ "clearsky_pvwatts_kws = {\"poa_global\" : df.clearsky_poa,\n", - " \"P_ref\" : meta['pdc'],\n", - " \"T_cell\" :df.clearsky_Tcell,\n", - " \"G_ref\" : 1000,\n", - " \"T_ref\": 25,\n", - " \"gamma_pdc\" : meta['tempco']}\n", + " \"power_dc_rated\" : meta['power_dc_rated'],\n", + " \"temperature_cell\" :df.clearsky_Tcell,\n", + " \"poa_global_ref\" : 1000,\n", + " \"temperature_cell_ref\": 25,\n", + " \"gamma_pdc\" : meta['gamma_pdc']}\n", "\n", "clearsky_normalized, clearsky_insolation = rdtools.normalize_with_pvwatts(df.energy, clearsky_pvwatts_kws)\n", "\n", @@ -823,7 +826,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.4" + "version": "3.7.7" } }, "nbformat": 4, diff --git a/docs/degradation_and_soiling_example_pvdaq_4.ipynb b/docs/degradation_and_soiling_example_pvdaq_4.ipynb index e1aab6ce..fef481b9 100644 --- a/docs/degradation_and_soiling_example_pvdaq_4.ipynb +++ b/docs/degradation_and_soiling_example_pvdaq_4.ipynb @@ -51,7 +51,10 @@ " 'figure.figsize': [4.5, 3],\n", " 'lines.markeredgewidth': 0,\n", " 'lines.markersize': 2\n", - " })" + " })\n", + "# Register time series plotting in pandas > 1.0\n", + "from pandas.plotting import register_matplotlib_converters\n", + "register_matplotlib_converters()" ] }, { @@ -111,8 +114,8 @@ " df.to_pickle(cache_file)\n", "\n", "df = df.rename(columns = {\n", - " 'ac_power':'power',\n", - " 'wind_speed': 'wind',\n", + " 'ac_power':'power_ac',\n", + " 'wind_speed': 'wind_speed',\n", " 'ambient_temp': 'Tamb',\n", " 'poa_irradiance': 'poa',\n", "})\n", @@ -121,10 +124,10 @@ "meta = {\"latitude\": 39.7406,\n", " \"longitude\": -105.1774,\n", " \"timezone\": 'Etc/GMT+7',\n", - " \"tempco\": -0.005,\n", + " \"gamma_pdc\": -0.005,\n", " \"azimuth\": 180,\n", " \"tilt\": 40,\n", - " \"pdc\": 1000.0,\n", + " \"power_dc_rated\": 1000.0,\n", " \"temp_model_params\":\n", " pvlib.temperature.TEMPERATURE_MODEL_PARAMETERS['sapm']['open_rack_glass_polymer']}\n", "\n", @@ -146,11 +149,11 @@ "\n", "# Calculate cell temperature\n", "df['Tcell'] = pvlib.temperature.sapm_cell(df.poa, df.Tamb,\n", - " df.wind, **meta['temp_model_params'])\n", + " df.wind_speed, **meta['temp_model_params'])\n", "\n", "# plot the AC power time series\n", "fig, ax = plt.subplots(figsize=(4,3))\n", - "ax.plot(df.index, df.power, 'o', alpha=0.01)\n", + "ax.plot(df.index, df.power_ac, 'o', alpha=0.01)\n", "ax.set_ylim(0,1500)\n", "fig.autofmt_xdate()\n", "ax.set_ylabel('AC Power (W)');" @@ -183,12 +186,12 @@ ], "source": [ "# Calculate the expected power with a simple PVWatts DC model\n", - "modeled_power = pvlib.pvsystem.pvwatts_dc(df['poa'], df['Tcell'], meta['pdc'],\n", - " meta['tempco'], 25.0 )\n", + "modeled_power = pvlib.pvsystem.pvwatts_dc(df['poa'], df['Tcell'], meta['power_dc_rated'],\n", + " meta['gamma_pdc'], 25.0 )\n", "\n", "# Calculate the normalization, the function also returns the relevant insolation for\n", "# each point in the normalized PV energy timeseries\n", - "normalized, insolation = rdtools.normalize_with_expected_power(df['power'],\n", + "normalized, insolation = rdtools.normalize_with_expected_power(df['power_ac'],\n", " modeled_power,\n", " df['poa'])\n", "\n", @@ -238,7 +241,7 @@ "tcell_mask = rdtools.tcell_filter(df['Tcell'])\n", "# Note: This clipping mask may be disabled when you are sure the system is not \n", "# experiencing clipping due to high DC/AC ratio\n", - "clip_mask = rdtools.clip_filter(df['power'])\n", + "clip_mask = rdtools.clip_filter(df['power_ac'])\n", "\n", "# filter the time series and keep only the columns needed for the\n", "# remaining steps\n", @@ -695,12 +698,12 @@ "# Calculate the expected power with a simple PVWatts DC model\n", "clearsky_modeled_power = pvlib.pvsystem.pvwatts_dc(df['clearsky_poa'],\n", " df['clearsky_Tcell'],\n", - " meta['pdc'], meta['tempco'], 25.0 )\n", + " meta['power_dc_rated'], meta['gamma_pdc'], 25.0 )\n", "\n", "# Calculate the normalization, the function also returns the relevant insolation for\n", "# each point in the normalized PV energy timeseries\n", "clearsky_normalized, clearsky_insolation = rdtools.normalize_with_expected_power(\n", - " df['power'],\n", + " df['power_ac'],\n", " clearsky_modeled_power,\n", " df['clearsky_poa']\n", ")\n", @@ -848,7 +851,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.7" + "version": "3.7.4" } }, "nbformat": 4, diff --git a/docs/sphinx/source/changelog/v2.0.0.rst b/docs/sphinx/source/changelog/v2.0.0.rst index 59562ca6..a1f49818 100644 --- a/docs/sphinx/source/changelog/v2.0.0.rst +++ b/docs/sphinx/source/changelog/v2.0.0.rst @@ -19,6 +19,21 @@ API Changes has changed relative to prior versions using ``precip_clean_only=True`` (:pull:`176`). * Remove ``random_seed`` parameter from soiling module. Functionality can be obtained by running ``numpy.random.seed()`` outside of RdTools functions. (:pull:`176`) +* Many kwargs have changed name (but not input order) to bring nomenclature into + closer alignment with the `DuraMAT pv-terms project `_: (:pull:`185`) + + * :py:func:`~rdtools.aggregation.aggregation_insol` first kwarg is now ``energy_normalized``. + * :py:func:`~rdtools.degradation.degradation_year_on_year`, + :py:func:`~rdtools.degradation.degradation_ols` and + :py:func:`~rdtools.degradation.degradation_classical_decomposition` + first kwarg is now ``energy_normalized``. + * :py:func:`~rdtools.filtering.normalized_filter` input kwargs are now ``energy_normalized``, ``energy_normalized_low`` and ``energy_normalized_high``. + * :py:func:`~rdtools.filtering.poa_filter` input kwargs are now ``poa_global``, ``poa_global_low`` and ``poa_global_high``. + * :py:func:`~rdtools.filtering.tcell_filter` input kwargs are now ``temperature_cell``, ``temperature_cell_low`` and ``temperature_cell_high``. + * :py:func:`~rdtools.filtering.clip_filter` input kwargs are now ``power_ac`` and ``quantile``. + * :py:func:`~rdtools.filtering.csi_filter` first two kwargs are now ``poa_global_measured``, ``poa_global_clearsky``. + * :py:func:`~rdtools.normalization.normalize_with_pvwatts` pvwatts_kws dictionary keys have been renamed. + * :py:func:`~rdtools.normalization.pvwatts_dc_power` input kwargs are now ``poa_global``, ``power_dc_rated``, ``temperature_cell``, ``poa_global_ref``, ``temperature_cell_ref``, ``gamma_pdc``. Enhancements ------------ @@ -67,6 +82,12 @@ Example Updates variable names (:pull:`139`). * Add a new example notebook that analyzes data from a PV system located at NREL's South Table Mountain campus (PVDAQ system #4) (:pull:`171`). +* Explicitly register pandas datetime converters which were `deprecated `_. + Contributors ------------ +* Mike Deceglie (:ghuser:`mdeceglie`) +* Kevin Anderson (:ghuser:`kanderso-nrel`) +* Chris Deline (:ghuser:`cdeline`) + diff --git a/docs/sphinx/source/index.rst b/docs/sphinx/source/index.rst index 1b454dd5..40feeba8 100644 --- a/docs/sphinx/source/index.rst +++ b/docs/sphinx/source/index.rst @@ -7,7 +7,7 @@ :width: 600 .. pipe character renders as a blank line, used as spacer after the logo -| + | RdTools Overview ================ @@ -146,14 +146,15 @@ The most frequently used functions are: normalization.normalize_with_pvwatts(energy, pvwatts_kws) ''' Inputs: Pandas time series of raw energy, PVwatts dict for system analysis - (poa_global, P_ref, T_cell, G_ref, T_ref, gamma_pdc) + (poa_global, power_dc_rated, temperature_cell, poa_global_ref, temperature_cell_ref, gamma_pdc) Outputs: Pandas time series of normalized energy and POA insolation ''' .. code:: python - filtering.poa_filter(poa); filtering.tcell_filter(Tcell); filtering.clip_filter(power); - filtering.csi_filter(insolation, clearsky_insolation); filtering.normalized_filter(normalized_power) + filtering.poa_filter(poa_global); filtering.tcell_filter(temperature_cell); + filtering.clip_filter(power_ac); filtering.normalized_filter(energy_normalized); + filtering.csi_filter(poa_global_measured, poa_global_clearsky); ''' Inputs: Pandas time series of raw data to be filtered. Output: Boolean mask where `True` indicates acceptable data @@ -161,7 +162,7 @@ The most frequently used functions are: .. code:: python - aggregation.aggregation_insol(normalized, insolation, frequency='D') + aggregation.aggregation_insol(energy_normalized, insolation, frequency='D') ''' Inputs: Normalized energy and insolation Output: Aggregated data, weighted by the insolation. @@ -169,7 +170,7 @@ The most frequently used functions are: .. code:: python - degradation.degradation_year_on_year(aggregated) + degradation.degradation_year_on_year(energy_normalized) ''' Inputs: Aggregated, normalized, filtered time series data Outputs: Tuple: `yoy_rd`: Degradation rate @@ -178,7 +179,7 @@ The most frequently used functions are: .. code:: python - soiling.soiling_srr(aggregated, aggregated_insolation) + soiling.soiling_srr(energy_normalized_daily, insolation_daily) ''' Inputs: Daily aggregated, normalized, filtered time series data for normalized performance and insolation Outputs: Tuple: `sr`: Insolation-weighted soiling ratio diff --git a/rdtools/aggregation.py b/rdtools/aggregation.py index 85909f6c..d0c42f81 100644 --- a/rdtools/aggregation.py +++ b/rdtools/aggregation.py @@ -1,16 +1,16 @@ '''Functions for calculating weighted aggregates of PV system data.''' -def aggregation_insol(normalized_energy, insolation, frequency='D'): +def aggregation_insol(energy_normalized, insolation, frequency='D'): ''' Insolation weighted aggregation Parameters ---------- - normalized_energy : pd.Series + energy_normalized : pd.Series Normalized energy time series insolation : pd.Series - Time series of insolation associated with each `normalized_energy` + Time series of insolation associated with each `energy_normalized` point frequency : Pandas offset string, default 'D' Target frequency at which to aggregate @@ -20,7 +20,7 @@ def aggregation_insol(normalized_energy, insolation, frequency='D'): aggregated : pd.Series Insolation weighted average, aggregated at frequency ''' - aggregated = (insolation * normalized_energy).resample(frequency).sum() / \ + aggregated = (insolation * energy_normalized).resample(frequency).sum() / \ insolation.resample(frequency).sum() return aggregated diff --git a/rdtools/degradation.py b/rdtools/degradation.py index bfdd1ed3..203c6c48 100644 --- a/rdtools/degradation.py +++ b/rdtools/degradation.py @@ -5,7 +5,7 @@ import statsmodels.api as sm -def degradation_ols(normalized_energy, confidence_level=68.2): +def degradation_ols(energy_normalized, confidence_level=68.2): ''' Estimate the trend of a timeseries using ordinary least-squares regression and calculate various statistics including a Monte Carlo-derived confidence @@ -13,7 +13,7 @@ def degradation_ols(normalized_energy, confidence_level=68.2): Parameters ---------- - normalized_energy: pd.Series + energy_normalized: pd.Series Daily or lower frequency time series of normalized system ouput. confidence_level: float, default 68.2 The size of the confidence interval to return, in percent. @@ -31,8 +31,8 @@ def degradation_ols(normalized_energy, confidence_level=68.2): and least squares RegressionResults object ('ols_results') ''' - normalized_energy.name = 'normalized_energy' - df = normalized_energy.to_frame() + energy_normalized.name = 'energy_normalized' + df = energy_normalized.to_frame() # calculate a years column as x value for regression, ignoring leap years day_diffs = (df.index - df.index[0]) @@ -43,7 +43,7 @@ def degradation_ols(normalized_energy, confidence_level=68.2): df = sm.add_constant(df) # perform regression - ols_model = sm.OLS(endog=df.normalized_energy, + ols_model = sm.OLS(endog=df.energy_normalized, exog=df.loc[:, ['const', 'years']], hasconst=True, missing='drop') @@ -76,7 +76,7 @@ def degradation_ols(normalized_energy, confidence_level=68.2): return (Rd_pct, Rd_CI, calc_info) -def degradation_classical_decomposition(normalized_energy, +def degradation_classical_decomposition(energy_normalized, confidence_level=68.2): ''' Estimate the trend of a timeseries using a classical decomposition approach @@ -85,7 +85,7 @@ def degradation_classical_decomposition(normalized_energy, Parameters ---------- - normalized_energy: pd.Series + energy_normalized: pd.Series Daily or lower frequency time series of normalized system ouput. Must be regular time series. confidence_level: float, default 68.2 @@ -106,8 +106,8 @@ def degradation_classical_decomposition(normalized_energy, Mann-Kendall test trend ('mk_test_trend') ''' - normalized_energy.name = 'normalized_energy' - df = normalized_energy.to_frame() + energy_normalized.name = 'energy_normalized' + df = energy_normalized.to_frame() df_check_freq = df.copy() @@ -133,7 +133,7 @@ def degradation_classical_decomposition(normalized_energy, row.years + 0.5 <= max(df.years): roll = df[(df.years <= row.years + 0.5) & (df.years >= row.years - 0.5)] - energy_ma.append(roll.normalized_energy.mean()) + energy_ma.append(roll.energy_normalized.mean()) else: energy_ma.append(np.nan) @@ -180,7 +180,7 @@ def degradation_classical_decomposition(normalized_energy, return (Rd_pct, Rd_CI, calc_info) -def degradation_year_on_year(normalized_energy, recenter=True, +def degradation_year_on_year(energy_normalized, recenter=True, exceedance_prob=95, confidence_level=68.2): ''' Estimate the trend of a timeseries using the year-on-year decomposition @@ -188,7 +188,7 @@ def degradation_year_on_year(normalized_energy, recenter=True, Parameters ---------- - normalized_energy: pd.Series + energy_normalized: pd.Series Daily or lower frequency time series of normalized system ouput. recenter : bool, default True Specify whether data is centered to normalized yield of 1 based on @@ -215,39 +215,39 @@ def degradation_year_on_year(normalized_energy, recenter=True, ''' # Ensure the data is in order - normalized_energy = normalized_energy.sort_index() - normalized_energy.name = 'energy' - normalized_energy.index.name = 'dt' + energy_normalized = energy_normalized.sort_index() + energy_normalized.name = 'energy' + energy_normalized.index.name = 'dt' # Detect sub-daily data: - if min(np.diff(normalized_energy.index.values, n=1)) < \ + if min(np.diff(energy_normalized.index.values, n=1)) < \ np.timedelta64(23, 'h'): - raise ValueError('normalized_energy must not be ' + raise ValueError('energy_normalized must not be ' 'more frequent than daily') # Detect less than 2 years of data - if normalized_energy.index[-1] - normalized_energy.index[0] < \ + if energy_normalized.index[-1] - energy_normalized.index[0] < \ pd.Timedelta('730d'): raise ValueError('must provide at least two years of ' 'normalized energy') # Auto center if recenter: - start = normalized_energy.index[0] + start = energy_normalized.index[0] oneyear = start + pd.Timedelta('364d') - renorm = normalized_energy[start:oneyear].median() + renorm = energy_normalized[start:oneyear].median() else: renorm = 1.0 - normalized_energy = normalized_energy.reset_index() - normalized_energy['energy'] = normalized_energy['energy'] / renorm + energy_normalized = energy_normalized.reset_index() + energy_normalized['energy'] = energy_normalized['energy'] / renorm - normalized_energy['dt_shifted'] = normalized_energy.dt + \ + energy_normalized['dt_shifted'] = energy_normalized.dt + \ pd.DateOffset(years=1) # Merge with what happened one year ago, use tolerance of 8 days to allow # for weekly aggregated data - df = pd.merge_asof(normalized_energy[['dt', 'energy']], normalized_energy, + df = pd.merge_asof(energy_normalized[['dt', 'energy']], energy_normalized, left_on='dt', right_on='dt_shifted', suffixes=['', '_right'], tolerance=pd.Timedelta('8D') diff --git a/rdtools/filtering.py b/rdtools/filtering.py index 0653eba2..5a248f93 100644 --- a/rdtools/filtering.py +++ b/rdtools/filtering.py @@ -3,17 +3,18 @@ import numpy as np -def normalized_filter(normalized, low_cutoff=0.01, high_cutoff=None): +def normalized_filter(energy_normalized, energy_normalized_low=0.01, + energy_normalized_high=None): ''' Select normalized yield between ``low_cutoff`` and ``high_cutoff`` Parameters ---------- - normalized : pd.Series - Normalized power measurements. - low_cutoff : float, default 0.01 + energy_normalized : pd.Series + Normalized energy measurements. + energy_normalized_low : float, default 0.01 The lower bound of acceptable values. - high_cutoff : float, optional + energy_normalized_high : float, optional The upper bound of acceptable values. Returns @@ -23,25 +24,26 @@ def normalized_filter(normalized, low_cutoff=0.01, high_cutoff=None): bounds. ''' - if low_cutoff is None: - low_cutoff = -np.inf - if high_cutoff is None: - high_cutoff = np.inf + if energy_normalized_low is None: + energy_normalized_low = -np.inf + if energy_normalized_high is None: + energy_normalized_high = np.inf - return (normalized > low_cutoff) & (normalized < high_cutoff) + return ((energy_normalized > energy_normalized_low) & + (energy_normalized < energy_normalized_high)) -def poa_filter(poa, low_irradiance_cutoff=200, high_irradiance_cutoff=1200): +def poa_filter(poa_global, poa_global_low=200, poa_global_high=1200): ''' Filter POA irradiance readings outside acceptable measurement bounds. Parameters ---------- - poa : pd.Series + poa_global : pd.Series POA irradiance measurements. - low_irradiance_cutoff : float, default 200 + poa_global_low : float, default 200 The lower bound of acceptable values. - high_irradiance_cutoff : float, default 1200 + poa_global_high : float, default 1200 The upper bound of acceptable values. Returns @@ -50,20 +52,21 @@ def poa_filter(poa, low_irradiance_cutoff=200, high_irradiance_cutoff=1200): Boolean Series of whether the given measurement is within acceptable bounds. ''' - return (poa > low_irradiance_cutoff) & (poa < high_irradiance_cutoff) + return (poa_global > poa_global_low) & (poa_global < poa_global_high) -def tcell_filter(tcell, low_tcell_cutoff=-50, high_tcell_cutoff=110): +def tcell_filter(temperature_cell, temperature_cell_low=-50, + temperature_cell_high=110): ''' Filter temperature readings outside acceptable measurement bounds. Parameters ---------- - tcell : pd.Series + temperature_cell : pd.Series Cell temperature measurements. - low_tcell_cutoff : float, default -50 + temperature_cell_low : float, default -50 The lower bound of acceptable values. - high_tcell_cutoff : float, default 110 + temperature_cell_high : float, default 110 The upper bound of acceptable values. Returns @@ -72,10 +75,11 @@ def tcell_filter(tcell, low_tcell_cutoff=-50, high_tcell_cutoff=110): Boolean Series of whether the given measurement is within acceptable bounds. ''' - return (tcell > low_tcell_cutoff) & (tcell < high_tcell_cutoff) + return ((temperature_cell > temperature_cell_low) & + (temperature_cell < temperature_cell_high)) -def clip_filter(power, quant=0.98): +def clip_filter(power_ac, quantile=0.98): ''' Filter data points likely to be affected by clipping with power greater than or equal to 99% of the `quant` @@ -83,9 +87,9 @@ def clip_filter(power, quant=0.98): Parameters ---------- - power : pd.Series + power_ac : pd.Series AC power in Watts - quant : float, default 0.98 + quantile : float, default 0.98 Value for upper threshold quantile Returns @@ -94,19 +98,19 @@ def clip_filter(power, quant=0.98): Boolean Series of whether the given measurement is below 99% of the quantile filter. ''' - v = power.quantile(quant) - return (power < v * 0.99) + v = power_ac.quantile(quantile) + return (power_ac < v * 0.99) -def csi_filter(measured_poa, clearsky_poa, threshold=0.15): +def csi_filter(poa_global_measured, poa_global_clearsky, threshold=0.15): ''' Filtering based on clear-sky index (csi) Parameters ---------- - measured_poa : pd.Series + poa_global_measured : pd.Series Plane of array irradiance based on measurments - clearsky_poa : pd.Series + poa_global_clearsky : pd.Series Plane of array irradiance based on a clear sky model threshold : float, default 0.15 threshold for filter @@ -118,5 +122,5 @@ def csi_filter(measured_poa, clearsky_poa, threshold=0.15): around 1. ''' - csi = measured_poa / clearsky_poa + csi = poa_global_measured / poa_global_clearsky return (csi >= 1.0 - threshold) & (csi <= 1.0 + threshold) diff --git a/rdtools/normalization.py b/rdtools/normalization.py index e10b1377..3ad1f593 100644 --- a/rdtools/normalization.py +++ b/rdtools/normalization.py @@ -11,7 +11,8 @@ class ConvergenceError(Exception): '''Rescale optimization did not converge''' pass -def normalize_with_expected_power(pv, expected_power, irradiance, pv_input='power'): +def normalize_with_expected_power(pv, power_expected, poa_global, + pv_input='power'): ''' Normalize pv output based on expected PV power. @@ -20,22 +21,23 @@ def normalize_with_expected_power(pv, expected_power, irradiance, pv_input='powe pv : pd.Series Right-labeled time series PV energy or power. If energy, should *not* be cumulative, but only for preceding time step. - expected_power : pd.Series + power_expected : pd.Series Right-labeled time series of expected PV power. - irradiance : pd.Series - Right-labeled time series of plane-of-array irradiance associated with `expected_power` + poa_global : pd.Series + Right-labeled time series of plane-of-array irradiance associated with + `expected_power` pv_input : str 'power' or 'energy' to specify type of input used for pv parameter Returns ------- - normalized_energy : pd.Series + energy_normalized : pd.Series Energy normalized based on `expected_power` insolation : pd.Series Insolation associated with each normalized point ''' - + freq = check_series_frequency(pv, 'pv') if pv_input == 'power': @@ -46,26 +48,28 @@ def normalize_with_expected_power(pv, expected_power, irradiance, pv_input='powe else: raise ValueError("Unexpected value for pv_input. pv_input should be 'power' or 'energy'.") - model_tds, mean_model_td = delta_index(expected_power) + model_tds, mean_model_td = delta_index(power_expected) measure_tds, mean_measure_td = delta_index(energy) # Case in which the model less frequent than the measurements if mean_model_td > mean_measure_td: - expected_power = interpolate(expected_power, pv.index) - irradiance = interpolate(irradiance, pv.index) - - expected_energy = energy_from_power(expected_power, freq) - insolation = energy_from_power(irradiance, freq) + power_expected = interpolate(power_expected, pv.index) + poa_global = interpolate(poa_global, pv.index) + + energy_expected = energy_from_power(power_expected, freq) + insolation = energy_from_power(poa_global, freq) - normalized_energy = energy / expected_energy + energy_normalized = energy / energy_expected - index_union = normalized_energy.index.union(insolation.index) - normalized_energy = normalized_energy.reindex(index_union) + index_union = energy_normalized.index.union(insolation.index) + energy_normalized = energy_normalized.reindex(index_union) insolation = insolation.reindex(index_union) - return normalized_energy, insolation + return energy_normalized, insolation -def pvwatts_dc_power(poa_global, P_ref, T_cell=None, G_ref=1000, T_ref=25, + +def pvwatts_dc_power(poa_global, power_dc_rated, temperature_cell=None, + poa_global_ref=1000, temperature_cell_ref=25, gamma_pdc=None): ''' PVWatts v5 Module Model: DC power given effective poa poa_global, module @@ -76,18 +80,18 @@ def pvwatts_dc_power(poa_global, P_ref, T_cell=None, G_ref=1000, T_ref=25, ---------- poa_global : pd.Series Total effective plane of array irradiance. - P_ref : float + power_dc_rated : float Rated DC power of array in watts - T_cell : pd.Series, optional - Measured or derived cell temperature [degrees celsius]. + temperature_cell : pd.Series, optional + Measured or derived cell temperature [degrees Celsius]. Time series assumed to be same frequency as `poa_global`. If omitted, the temperature term will be ignored. - G_ref : float, default 1000 + poa_global_ref : float, default 1000 Reference irradiance at standard test condition [W/m**2]. - T_ref : float, default 25 - Reference temperature at standard test condition [degrees celsius]. + temperature_cell_ref : float, default 25 + Reference temperature at standard test condition [degrees Celsius]. gamma_pdc : float, default None - Linear array efficiency temperature coefficient [1 / degree celsius]. + Linear array efficiency temperature coefficient [1 / degree Celsius]. If omitted, the temperature term will be ignored. Note @@ -97,17 +101,19 @@ def pvwatts_dc_power(poa_global, P_ref, T_cell=None, G_ref=1000, T_ref=25, Returns ------- - dc_power : pd.Series + power_dc : pd.Series DC power in watts determined by PVWatts v5 equation. ''' - dc_power = P_ref * poa_global / G_ref + power_dc = power_dc_rated * poa_global / poa_global_ref - if T_cell is not None and gamma_pdc is not None: - temperature_factor = 1 + gamma_pdc * (T_cell - T_ref) - dc_power = dc_power * temperature_factor + if temperature_cell is not None and gamma_pdc is not None: + temperature_factor = ( + 1 + gamma_pdc * (temperature_cell - temperature_cell_ref) + ) + power_dc = power_dc * temperature_factor - return dc_power + return power_dc def normalize_with_pvwatts(energy, pvwatts_kws): @@ -130,18 +136,18 @@ def normalize_with_pvwatts(energy, pvwatts_kws): ------------------ poa_global : pd.Series Total effective plane of array irradiance. - P_ref : float + power_dc_rated : float Rated DC power of array in watts - T_cell : pd.Series, optional - Measured or derived cell temperature [degrees celsius]. + temperature_cell : pd.Series, optional + Measured or derived cell temperature [degrees Celsius]. Time series assumed to be same frequency as `poa_global`. If omitted, the temperature term will be ignored. - G_ref : float, default 1000 + poa_global_ref : float, default 1000 Reference irradiance at standard test condition [W/m**2]. - T_ref : float, default 25 - Reference temperature at standard test condition [degrees celsius]. + temperature_cell_ref : float, default 25 + Reference temperature at standard test condition [degrees Celsius]. gamma_pdc : float, default None - Linear array efficiency temperature coefficient [1/degree celsius]. + Linear array efficiency temperature coefficient [1 / degree Celsius]. If omitted, the temperature term will be ignored. Note @@ -151,18 +157,18 @@ def normalize_with_pvwatts(energy, pvwatts_kws): Returns ------- - normalized_energy : pd.Series + energy_normalized : pd.Series Energy divided by PVWatts DC energy. insolation : pd.Series Insolation associated with each normalized point ''' - dc_power = pvwatts_dc_power(**pvwatts_kws) + power_dc = pvwatts_dc_power(**pvwatts_kws) irrad = pvwatts_kws['poa_global'] - normalized_energy, insolation = normalize_with_expected_power(energy, dc_power, irrad, pv_input='energy') + energy_normalized, insolation = normalize_with_expected_power(energy, power_dc, irrad, pv_input='energy') - return normalized_energy, insolation + return energy_normalized, insolation def sapm_dc_power(pvlib_pvsystem, met_data): @@ -191,7 +197,7 @@ def sapm_dc_power(pvlib_pvsystem, met_data): Returns ------- - dc_power : pd.Series + power_dc : pd.Series DC power in watts derived using Sandia Array Performance Model and PVWatts. effective_poa : pd.Series @@ -214,7 +220,7 @@ def sapm_dc_power(pvlib_pvsystem, met_data): .get_airmass(solar_position=solar_position, model='kastenyoung1989') airmass_absolute = airmass['airmass_absolute'] - effective_poa = pvlib.pvsystem\ + effective_irradiance = pvlib.pvsystem\ .sapm_effective_irradiance(poa_direct=total_irradiance['poa_direct'], poa_diffuse=total_irradiance['poa_diffuse'], airmass_absolute=airmass_absolute, @@ -226,11 +232,11 @@ def sapm_dc_power(pvlib_pvsystem, met_data): met_data['Temperature'], met_data['Wind Speed']) - dc_power = pvlib_pvsystem\ - .pvwatts_dc(g_poa_effective=effective_poa, + power_dc = pvlib_pvsystem\ + .pvwatts_dc(g_poa_effective=effective_irradiance, temp_cell=temp_cell) - return dc_power, effective_poa + return power_dc, effective_irradiance def normalize_with_sapm(energy, sapm_kws): @@ -269,17 +275,17 @@ def normalize_with_sapm(energy, sapm_kws): Returns ------- - normalized_energy : pd.Series + energy_normalized : pd.Series Energy divided by Sandia Model DC energy. insolation : pd.Series Insolation associated with each normalized point ''' - dc_power, irrad = sapm_dc_power(**sapm_kws) + power_dc, irrad = sapm_dc_power(**sapm_kws) - normalized_energy, insolation = normalize_with_expected_power(energy, dc_power, irrad, pv_input='energy') + energy_normalized, insolation = normalize_with_expected_power(energy, power_dc, irrad, pv_input='energy') - return normalized_energy, insolation + return energy_normalized, insolation def delta_index(series): @@ -317,7 +323,7 @@ def delta_index(series): return deltas, np.mean(deltas.dropna()) -def irradiance_rescale(irrad, modeled_irrad, max_iterations=100, +def irradiance_rescale(irrad, irrad_sim, max_iterations=100, method='iterative', convergence_threshold=1e-6): ''' Attempt to rescale modeled irradiance to match measured irradiance on @@ -327,8 +333,8 @@ def irradiance_rescale(irrad, modeled_irrad, max_iterations=100, ---------- irrad : pd.Series measured irradiance time series - modeled_irrad : pd.Series - modeled irradiance time series + irrad_sim : pd.Series + modeled/simulated irradiance time series max_iterations : int, default 100 The maximum number of times to attempt rescale optimization. Ignored if `method` = 'single_opt' @@ -356,15 +362,15 @@ def _rmse(fact): Calculates RMSE with a given rescale fact(or) according to global filt(er) """ - rescaled_modeled_irrad = fact * modeled_irrad - difference = rescaled_modeled_irrad[filt] - irrad[filt] + rescaled_irrad_sim = fact * irrad_sim + difference = rescaled_irrad_sim[filt] - irrad[filt] rmse = np.sqrt((difference**2.0).mean()) return rmse - def _single_rescale(irrad, modeled_irrad, guess): + def _single_rescale(irrad, irrad_sim, guess): "Optimizes rescale factor once" global filt - csi = irrad / (guess * modeled_irrad) # clear sky index + csi = irrad / (guess * irrad_sim) # clear sky index filt = (csi >= 0.8) & (csi <= 1.2) & (irrad > 200) min_result = minimize(_rmse, guess, method='Nelder-Mead') @@ -373,7 +379,7 @@ def _single_rescale(irrad, modeled_irrad, guess): # Calculate an initial guess for the rescale factor factor = (np.percentile(irrad.dropna(), 90) / - np.percentile(modeled_irrad.dropna(), 90)) + np.percentile(irrad_sim.dropna(), 90)) prev_factor = 1.0 # Iteratively run the optimization, @@ -385,25 +391,25 @@ def _single_rescale(irrad, modeled_irrad, guess): msg = 'Rescale did not converge within max_iterations' raise ConvergenceError(msg) prev_factor = factor - factor = _single_rescale(irrad, modeled_irrad, factor) + factor = _single_rescale(irrad, irrad_sim, factor) - return factor * modeled_irrad + return factor * irrad_sim elif method == 'single_opt': def _rmse(fact): - rescaled_modeled_irrad = fact * modeled_irrad - csi = irrad / rescaled_modeled_irrad + rescaled_irrad_sim = fact * irrad_sim + csi = irrad / rescaled_irrad_sim filt = (csi >= 0.8) & (csi <= 1.2) - difference = rescaled_modeled_irrad[filt] - irrad[filt] + difference = rescaled_irrad_sim[filt] - irrad[filt] rmse = np.sqrt((difference**2.0).mean()) return rmse guess = np.percentile(irrad.dropna(), 90) / \ - np.percentile(modeled_irrad.dropna(), 90) + np.percentile(irrad_sim.dropna(), 90) min_result = minimize(_rmse, guess, method='Nelder-Mead') factor = min_result['x'][0] - out_irrad = factor * modeled_irrad + out_irrad = factor * irrad_sim return out_irrad else: @@ -451,7 +457,7 @@ def t_step_nanoseconds(time_series): return t_steps -def energy_from_power(time_series, target_frequency=None, max_timedelta=None): +def energy_from_power(power, target_frequency=None, max_timedelta=None): ''' Returns a regular right-labeled energy time series in units of Wh per interval from an instantaneous power time series. NaN is filled where the @@ -460,16 +466,16 @@ def energy_from_power(time_series, target_frequency=None, max_timedelta=None): Parameters ---------- - time_series : pd.Series + power : pd.Series Instantaneous time series of power in Watts target_frequency : DatetimeOffset or frequency string, default None The frequency of the energy time series to be returned. - If omitted, use the median timestep of `time_series` + If omitted, use the median timestep of `power` max_timedelta : pd.Timedelta, default None The maximum allowed gap between power measurements. If the gap between consecutive power measurements exceeds `max_timedelta`, NaN will be returned for that interval. If omitted, `max_timedelta` is set - internally to the median time delta in `time_series`. + internally to the median time delta in `power`. Returns ------- @@ -477,11 +483,11 @@ def energy_from_power(time_series, target_frequency=None, max_timedelta=None): right-labeled energy in Wh per interval ''' - if not isinstance(time_series.index, pd.DatetimeIndex): - raise ValueError('time_series must be a pandas series with a ' + if not isinstance(power.index, pd.DatetimeIndex): + raise ValueError('power must be a pandas series with a ' 'DatetimeIndex') - t_steps = t_step_nanoseconds(time_series) + t_steps = t_step_nanoseconds(power) median_step_ns = t_steps.median() if target_frequency is None: @@ -498,8 +504,8 @@ def energy_from_power(time_series, target_frequency=None, max_timedelta=None): pd.tseries.frequencies.to_offset(target_frequency).nanos except ValueError as e: if 'is a non-fixed frequency' in str(e): - temp_ind = pd.date_range(time_series.index[0], - time_series.index[-1], + temp_ind = pd.date_range(power.index[0], + power.index[-1], freq=target_frequency) temp_series = pd.Series(data=1, index=temp_ind) temp_diffs = t_step_nanoseconds(temp_series) @@ -509,7 +515,7 @@ def energy_from_power(time_series, target_frequency=None, max_timedelta=None): # Upsampling case if freq_interval_size_ns <= median_step_ns: - resampled = interpolate(time_series, target_frequency, max_timedelta) + resampled = interpolate(power, target_frequency, max_timedelta) moving_average = (resampled + resampled.shift()) / 2.0 @@ -527,7 +533,7 @@ def energy_from_power(time_series, target_frequency=None, max_timedelta=None): # Downsampling case elif freq_interval_size_ns > median_step_ns: - energy = trapz_aggregate(time_series, target_frequency, max_timedelta) + energy = trapz_aggregate(power, target_frequency, max_timedelta) # Set the frequency if we can try: diff --git a/rdtools/soiling.py b/rdtools/soiling.py index 49325e26..d9327425 100644 --- a/rdtools/soiling.py +++ b/rdtools/soiling.py @@ -18,23 +18,24 @@ class SRRAnalysis(): Parameters ---------- - daily_normalized_energy : pd.Series + energy_normalized_daily : pd.Series Daily performance metric (i.e. performance index, yield, etc.) Alternatively, the soiling ratio output of a soiling sensor (e.g. the photocurrent ratio between matched dirty and clean PV reference cells). In either case, data should be insolation-weighted daily aggregates. - daily_insolation : pd.Series + insolation_daily : pd.Series Daily plane-of-array insolation corresponding to - `daily_normalized_energy` - precip : pd.Series, default None + `energy_normalized_daily` + precipitation_daily : pd.Series, default None Daily total precipitation. (Ignored if ``clean_criterion='shift'`` in subsequent calculations.) ''' - def __init__(self, daily_normalized_energy, daily_insolation, precip=None): - self.pm = daily_normalized_energy # daily performance metric - self.insol = daily_insolation - self.precip = precip # daily precipitation + def __init__(self, energy_normalized_daily, insolation_daily, + precipitation_daily=None): + self.pm = energy_normalized_daily # daily performance metric + self.insolation_daily = insolation_daily + self.precipitation_daily = precipitation_daily # daily precipitation self.random_profiles = [] # random soiling profiles in _calc_monte # insolation-weighted soiling ratios in _calc_monte: self.monte_losses = [] @@ -43,12 +44,12 @@ def __init__(self, daily_normalized_energy, daily_insolation, precip=None): raise ValueError('Daily performance metric series must have ' 'daily frequency') - if self.insol.index.freq != 'D': + if self.insolation_daily.index.freq != 'D': raise ValueError('Daily insolation series must have ' 'daily frequency') - if self.precip is not None: - if self.precip.index.freq != 'D': + if self.precipitation_daily is not None: + if self.precipitation_daily.index.freq != 'D': raise ValueError('Precipitation series must have ' 'daily frequency') @@ -82,16 +83,16 @@ def _calc_daily_df(self, day_scale=14, clean_threshold='infer', If 'precip', only precipitation events are treated as cleaning events. precip_threshold : float, default 0.01 The daily precipitation threshold for defining precipitation cleaning events. - Units must be consistent with ``self.precip``. + Units must be consistent with ``self.precipitation_daily``. ''' df = self.pm.to_frame() df.columns = ['pi'] - df_insol = self.insol.to_frame() + df_insol = self.insolation_daily.to_frame() df_insol.columns = ['insol'] df = df.join(df_insol) - precip = self.precip + precip = self.precipitation_daily if precip is not None: df_precip = precip.to_frame() df_precip.columns = ['precip'] @@ -494,7 +495,7 @@ def run(self, reps=1000, day_scale=14, clean_threshold='infer', If 'precip', only precipitation events are treated as cleaning events. precip_threshold : float, default 0.01 The daily precipitation threshold for defining precipitation cleaning events. - Units must be consistent with ``self.precip`` + Units must be consistent with ``self.precipitation_daily`` min_interval_length : int, default 2 The minimum duration for an interval to be considered valid. Cannot be less than 2 (days). @@ -579,8 +580,8 @@ def run(self, reps=1000, day_scale=14, clean_threshold='infer', return (result[0], result[1:3], calc_info) -def soiling_srr(daily_normalized_energy, daily_insolation, reps=1000, - precip=None, day_scale=14, clean_threshold='infer', +def soiling_srr(energy_normalized_daily, insolation_daily, reps=1000, + precipitation_daily=None, day_scale=14, clean_threshold='infer', trim=False, method='half_norm_clean', clean_criterion='shift', precip_threshold=0.01, min_interval_length=2, exceedance_prob=95.0, confidence_level=68.2, recenter=True, @@ -592,17 +593,17 @@ def soiling_srr(daily_normalized_energy, daily_insolation, reps=1000, Parameters ---------- - daily_normalized_energy : pd.Series + energy_normalized_daily : pd.Series Daily performance metric (i.e. performance index, yield, etc.) Alternatively, the soiling ratio output of a soiling sensor (e.g. the photocurrent ratio between matched dirty and clean PV reference cells). In either case, data should be insolation-weighted daily aggregates. - daily_insolation : pd.Series + insolation_daily : pd.Series Daily plane-of-array insolation corresponding to - `daily_normalized_energy` + `energy_normalized_daily` reps : int, default 1000 number of Monte Carlo realizations to calculate - precip : pd.Series, default None + precipitation_daily : pd.Series, default None Daily total precipitation. Units ambiguous but should be the same as precip_threshold. Note default behavior of precip_threshold. (Ignored if ``clean_criterion='shift'``.) @@ -681,9 +682,9 @@ def soiling_srr(daily_normalized_energy, daily_insolation, reps=1000, and P50 slopes. ''' - srr = SRRAnalysis(daily_normalized_energy, - daily_insolation, - precip=precip) + srr = SRRAnalysis(energy_normalized_daily, + insolation_daily, + precipitation_daily=precipitation_daily) sr, sr_ci, soiling_info = srr.run( reps=reps, diff --git a/rdtools/test/energy_from_power_test.py b/rdtools/test/energy_from_power_test.py index dda95582..8827338c 100644 --- a/rdtools/test/energy_from_power_test.py +++ b/rdtools/test/energy_from_power_test.py @@ -62,6 +62,7 @@ def test_energy_from_power_downsample(): expected_energy_series = pd.Series(index=[pd.to_datetime('2018-04-01 13:00:00')], data=3.0, name='energy_Wh') + expected_energy_series.index.freq = '60T' result = energy_from_power(time_series, '60T') pd.testing.assert_series_equal(result, expected_energy_series) @@ -72,6 +73,7 @@ def test_energy_from_power_downsample_max_timedelta_exceeded(): expected_energy_series = pd.Series(index=[pd.to_datetime('2018-04-01 13:00:00')], data=1.5, name='energy_Wh') + expected_energy_series.index.freq = '60T' result = energy_from_power(time_series.drop(time_series.index[2]), '60T', pd.to_timedelta('15 minutes')) pd.testing.assert_series_equal(result, expected_energy_series) @@ -82,6 +84,7 @@ def test_energy_from_power_downsample_max_timedelta_not_exceeded(): expected_energy_series = pd.Series(index=[pd.to_datetime('2018-04-01 13:00:00')], data=3.0, name='energy_Wh') + expected_energy_series.index.freq = '60T' result = energy_from_power(time_series.drop(time_series.index[2]), '60T', pd.to_timedelta('60 minutes')) pd.testing.assert_series_equal(result, expected_energy_series) diff --git a/rdtools/test/filtering_test.py b/rdtools/test/filtering_test.py index 91b4d317..be03a512 100644 --- a/rdtools/test/filtering_test.py +++ b/rdtools/test/filtering_test.py @@ -33,8 +33,8 @@ def setUp(self): def test_poa_filter(self): filtered = poa_filter(self.measured_poa, - low_irradiance_cutoff=200, - high_irradiance_cutoff=1200) + poa_global_low=200, + poa_global_high=1200) # Expect high and low POA cutoffs to be non-inclusive. expected_result = np.array([True, True, True, False, False]) @@ -49,8 +49,8 @@ def setUp(self): def test_tcell_filter(self): filtered = tcell_filter(self.tcell, - low_tcell_cutoff=-50, - high_tcell_cutoff=110) + temperature_cell_low=-50, + temperature_cell_high=110) # Expected high and low tcell cutoffs to be non-inclusive. expected_result = np.array([False, True, True, True, False]) @@ -66,7 +66,7 @@ def setUp(self): # use of the Series.quantile() method. def test_clip_filter_upper(self): - filtered = clip_filter(self.power, quant=0.98) + filtered = clip_filter(self.power, quantile=0.98) # Expect 99% of the 98th quantile to be filtered expected_result = self.power < (98 * 0.99) @@ -77,10 +77,14 @@ def test_normalized_filter_default(): pd.testing.assert_series_equal(normalized_filter(pd.Series([-5, 5])), pd.Series([False, True])) - pd.testing.assert_series_equal(normalized_filter(pd.Series([-1e6, 1e6]), low_cutoff=None, high_cutoff=None), + pd.testing.assert_series_equal(normalized_filter(pd.Series([-1e6, 1e6]), + energy_normalized_low=None, + energy_normalized_high=None), pd.Series([True, True])) - pd.testing.assert_series_equal(normalized_filter(pd.Series([-2, 2]), low_cutoff=-1, high_cutoff=1), + pd.testing.assert_series_equal(normalized_filter(pd.Series([-2, 2]), + energy_normalized_low=-1, + energy_normalized_high=1), pd.Series([False, False])) pd.testing.assert_series_equal(normalized_filter(pd.Series([0.01 - 1e-16, 0.01 + 1e-16, 1e308])), diff --git a/rdtools/test/normalization_pvwatts_test.py b/rdtools/test/normalization_pvwatts_test.py index 2b38f4ec..40d7cf1b 100644 --- a/rdtools/test/normalization_pvwatts_test.py +++ b/rdtools/test/normalization_pvwatts_test.py @@ -60,7 +60,8 @@ def test_pvwatts_dc_power(self): ''' Test PVWatts DC power caculation. ''' dc_power = pvwatts_dc_power(self.poa_global, self.power, - T_cell=self.temp, gamma_pdc=self.gamma_pdc) + temperature_cell=self.temp, + gamma_pdc=self.gamma_pdc) # Assert output has same frequency and length as input self.assertEqual(self.poa_global.index.freq, dc_power.index.freq) @@ -74,8 +75,8 @@ def test_normalization_with_pvw(self): pvw_kws = { 'poa_global': self.poa_global, - 'P_ref': self.power, - 'T_cell': self.temp, + 'power_dc_rated': self.power, + 'temperature_cell': self.temp, 'gamma_pdc': self.gamma_pdc, } diff --git a/rdtools/test/normalize_with_expected_power_test.py b/rdtools/test/normalize_with_expected_power_test.py index d85262c5..70d82588 100644 --- a/rdtools/test/normalize_with_expected_power_test.py +++ b/rdtools/test/normalize_with_expected_power_test.py @@ -46,7 +46,8 @@ def irradiance_30(times_30): def test_normalize_with_expected_power_uniform_frequency(pv_15, expected_15, irradiance_15): - norm, insol = normalize_with_expected_power(pv_15, expected_15, irradiance_15) + norm, insol = normalize_with_expected_power( + pv_15, expected_15, irradiance_15) expected_norm = pd.Series( {Timestamp('2020-01-01 12:15:00', freq='15T'): 1.0, Timestamp('2020-01-01 12:30:00', freq='15T'): 1.0784313725490198, @@ -54,6 +55,7 @@ def test_normalize_with_expected_power_uniform_frequency(pv_15, expected_15, irr Timestamp('2020-01-01 13:00:00', freq='15T'): 1.0487804878048783} ) expected_norm.name = 'energy_Wh' + expected_norm.index.freq = '15T' expected_insol = pd.Series( {Timestamp('2020-01-01 12:15:00', freq='15T'): 231.25, @@ -63,13 +65,15 @@ def test_normalize_with_expected_power_uniform_frequency(pv_15, expected_15, irr ) expected_insol.name = 'energy_Wh' + expected_insol.index.freq = '15T' pd.testing.assert_series_equal(norm, expected_norm) pd.testing.assert_series_equal(insol, expected_insol) def test_normalize_with_expected_power_energy_option(pv_15, expected_15, irradiance_15): - norm, insol = normalize_with_expected_power(pv_15, expected_15, irradiance_15, pv_input='energy') + norm, insol = normalize_with_expected_power( + pv_15, expected_15, irradiance_15, pv_input='energy') expected_norm = pd.Series( {Timestamp('2020-01-01 12:00:00', freq='15T'): np.nan, Timestamp('2020-01-01 12:15:00', freq='15T'): 5.714285714285714, @@ -79,6 +83,7 @@ def test_normalize_with_expected_power_energy_option(pv_15, expected_15, irradia ) expected_norm.name = 'energy_Wh' + expected_norm.index.freq = '15T' expected_insol = pd.Series( {Timestamp('2020-01-01 12:00:00', freq='15T'): np.nan, @@ -89,13 +94,15 @@ def test_normalize_with_expected_power_energy_option(pv_15, expected_15, irradia ) expected_insol.name = 'energy_Wh' + expected_insol.index.freq = '15T' pd.testing.assert_series_equal(norm, expected_norm) pd.testing.assert_series_equal(insol, expected_insol) def test_normalize_with_expected_power_low_freq_pv(pv_30, expected_15, irradiance_15): - norm, insol = normalize_with_expected_power(pv_30, expected_15, irradiance_15) + norm, insol = normalize_with_expected_power( + pv_30, expected_15, irradiance_15) expected_norm = pd.Series( {Timestamp('2020-01-01 12:30:00', freq='30T'): 0.9302325581395349, @@ -103,6 +110,7 @@ def test_normalize_with_expected_power_low_freq_pv(pv_30, expected_15, irradianc ) expected_norm.name = 'energy_Wh' + expected_norm.index.freq = '30T' expected_insol = pd.Series( {Timestamp('2020-01-01 12:30:00', freq='30T'): 456.25, @@ -110,13 +118,15 @@ def test_normalize_with_expected_power_low_freq_pv(pv_30, expected_15, irradianc ) expected_insol.name = 'energy_Wh' + expected_insol.index.freq = '30T' pd.testing.assert_series_equal(norm, expected_norm) pd.testing.assert_series_equal(insol, expected_insol) def test_normalized_with_expected_power_low_freq_expected(pv_15, expected_30, irradiance_30): - norm, insol = normalize_with_expected_power(pv_15, expected_30, irradiance_30) + norm, insol = normalize_with_expected_power( + pv_15, expected_30, irradiance_30) expected_norm = pd.Series( {Timestamp('2020-01-01 12:15:00', freq='15T'): 1.09375, @@ -126,6 +136,7 @@ def test_normalized_with_expected_power_low_freq_expected(pv_15, expected_30, ir ) expected_norm.name = 'energy_Wh' + expected_norm.index.freq = '15T' expected_insol = pd.Series( {Timestamp('2020-01-01 12:15:00', freq='15T'): 246.875, @@ -135,6 +146,7 @@ def test_normalized_with_expected_power_low_freq_expected(pv_15, expected_30, ir ) expected_insol.name = 'energy_Wh' + expected_insol.index.freq = '15T' pd.testing.assert_series_equal(norm, expected_norm) pd.testing.assert_series_equal(insol, expected_insol) diff --git a/rdtools/test/soiling_test.py b/rdtools/test/soiling_test.py index b5160cd8..e194861a 100644 --- a/rdtools/test/soiling_test.py +++ b/rdtools/test/soiling_test.py @@ -96,8 +96,8 @@ def test_soiling_srr_with_precip(normalized_daily, insolation, times): precip['2019-02-20 00:00:00-07:00'] = 1 kwargs = { - 'reps': 10, - 'precip': precip + 'reps': 10, + 'precipitation_daily': precip } np.random.seed(1977) sr, sr_ci, soiling_info = soiling_srr(normalized_daily, insolation, clean_criterion='precip_and_shift', **kwargs) diff --git a/requirements.txt b/requirements.txt index f873cb9c..9344820c 100644 --- a/requirements.txt +++ b/requirements.txt @@ -2,6 +2,8 @@ cycler==0.10.0 h5py==2.10.0 kiwisolver==1.2.0 matplotlib==3.1.2 +nbsphinx==0.4.3 +nbsphinx-link==1.3.0 numpy==1.17.3 pandas==1.0.3 patsy==0.5.1 @@ -11,4 +13,5 @@ python-dateutil==2.8.1 pytz==2019.3 scipy==1.3.2 six==1.14.0 +sphinx-rtd-theme==0.4.3 statsmodels==0.11.1 \ No newline at end of file From 0966df36926e86dc592f980b812f7f4d7e3f1f5c Mon Sep 17 00:00:00 2001 From: cdeline Date: Fri, 31 Jul 2020 09:28:14 -0600 Subject: [PATCH 130/146] Update changelog with 2.0b0 release date --- docs/sphinx/source/changelog.rst | 2 +- docs/sphinx/source/changelog/{v2.0.0.rst => v2.0.0b0.rst} | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) rename docs/sphinx/source/changelog/{v2.0.0.rst => v2.0.0b0.rst} (99%) diff --git a/docs/sphinx/source/changelog.rst b/docs/sphinx/source/changelog.rst index 5482c785..ed8a34b9 100644 --- a/docs/sphinx/source/changelog.rst +++ b/docs/sphinx/source/changelog.rst @@ -1,4 +1,4 @@ RdTools Change Log ================== -.. include:: changelog/v2.0.0.rst +.. include:: changelog/v2.0.0b0.rst diff --git a/docs/sphinx/source/changelog/v2.0.0.rst b/docs/sphinx/source/changelog/v2.0.0b0.rst similarity index 99% rename from docs/sphinx/source/changelog/v2.0.0.rst rename to docs/sphinx/source/changelog/v2.0.0b0.rst index a1f49818..c9901904 100644 --- a/docs/sphinx/source/changelog/v2.0.0.rst +++ b/docs/sphinx/source/changelog/v2.0.0b0.rst @@ -1,5 +1,5 @@ ************************ -v2.0.0 (MONTH DAY, YEAR) +v2.0.0b0 (July 31, 2020) ************************ API Changes From 2f9ebc314024cd42b0f1c381969d8a3a8d4e92b9 Mon Sep 17 00:00:00 2001 From: Kevin Anderson <57452607+kanderso-nrel@users.noreply.github.com> Date: Thu, 1 Oct 2020 15:30:58 -0600 Subject: [PATCH 131/146] Feat/inverter availability (#131) * add is_online and tests * improvements to is_online and tests * add downtime_loss, tests, documentation * update inverter sizing calculation to normalize to 1 * add tables to requirements.txt * add explicit int conversion to make travis happy * improve differentiation of downtime from comms outage. improve docs * docstring formatting updates * make availability loss calculation more robust to mixed production and comms outages * Add walkthrough notebook of the availability code * Drop py2.7 from travis config and setup.py * losses.py -> availability.py * update with rough draft of functions from PVSC paper * update module references * linting * add upper limit parameter * reuse downtime detection logic * remove unused pivoting functions * add power tests * Delete losses_test.py * remove unnecessary return from loss_from_power * add power tests for optional params * various fixes to loss_from_energy * energy tests * tests energy method starts/ends in outage * don't assume 15-min data; dtype fixes * add plotting.availability_cumulative_plot * add plotting tests * new availability example notebook * update sphinx docs linking * fit init.py, fix broken test * add quantiles parameter and test * extend full outage detection to not require a full comms outage as well * handle "negative production" outages * bugfix * add tables package to test requirements * add tables to requirements.txt * allow outages to be slightly negative to account for self-consumption * add note about timeseries continuity * switch from ineichen to haurwitz for clearsky test inputs * Revert "add tables package to test requirements" This reverts commit 1985101fd4f5ac3ad957f0b035ff62e48c6ecb62. * Revert "add tables to requirements.txt" This reverts commit e8e0c7b3965db70ca7f95d273652cdde30c64536. * rerun availability notebook * sundry improvements from review * good old fashioned reorganization * docs and bugs * add test for relative_sizes * pv-terms compat * more pvterms * move plotting func to plotting module, add wrapper method * fix starting in an outage bug * plotting tests * add plot func to init * update and rerun notebook * plot docstring example and api entry * advertise availability in index.rst * add suggested text to notebook * Update rdtools/availability.py Co-authored-by: Michael Deceglie * instrument calibration wording * units * raise error if calling plot before run and add accompanying test * m -> M * data gap rephrasing * d->D * rework the plotting function so it uses pandas plotting for all subplots * rerun notebook * Update overview (#202) * Update overview * reword * heading update * in-text citations for degradation and soiling * rename private methods per mdeceglie's suggestion * don't drop the tz on the results dataframe index * Update rdtools/availability.py Co-authored-by: Michael Deceglie * reflow docstring text for 80 char limit * Update docstrings per review * check for index match on input timeseries * warn if double-counted loss is detected * docstring updates * clarify units * changelog * backticks -> single quotes in tables * more table reformatting * shift the end of outages back by one so the timestamp matches the last nan/zero values instead of the first positive value * add "other uses" section to notebook and rerun * simplify other use case section of notebook Co-authored-by: Michael Deceglie --- .../source/_images/availability_summary.png | Bin 0 -> 63146 bytes docs/sphinx/source/api.rst | 15 + docs/sphinx/source/changelog.rst | 1 + docs/sphinx/source/changelog/pending.rst | 42 ++ docs/sphinx/source/index.rst | 55 +- .../{example.nblink => rd_example.nblink} | 0 .../source/system_availability_example.nblink | 3 + docs/system_availability_example.ipynb | 638 ++++++++++++++++++ rdtools/__init__.py | 3 + rdtools/availability.py | 610 +++++++++++++++++ rdtools/plotting.py | 94 ++- rdtools/test/availability_test.py | 474 +++++++++++++ rdtools/test/conftest.py | 2 + 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z3F@-&h-jpCW5t6sg|M3n-;s>SHSjK6f`&kMmcK4fTv*r>!f73-UD=0ojExD~l}h14 z;KdH1$3NDYJ%X*Lpnz}0F7VHnZ65G2&Jv%8@OGgmS-q|qjyRZ@pvsYn*4e*Hk;BIrd z$U>l80G?9P>(@%UwH(pkHBEWr{*=dB9OyBj!7M0hH~shW_cLpZjf}X-LRMB+ z*Oaa5GRK>mnt(imq_tcWL;BY&Ver95N^5cQ!fNRv5LmfCD1YfBphSRE8=AB4i}?Jz zS_*mZUciv}{SNM8@AbwDP%tp9ivDNUn|T0p2*!<(krB#{J{0x*b3@PM!N95CR-$9=Kp^H Dibg%! literal 0 HcmV?d00001 diff --git a/docs/sphinx/source/api.rst b/docs/sphinx/source/api.rst index 4f4649d3..0b8a3eb6 100644 --- a/docs/sphinx/source/api.rst +++ b/docs/sphinx/source/api.rst @@ -16,6 +16,7 @@ analysis workflow. degradation soiling + availability filtering normalization aggregation @@ -49,6 +50,19 @@ Functions for estimating soiling rates from PV system data. soiling.SRRAnalysis.run +System Availability +=================== + +Functions for estimating production loss from PV system outages. + +.. autosummary:: + :toctree: generated/ + + availability.AvailabilityAnalysis + availability.AvailabilityAnalysis.run + availability.AvailabilityAnalysis.plot + + Filtering ========= @@ -121,3 +135,4 @@ Functions to visualize degradation and soiling analysis results. plotting.soiling_monte_carlo_plot plotting.soiling_interval_plot plotting.soiling_rate_histogram + plotting.availability_summary_plots diff --git a/docs/sphinx/source/changelog.rst b/docs/sphinx/source/changelog.rst index ed8a34b9..5ec3eed6 100644 --- a/docs/sphinx/source/changelog.rst +++ b/docs/sphinx/source/changelog.rst @@ -2,3 +2,4 @@ RdTools Change Log ================== .. include:: changelog/v2.0.0b0.rst +.. include:: changelog/pending.rst diff --git a/docs/sphinx/source/changelog/pending.rst b/docs/sphinx/source/changelog/pending.rst new file mode 100644 index 00000000..38bfcf7b --- /dev/null +++ b/docs/sphinx/source/changelog/pending.rst @@ -0,0 +1,42 @@ +************************ +Pending +************************ + +API Changes +----------- + + +Enhancements +------------ +* Create new module :py:mod:`~rdtools.availability` and class + :py:class:`~rdtools.availability.AvailabilityAanlysis` for estimating + timeseries system availability (:pull:`131`) +* Create new plotting function :py:func:`~rdtools.plotting.availability_summary_plots` + (:pull:`131`) + +Bug fixes +--------- + + +Testing +------- + + +Documentation +------------- +* Update landing page and add new "Inverter Downtime" documentation page + based on the availability notebook (:pull:`131`) + + +Requirements +------------ + + +Example Updates +--------------- +* Add new ``system_availability_example.ipynb`` notebook (:pull:`131`) + + +Contributors +------------ +* Kevin Anderson (:ghuser:`kanderso-nrel`) diff --git a/docs/sphinx/source/index.rst b/docs/sphinx/source/index.rst index 40feeba8..3076f107 100644 --- a/docs/sphinx/source/index.rst +++ b/docs/sphinx/source/index.rst @@ -17,7 +17,8 @@ time series data from photovoltaic energy systems. The library aims to provide best practice analysis routines along with the building blocks for users to tailor their own analyses. Current applications include the evaluation of PV production over several years to obtain -rates of performance degradation and soiling loss. RdTools can handle +rates of performance degradation and soiling loss. They also include the capability to +analyze systems for system- and subsystem-level availability. RdTools can handle both high frequency (hourly or better) or low frequency (daily, weekly, etc.) datasets. Best results are obtained with higher frequency data. @@ -27,11 +28,12 @@ Full examples are worked out in the example notebooks in the To report issues, contribute code, or suggest improvements to this documentation, visit the RdTools development repository on `github`_. -Workflow --------- +Degradation and Soiling +----------------------- -RdTools supports a number of workflows, but a typical analysis follows -the following: +Both degradation and soiling analyses are based on normalized yield, similar to performance +index. Usually, this is computed at the daily level although other aggregation periods are +supported. A typical analysis of soiling and degradation contains the following: 0. Import and preliminary calculations 1. Normalize data using a performance metric @@ -47,11 +49,11 @@ drift. .. image:: _images/RdTools_workflows.png :alt: RdTools workflow diagram -Degradation Results -------------------- +Degradation +^^^^^^^^^^^ The preferred method for degradation rate estimation is the year-on-year -(YOY) approach, available in :py:func:`.degradation.degradation_year_on_year`. +(YOY) approach (Jordan 2018), available in :py:func:`.degradation.degradation_year_on_year`. The YOY calculation yields in a distribution of degradation rates, the central tendency of which is the most representative of the true degradation. The width of the distribution provides information about @@ -77,8 +79,8 @@ analysis when details such as filtering are changed. We generally recommend that the clear-sky analysis be used as a check on the sensor-based results, rather than as a stand-alone analysis. -Soiling Results ---------------- +Soiling +^^^^^^^ Soiling can be estimated with the stochastic rate and recovery (SRR) method (Deceglie 2018). This method works well when soiling patterns @@ -96,6 +98,23 @@ identified soiling rates for the dataset. :width: 320 :height: 216 +Availability +------------ + +Evaluating system availability can be confounded by data loss from interrupted +datalogger or system communications. RdTools implements two methods +(Anderson & Blumenthal 2020) of distinguishing nuisance communication +interruptions from true production outages +with the :py:class:`.availability.AvailabilityAnalysis` class. In addition to +classifying data outages, it estimates lost production and calculates +energy-weighted system availability. + +.. image:: _images/availability_summary.png + :alt: RdTools availability analysis plot + :width: 696 + :height: 288 + + Install RdTools using pip ------------------------- @@ -186,6 +205,15 @@ The most frequently used functions are: `sr_ci`: Confidence interval `soiling_info`: associated analysis data ''' +.. code:: python + + availability.AvailabilityAnalysis(power_system, power_subsystem, + energy_cumulative, power_expected) + ''' + Inputs: Pandas time series system and subsystem power and energy data + Outputs: DataFrame of production loss and availability metrics + ''' + Citing RdTools -------------- @@ -200,6 +228,10 @@ appropriate: - M. G. Deceglie, L. Micheli and M. Muller, "Quantifying Soiling Loss Directly From PV Yield," in IEEE Journal of Photovoltaics, 8(2), pp. 547-551, 2018 + +- K. Anderson and R. Blumenthal, "Overcoming Communications Outages in + Inverter Downtime Analysis", 2020 IEEE 47th Photovoltaic Specialists + Conference (PVSC)." ‌‌ - RdTools, version x.x.x, https://github.com/NREL/rdtools, https://doi.org/10.5281/zenodo.1210316 @@ -251,7 +283,8 @@ Documentation Contents .. toctree:: :maxdepth: 2 - In-Depth Examples + Degradation and Soiling + Inverter Downtime API Reference Change Log Developer Notes diff --git a/docs/sphinx/source/example.nblink b/docs/sphinx/source/rd_example.nblink similarity index 100% rename from docs/sphinx/source/example.nblink rename to docs/sphinx/source/rd_example.nblink diff --git a/docs/sphinx/source/system_availability_example.nblink b/docs/sphinx/source/system_availability_example.nblink new file mode 100644 index 00000000..dba44bc5 --- /dev/null +++ b/docs/sphinx/source/system_availability_example.nblink @@ -0,0 +1,3 @@ +{ + "path": "../../system_availability_example.ipynb" +} \ No newline at end of file diff --git a/docs/system_availability_example.ipynb b/docs/system_availability_example.ipynb new file mode 100644 index 00000000..26741027 --- /dev/null +++ b/docs/system_availability_example.ipynb @@ -0,0 +1,638 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# System availability example\n", + "\n", + "This notebook shows example usage of the inverter availability functions. As with the degradation and soiling example, we recommend installing the specific versions of packages used to develop this notebook. This can be achieved in your environment by running `pip install -r requirements.txt` followed by `pip install -r docs/notebook_requirements.txt` from the base directory. (RdTools must also be separately installed.)\n", + "\n", + "RdTools currently implements two methods of quantifying system availability. The first method compares power measurements from inverters and the system meter to distinguish subsystem communication interruptions from true outage events. The second method determines the uncertainty bounds around an energy estimate of a total system outage and compares with true production calculated from a meter's cumulative production measurements. The RdTools `AvailabilityAnalysis` class uses both methods to quantify downtime loss.\n", + "\n", + "These methods are described in K. Anderson and R. Blumenthal, \"Overcoming Communications Outages in Inverter Downtime Analysis\", 2020 IEEE 47th Photovoltaic Specialists Conference (PVSC)." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import rdtools\n", + "import pvlib\n", + "\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Quantifying the production impact of inverter downtime events is complicated by gaps in a system's historical data caused by communication interruptions. Although communication interruptions may prevent remote operation, they usually do not result in production loss. Accurate production loss estimates require the ability to distinguish true outages from communication interruptions.\n", + "\n", + "The first method focuses on partial outages where some of a system's inverters are reporting production and some are not. In these cases, the method examines the AC power measurements at the inverter and system meter level to classify each timestamp individually and estimate timeseries production loss. This level of granularity is made possible by comparing timeseries power measurements between inverters and the meter.\n", + "\n", + "## Create a test dataset\n", + "\n", + "First we'll generate a test dataset to demonstrate the method. This code block just puts together an artificial dataset to use for the analysis -- feel free to skip ahead to where it gets plotted." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "def make_dataset():\n", + " \"\"\"\n", + " Make an example dataset with several types of data outages for availability analysis.\n", + " \n", + " Returns\n", + " -------\n", + " df_reported : pd.DataFrame\n", + " Simulated data as a data acquisition system would report it, including the\n", + " effect of communication interruptions.\n", + " df_secret : pd.DataFrame\n", + " The secret true data of the system, not affected by communication\n", + " interruptions. Only used for comparison with the analysis output.\n", + " expected_power : pd.Series\n", + " An \"expected\" power signal for this hypothetical PV system, simulating a\n", + " modeled power from satellite weather data or some other method.\n", + " \"\"\"\n", + "\n", + " # generate a plausible clear-sky power signal\n", + " times = pd.date_range('2019-01-01', '2019-01-12', freq='15min', tz='US/Eastern',\n", + " closed='left')\n", + " location = pvlib.location.Location(40, -80)\n", + " clearsky = location.get_clearsky(times, model='haurwitz')\n", + " # just scale GHI to power for simplicity\n", + " base_power = 2.5*clearsky['ghi']\n", + " # but require a minimum irradiance to turn on, simulating start-up voltage\n", + " base_power[clearsky['ghi'] < 20] = 0\n", + "\n", + " df_secret = pd.DataFrame({\n", + " 'inv1_power': base_power,\n", + " 'inv2_power': base_power * 1.5,\n", + " 'inv3_power': base_power * 0.66,\n", + " })\n", + "\n", + " # set the expected_power to be pretty close to actual power,\n", + " # but with some autocorrelated noise and a bias:\n", + " expected_power = df_secret.sum(axis=1)\n", + " np.random.seed(2020)\n", + " N = len(times)\n", + " expected_power *= 0.9 - (0.3 * np.sin(np.arange(0, N)/7 +\n", + " np.random.normal(0, 0.2, size=N)))\n", + "\n", + " # Add a few days of individual inverter outages:\n", + " df_secret.loc['2019-01-03':'2019-01-05', 'inv2_power'] = 0\n", + " df_secret.loc['2019-01-02', 'inv3_power'] = 0\n", + " df_secret.loc['2019-01-07 00:00':'2019-01-07 12:00', 'inv1_power'] = 0\n", + "\n", + " # and a full system outage:\n", + " full_outage_date = '2019-01-08'\n", + " df_secret.loc[full_outage_date, :] = 0\n", + "\n", + " # calculate the system meter power and cumulative production, \n", + " # including the effect of the outages:\n", + " df_secret['meter_power'] = df_secret.sum(axis=1)\n", + " interval_energy = rdtools.energy_from_power(df_secret['meter_power'])\n", + " df_secret['meter_energy'] = interval_energy.cumsum()\n", + " # fill the first NaN from the cumsum with 0\n", + " df_secret['meter_energy'] = df_secret['meter_energy'].fillna(0)\n", + " # add an offset to reflect previous production:\n", + " df_secret['meter_energy'] += 5e5\n", + " # calculate cumulative energy for an inverter as well:\n", + " inv2_energy = rdtools.energy_from_power(df_secret['inv2_power'])\n", + " df_secret['inv2_energy'] = inv2_energy.cumsum().fillna(0)\n", + " \n", + " # now that the \"true\" data is in place, let's add some communications interruptions:\n", + " df_reported = df_secret.copy()\n", + " # in full outages, we lose all the data:\n", + " df_reported.loc[full_outage_date, :] = np.nan\n", + " # add a communications interruption that overlaps with an inverter outage:\n", + " df_reported.loc['2019-01-05':'2019-01-06', 'inv1_power'] = np.nan\n", + " # and a communication outage that affects everything:\n", + " df_reported.loc['2019-01-10', :] = np.nan\n", + "\n", + " return df_reported, df_secret, expected_power" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's visualize the dataset before analyzing it with RdTools. The dotted lines show the \"true\" data that wasn't recorded by the datalogger because of interrupted communications." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df, df_secret, expected_power = make_dataset()\n", + "\n", + "fig, axes = plt.subplots(3, 1, sharex=True, figsize=(8,6))\n", + "colors = plt.rcParams['axes.prop_cycle'].by_key()['color'][:3]\n", + "\n", + "# inverter power\n", + "df_secret[['inv1_power', 'inv2_power', 'inv3_power']].plot(ax=axes[0],\n", + " legend=False, ls=':',\n", + " color=colors)\n", + "df[['inv1_power', 'inv2_power', 'inv3_power']].plot(ax=axes[0], legend=False)\n", + "# meter power\n", + "df_secret['meter_power'].plot(ax=axes[1], ls=':', color=colors[0])\n", + "df['meter_power'].plot(ax=axes[1])\n", + "# meter cumulative energy\n", + "df_secret['meter_energy'].plot(ax=axes[2], ls=':', color=colors[0])\n", + "df['meter_energy'].plot(ax=axes[2])\n", + "\n", + "axes[0].set_ylabel('Inverter Power [kW]')\n", + "axes[1].set_ylabel('Meter Power [kW]')\n", + "axes[2].set_ylabel('Cumulative\\nMeter Energy [kWh]')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that the solid lines show the data that would be available in our example while the dotted lines show the true underlying behavior that we normally wouldn't know.\n", + "\n", + "If we hadn't created this dataset ourselves, it wouldn't necessarily be obvious why the meter shows low or no production on some days -- maybe it was just cloudy weather, maybe it was a nuisance communication outage (broken cell modem power supply, for example), or maybe it was a true power outage. This example also shows how an inverter can appear to be offline while actually producing normally. For example, just looking at inverter power on the 5th, it appears that only the small inverter is producing. However, the meter shows two inverters' worth of production. Similarly, the 6th shows full meter production despite one inverter not reporting power. Using only the inverter-reported power would overestimate the production loss because of the communication interruption.\n", + "\n", + "## System availability analysis\n", + "\n", + "Now we'll hand this data off to RdTools for analysis:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "aa = rdtools.availability.AvailabilityAnalysis(\n", + " power_system=df['meter_power'],\n", + " power_subsystem=df[['inv1_power', 'inv2_power', 'inv3_power']],\n", + " energy_cumulative=df['meter_energy'],\n", + " power_expected=expected_power,\n", + ")\n", + "# identify and classify outages, rolling up to daily metrics for this short dataset:\n", + "aa.run(rollup_period='D') " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, we can visualize the estimated power loss and outage information:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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ZiujA2LFjB6effjrr1q3LdCh5RX88VxSKXOfP6/dyxUureeKC6Zw6Mf0tmxJ9N5uS2lLKeuAM4FHgIODsZAJXJwCcIKWcAtQApwohjgJuBpZJKccCy/TnCCGOAM4DJqAJ6ceEEMaV3ePA5cBY/XGqmbgzyb5WzY0arLtihjuWry6VIrto0NM+BxQ5Aagq1tJBGzLgHEb1+1UOm6C6xEV9nqYrN3oDVOr/HgDVeopuPn5mNHqDDNDPSYCqYuPzMz+dbYVCoVAospU31uyiuqSAk8Zn7iZ0PFJ1V/YIIVqFEK3AVuAw4BzAWJYQqWHMfHDqDwl8F3hBX/4C8D399+8Cr0opA1LK7fr+ZgohhgJlUspPdPf2xU7bZC0NXu3CtEpPszNqyjIhIhSK7jR6A1QUOXEY9Z8ZvAljdFe22wTVJQXUe4Mpm7fkIo1tQSqLO9KVjRTdfBR2jb5g7MYLdJyf+VqjrMg+Ro8erVxchUKR9/iDEZZt2s/pkw+KXVNmC0lrcqWUpV/nxXUndjVwKPColHKFEGKwlHKP/vp7hBCG7B8G/KPT5rX6spD+e/fl8fZ3OZrjy8iRI79O6F8bQ8waF2pVJcrJVWQPjd4glZ1FRHHmzk/DybXpTm4wHMUTCFNW6EyxZe7QHorgDUZiN8Og02dGHjrbjW1BBhR1HIviAjsuhy2WgaBQKBQKhSLz/GN7A8FwlBMOzy4XF1I7uSkTq5OtI6WMSClrgOForuzEZC8V7yWSLI+3vyellDOklDMGDhyYLGzLafQGsdsE5e5u6aDqIk2RBTS0dXXKytwOnHaRkfPTaOhsFyJvMx6afNr77XLjwTgW3vwSuYbgryzuuMkhhKCiyEmzL7/OC4VCoVAospm/bq6j0Glj5pjkc7IzQSpf+W0Tr5FyHSllM7AcrZZ2n56CjP5zv75aLTCi02bDgd368uFxlmc1Dd4AA4oKsNk0jV7otFPicignV5EVdHdyhRBUFWemHtZIV7bZOqfo5tf/E0PUd3YvK/Tfm32p2h/kFh2Cv2uX7wp3AS3+/DoWCoVCoVBkMx9uqeOog6uyskFmKpE7xajJTfDwAIPjbSiEGCiEqNB/dwMnAZuAt4CL9dUuBt7Uf38LOE8I4RJCjEFrMLVST232CCGOEto8iYs6bZO1dHfKQKvLzTeHSpGdaCK3q4ioLC7IyBxSI13ZLkRM5OWbsDOOe+d05eICOw6byDthZxyLzk4uQLnbmXfnhUKhUCgU2UqdJ8C/67wcfUh1pkOJS1KRK6W0SynLkjxKpZRx62OBocAHQojPgE+Bv0gp/wjcC5wshNgCnKw/R0q5HvgtsAF4F7haShnRX+sq4Gm0ZlTbgHe+1rtOAw3eYJcLVtBSlvMt9VCRfUSjkiZfz5swFUXOjAiqzo2njPT+fEtLNdzLzk6uENrxaM4zkWucg+XurudneYbOT0V+YLfbqampiT3uvfdey/fZ3NzMY4891uvtFixYwMKFC+MuHzZsGDU1NUycOJG33nrra8U3evRo6uvre73djh07+M1vfhN7vmrVKq677rqvFYtCocg+1u5sBmDqyIoMRxKfpI2nvg5Sys+AqXGWNwAnJtjmHuCeOMtXAcnqebOORm+QCQd1nTdaVeJiZ6MvI/E89eG/8bSHuOGkw2Ip1Ir8pMUfIirpMqIFNKdsy/62BFtZR6RT46lyfYROvomZ1piw6+Ze5qGwa/WHAa1OvDPlbifr8uxYKNKH2+1m7dq1ad2nIXJ/8pOf9Nlr/sd//Ac33ngjGzdu5Nhjj2X//v3YbB1+RjgcxuGw7NIP6BC5P/zhDwGYMWMGM2ao8dIKRa6x5qsmHDbBxGHlmQ4lLtnV6zmH6F7zCFCRoXS7z2qbueftjTz0/lb+9PmetO9fkV20tmvnYEV3QeXOjKCKRjvSlUtdDoToEH35Qmu7JuxKC3sKu5Y8S9H16Odn9+7aFRk6PxX5S0tLC+PGjWPz5s0AnH/++Tz11FMAlJSU8NOf/pRp06Zx4oknUldXB8C2bds49dRTmT59OsceeyybNm0CYN++fZx55plMmTKFKVOm8Pe//52bb76Zbdu2UVNTw0033QTAfffdx5FHHsnkyZO5/fbbY7Hcc889jBs3jpNOOikWTzLGjx+Pw+Ggvr6eefPm8Z//+Z8cf/zx/OxnP6OxsZHvfe97TJ48maOOOorPPvsMgIaGBk455RSmTp3KFVdcERvltmPHDiZO7PAZFi5cyIIFCwDYunUrJ510ElOmTGHatGls27aNm2++mY8++oiamhoeeOABli9fzumnnw6QcN8LFixg/vz5zJkzh4MPPpiHHnrowP7RFApF2li7s5nxQ8uysh4XLHRy85loVOJpD/V0ZTJ0kbZ8s/blW+i08fbne/jOlIPSHoMie/AkElS6ayilRCt/Tw+d05VtNkFZYf6l6La2hyhw2Hp8UVS4nXk3J9cQ/N1FbrnbiS8YIRiOUuBQ92dzlnduhr2f9+1rDpkEpyVPP/b7/dTU1MSe33LLLZx77rk88sgjzJs3j+uvv56mpiYuu+wyALxeL9OmTeNXv/oVd955J3fccQePPPIIl19+OU888QRjx45lxYoV/OQnP+H999/nuuuuY/bs2bz++utEIhHa2tq49957WbduXcxBXrp0KVu2bGHlypVIKTnjjDP48MMPKS4u5tVXX2XNmjWEw2GmTZvG9OnTk76fFStWYLPZMCZNfPHFF7z33nvY7XauvfZapk6dyhtvvMH777/PRRddxNq1a7njjjs45phjuO222/jTn/7Ek08+mfLQ/uhHP+Lmm2/mzDPPpL29nWg0yr333svChQv54x//CMDy5ctj699+++1x9w2wadMmPvjgAzweD+PGjeOqq67C6cyfUXIKRX8iEpV8VtvCmVMTVa1mnpQiVwhhAz6TUvardOFM4g2Gico4qYduJ/5Q+i/S/ra1nonDyjhsUCkfbqlLu4hRZBeGS1oW5/wMhqO0h6K4C9J3Vy7WXVk/JzNVG5xJWv3x5wKXu51sq/NmIKLMYTi5Jd1uwlR0SmUfWOrqsZ1C8XVIlK588skn89prr3H11Vfzr3/9K7bcZrNx7rnnAnDBBRdw1lln0dbWxt///nfOOeec2HqBgNaH4/333+fFF18EtPrf8vJympqauuxr6dKlLF26lKlTtUqvtrY2tmzZgsfj4cwzz6SoqAiAM844I+H7eOCBB3j55ZcpLS1l8eLFse/6c845B7td+1z/+OOP+d3vfgfACSecQENDAy0tLXz44Yf8/ve/B+Db3/42AwYMSHrMPB4Pu3bt4swzzwSgsLAw6frJ9m3s0+Vy4XK5GDRoEPv27WP48OHJXk6hUGSIrfvbaAuEs7YeF0yIXCllVAjxLyHESCnlV+kIqr9jXKD3cCIycJEWiUrW7mzmgqNGMXyAm9+v2UV9W1BdJOYxrQnTQbX0+hZ/KL0iV3Y4uZCfXXRb20OUFfb8OK4oKsi7Jlyt/jAlLkfsfDAoLzLOT/X5ldOkcFzTTTQaZePGjbjdbhobGxOKLiEE0WiUioqKA67tlVJyyy23cMUVV3RZ/uCDD5q+MW3U5HanuLi4y366Y7x+vP04HA6i0WjseXt7e8LXSUWyfbtcHf+v7XY74XC416+vUCjSw9qd2k26mhHZK3LN2olDgfVCiGVCiLeMh5WB9WeSNU6B9DbV2d3sJxCOMnZQCYcMLAFgW136mwspsodsOj+ha7qyEUe+Obme9jCl7p5ObpnbiScQjh2jfMDTHuqRSg+ZOz8V+c0DDzzA+PHjeeWVV5g/fz6hkHb+RaNRlixZAsBvfvMbjjnmGMrKyhgzZgyvvfYaoAk6w/098cQTefzxxwGIRCK0trZSWlqKx+OJ7Wvu3Lk8++yztLVp39G7du1i//79HHfccbz++uv4/X48Hg9/+MMfvtZ7Ou6441i0aBGgpRJXV1dTVlbWZfk777wTc5oHDx7M/v37aWhoIBAIxNKQy8rKGD58OG+88QagudY+n6/H+zKzb4VC0b9Y81Uz5W4nY6qLU6+cIczW5N5haRQ5RiKnLBMXadvrtVTHMdXFDK/UUp221bVx1MFVaYtBkV3Ezs846cqQ/vE90ThO7q4mf1pjyDSt/gROrtuJlJrwqygqiLNl7qG52j0FvyF8jZpyhaIv6V6Te+qppzJ//nyefvppVq5cSWlpKccddxx33303d9xxB8XFxaxfv57p06dTXl7O4sWLAVi0aBFXXXUVd999N6FQiPPOO48pU6bw61//mssvv5xnnnkGu93O448/zqxZszj66KOZOHEip512Gvfddx8bN25k1qxZgNbc6uWXX2batGmce+651NTUMGrUKI499tiv9V4XLFjAJZdcwuTJkykqKuKFF14AtHrZ888/n2nTpjF79mxGjhwJgNPp5LbbbuMb3/gGY8aM4fDDD4+91ksvvcQVV1zBbbfdhtPp5LXXXmPy5Mk4HA6mTJnCvHnzYunXyfatUCj6F2t3NlMzoiKryx9NiVwp5V+FEKOAsVLK94QQRUB2ttLKApLVPIKWbpcu/q27tmMGFlNd7MLttLNtf37V+Cm60uoPIQSUFCSueUwnET0Lzt6pJjcfG08Nq3D3WN5Z2OWNyPWH4zq5pS5tWVtAiVxF3xOJROIu37hxY+z3+++/v8vf7rrrLu66664uy8aMGcO7777b43UGDx7Mm2++2WN553myANdffz3XX399j/VuvfVWbr311sRvAGIdj7vz/PPPd3leWVkZN5aqqiqWLl0ae/7AAw/Efr/uuuvizrodO3Ys77//fo/ly5Yt6/J8zpw5SffdPfZ169b1WEehUGQHbYEwX+zzMHfCkEyHkhRT6cpCiMuAJcD/0xcNA96wKqj+TrLuoJB+J7fE5WBgiQubTTC6upjt9SpdOZ9pbddqHrvPS85UOqgxQsgY5VhW6MTTHjqgeq/+iqc93CN9HPLTvfQEQj1uEEJHI6q2PDoWCoVCoVBkG5/VNhOVZHXTKTBfk3s1cDTQCiCl3AIMsiqo/k6Hk5ug5jGNTXVqm/yMqCyKpRMMqyhkT0t72vavyD5SpYOm2ykL6Q1NjHTlkkIHoYgkEI4m2yyn0NKV4wg7l7Ysn9zLRE5uiXJyFVmEUTerUCgUucqcOXNiWRidWbuzGcjuplNgXuQGpJSxHFshhAPIH5ullxg1j6UJndz0XaTtaWlnSFlHx8Ih5YXsbVUiN59p9YfjOmXFrsw4Zet2tVDqclBdop2n+ZaWGghHCISj8YVd7MZD/qRvexLchCkuyD9XW6FQKBSKbGPNV82MqS7O+jIqsyL3r0KInwNuIcTJwGvA12vvl8O0+sOUxhmB4bDbKC6wx0RwOtjX2s6Q8o7ZdUPL3TT7QrSH4tcfKXKfRONqnHYbhU5bWsWllJLlm+s4Zmw1Trv2cZQpsZ0pDNEWN0XXlV/CTkpJa3t8J9dmE5S4HHlz80OhUCgUimxDSm006dQsd3HBvMi9GagDPgeuAN4GfmFVUP2dFn/8mjLQnBlvmi7SAuEIDd4gg8s6RO4Q/fe9KmU5b2n1h3pkGRiUuLSRNeliZ6OfPS3tHH1odacY8svJNcob4jZbylAKeabwhyJEojLx56fLkTc3PxQKhUKhyDZ2t7RT5wlQk+X1uGB+hNAcYJGU8ikLY8kZWhPMeQTNpUqXiNjfGgA6hC3AUN3V3dPSzugsnm2lsI5ETY4ASlz2tIqIL/ZpsxTHD+2Yk1iSZ82WEjWqgw7Bn64bY5nGmOGc6POzpFA5uQoNo05s+fLlGY1DoVAo8ok1X2nzs7O9HhfMO7nzgLVCiE+EEP8nhPiOEGKAhXH1a1qTOLmlaXQi9um1t4M7pSsbv+9tza85pIoOEjWegvSLiC37teYtYweXxJaV5lmzJU+CucUARQV2hMin1O34M8YN0nmTUJFf7Nixg4kTJ3ZZtmDBAhYuXGjZPt944w02bNiQcr0nnniCF198Mek6a9eu5e233+6r0BQKhSIua75qxuWwcfiQstQrZxhTIldKeZGU8jDg+0At8Cha+rIiDq3t4awQEfviOLmDSrXmPvWe9M3qVWQP0aikLRC/8RSkPx10y34PQ8oKu/x/ybdmS/b0D5gAACAASURBVMncSyG0OtR8EXYdTfviO7naTcL8OC8UuU04HDYtcq+88kouuuiipOsokatQKNLB6i+bmDK8ggKHWZ80c5idk3uBEOL/oc3KPQl4BDjWysD6M63+UKyTcnfSKSIavJrINbrWGvsvcNio1/+myC88gTBSErfxFKS/Jnfb/jYOHVTSZVlJ3jWeit+N3SCd2R+ZxkhRT5iurBpPKTLAnDlz+NnPfsbMmTM57LDD+OijjwCIRCLceOONTJo0icmTJ/Pwww8DsHr1ambPns306dOZO3cue/bsib3Oz3/+c2bPns0vf/lL3nrrLW666SZqamrYtm0bTz31FEceeSRTpkzh+9//Pj6fD+jqKMeLJRgMctttt7F48WJqampYvHgxY8eOpa5O8yKi0SiHHnoo9fX16T50CoUih2gPRVi/u4Vpo/pHMq/ZmtwHgW3AE8AHUsodqTYQQowAXgSGAFHgSSnlr4UQlcBiYDSwA/iBlLJJ3+YW4MdABLhOSvlnffl04HnAjdb06nopZdaOMGptDyWpeXSm7SKt0au5tRVFHRfPQgiqiwtoaFNObj7iSeWUFTrS6qDWNvk5ZUJ5jxiAvHEvjc8DQ9x3J5/qUH1Bret7cbJjkSeCP1+54YYbWLt2bcr1jHXizXDsTk1NDQ8++ODXiiscDrNy5Urefvtt7rjjDt577z2efPJJtm/fzpo1a3A4HDQ2NhIKhbj22mt58803GThwIIsXL+bWW2/l2WefBaC5uZm//vWvAGzZsoXTTz+ds88+G4CKigouu+wyAH7xi1/wzDPPcO2115qK5c4772TVqlU88sgjAGzatIlFixZxww038N577zFlyhSqq6t7vJZCoVCY5fNdLYQikun9ROSaTVeuBuYDhcA9QoiVQoiXUmwWBn4qpRwPHAVcLYQ4Aq1T8zIp5Vhgmf4c/W/nAROAU4HHhBB2/bUeBy4HxuqPU82/xfQipZYOWprgIq00jResTd4gZYWO2GgWg8qSAhralJObj3gDKUREGl3D9pDW/XtYRWGX5S6HDYdN5I2Yif2bFNjj/j2f3EujwZYxE7c7+ZS6bRYhRIUQYokQYpMQYqMQYpYQYoEQYpcQYq3++Fan9W8RQmwVQmwWQszttHy6EOJz/W8PCSGEvtwlhFisL18hhBjdaZuLhRBb9MfF6XzffY3+dhMuP+usswCYPn06O3bsAOC9997jyiuvxOHQztfKyko2b97MunXrOPnkk6mpqeHuu++mtrY29nrnnntuwhjWrVvHsccey6RJk1i0aBHr16+Pu168WLozf/78WB3vs88+yyWXXJJwvwqFQmGG1V9qTaem9YPOymDSyRVClAEjgVFoDmw5mjubECnlHmCP/rtHCLERGAZ8F61bM8ALwHLgZ/ryV6WUAWC7EGIrMFMIsQMok1J+osfyIvA94B2T7zGt+EMRpEwsIopddtoCYaSUCb9U+4oGb5CqTqnKBlXFLhq8ysnNR7xBXUSkcA3TcX7uataanw0b4O6yXAiRZ+5lWBP29vj3HEsKnbExQ7mOIXKLEgj+0jSen/2IXwPvSinPFkIUAEXAXOABKWWXrkndbiYfBLwnhDhMShmh42byP9Aypk5F+579MdAkpTxUCHEe8EvgXD0r63ZgBiCB1UKIt4zMrAPFrOPa192Vq6qqaGrqGnpjYyNjxowBwOXSvkvtdjvhsHaexjsPpZRMmDCBTz75JO5+iosTTzWYN28eb7zxBlOmTOH5559P+N7ixdKdESNGMHjwYN5//31WrFjBokWLEu5XoVDkAG110LYPZFJ51isOLfHRHum4Nln9ZRNjqovjaotsxGy68sedHo9IKWtTrN8F/c7vVGAFMFgXwEgp9wghBumrDUP7cjWo1ZeF9N+7L4+3n8vRvqQZOXJkb0LsM4wL86KETpmTSFTSHoriTnAh11c0+YIMKOpZ51dVUsBWvautIr8w45SFIpJAOEqh09rzc7cucg8qd/f4Wz7NQ/UGwwlvOoBWk2scq1zHmypd2eVASi2tOdkxyxf0G9DHoU1AQEoZBIJJbgAcyM3k7wIL9O2XAI/oLu9c4C9SykZ9m7+gCeNX+vZdpoeSkhKGDh3KsmXLOPHEE2lsbOTdd9/l+uuv57nnnou7zSmnnMITTzzBnDlzYunK48aNo66ujk8++YRZs2YRCoX44osvmDBhQo/tS0tL8Xg8secej4ehQ4cSCoVYtGgRw4bFvdSJS/fXArj00ku54IILuPDCC7Hbrf08VygUGeSj++H9u0FG+vRln54B61q0G3PRqGTVjkZOOHxwn+7DSkxdJUgpJwMIIUrR7tiaRghRAvwOuEFK2ZrkyzfeH2SS5fHifBJ4EmDGjBkZqdn16amHJa4EqYexesOQ5SK30RvqkQoKWiOqBm9AuSF5SEe6cmKnDLSbNVaL3F1N8Z1cyK+0VG8gktC5BD37I08Evy8Yxm4TuBJ0bSzpdH4qkQvAwWiTDp4TQkwBVgPX63+7RghxEbAKrXSoiQO7mTwM2AkgpQwLIVqAqs7L42zThWy4AW2GF198kauvvpqf/vSnANx+++0ccsghCde/9NJL+eKLL5g8eTJOp5PLLruMa665hiVLlnDdddfR0tJCOBzmhhtuiCtyzzvvPC677DIeeughlixZwl133cU3vvENRo0axaRJk3qI1mQcf/zx3HvvvdTU1HDLLbdw7rnncsYZZ3DJJZeoVGWFIpfZ9j4suwOO+C5MOAtsfffd+Iv//gWtIQcPAet3t9LkC3Hs2P5T2282XXki8BJQqT0VdcDFUsp1KbZzogncRVLK3+uL9wkhhuou7lBgv768FhjRafPhwG59+fA4y7OSmJObwCkzanXb2sMMKrU2lkZvgEnDes6xqiouoD0UVW5IHuILpnZyQTs/qy1OR9nd0o4QMLis542Y0jxqMOQNhBM2nYL0NqvLNIbgT3TzzThOnvYwg7N/RF86cADTgGullCuEEL9G63PxCHAX2g3hu4BfofXVOJCbyTlxA9oMRxxxBB988EGP5Z3Thqurq2N1sA6Hg/vvv5/777+/y/o1NTV8+OGHSV8H4Oijj+4yQuiqq67iqquu6rHdggULUsZSWVnJp59+2mW7f/3rX0yZMoXDDz+8x2sqFIocQEr44H+gYhSc+SQ4e15PfR0+ru+oePlwi9at/ehD+4/INTvk6EngP6WUo6SUI4Gf6ssSoqczPQNslFJ2/gZ4CzAaVFwMvNlp+Xl6k4sxaA2mVuqpzR4hxFH6a17UaZusw+gOmrBTqqvDibASKSVN3hADigt6/M1Y1pjmutwWX4jHlm9l457WtO63O6+s/IobX/sX9RlsvrWtro3Tfv0R/7XkX6SzUXis5jGBk1ucpvMToM4ToLKooEdjNND+nxj1w7mOL5jcyTXqk6PRrNUGfYYvGE54Awa6ZhooAO0mcK2UcoX+fAkwTUq5T0oZkVJGgaeAmZ3W7+3N5Ng2QggHWk+OxiSvlRaWL1/eZ/W4uci9997L97//ff73f/8306EoFAqr2LcOaj+FWdf0ucDtzkdb6jhiaBkDS/tHPS6YF7nFUsrY7U0p5XIgcfcEjaOBC4ETunV4vBc4WQixBThZf46Ucj3wW2AD8C5wtd4MA+Aq4GlgK9ooo6xsOgWpG6eUpOkizRuMEIxEqSzqKXKNGb4taW5m8/M3Puf/3t3Mj55eERtlk26+2Ofhlt9/zpLVtdz9xw2pN7CI+5d+wcY9rfx2VS1LN+xL2369KW7ClKZR5Na3BRK6xcWqJjeG8W+SD6LfG4gkTKUHzdUGMvb5kW1IKfcCO4UQ4/RFJwIb9CwpgzMBI+vqQG4md74xfTbwvj7C78/AKUKIAUKIAcAp+jJFFnDzzTfz5Zdfcswxx2Q6FIVCYRWb3wUETPiepbtp9AZZtaOJ2eMGWrqfvsZsruq/hRD/jZayDHABsD3ZBlLKj4mfzgTaF3G8be4B7omzfBUw0WSsGSXlzMtO6aBW0qS7tJVxnNyKDIjcOk+AP6/by7SRFfzzq2b+9NkezpuZ/tqs3366E4dN8O3JQ3n7873c8d1QTPSni2ZfkL9s2MfFs0bx7vq9vP7PXcydMCQt+/YGwggB7gT1trGbMGkQmPVtAapLe56foDl2+VOTG2ZQkjujnW+MlRam91xNN6kEvyGAjdpyBQDXAov0zsr/Bi4BHhJC1KClD+8ArgDtZrIQwriZHKbnzeTn0ebRv0PHzeRngJf0JlWNaN2ZkVI2CiHuAowc2TuNJlQHguoRoUhFOrOeFIp+wZY/w7BpUDIo9bpfg7c/30M4KvnO5IMs3U9fY9bJnQ8MBH6vP6rRvkgV3fClGtGSJqesIYnILdc7Ljf70idyl27YSzgq+d+zJjN8gJvlm+vStu/O/HnDXuaMG8j5M0cSjET5dPsBX5MdMH/b2kAwEuW7U4dx3NiBrNjekLZUVG8gQnGBI2XNY6ad3LzqrhxIXhtfnKYbY9mAL0UTLqPXgT+U+8fCLFLKtVLKGVLKyVLK70kpm6SUF0opJ+nLzjAmGujr3yOlPERKOU5K+U6n5auklBP1v12ju7VIKdullOdIKQ+VUs6UUv670zbP6ssPlVLGb0FsgsLCQhoaGpSIUSRESklDQwOFhdamZCoU/YagF3b9Ew6eY+luJLBoxVeMG1zK+KEWNxPqY1I6uUKIgWjzcW+TUjZbH1L/ps3oXpuosU+a0pWTO7nasnQ6uau/bKK6pIDDBpcwc0wlf91cl/Y793WeADsb/Vx01GhqRlTgtAs+3dHISUektx36mq+acDlsTDyonCPHVPLa6lq21rVx2GDrPzx8wXDK+k9ITzpovSfIwIQi14k/FCEciSacH5srpKpDLdb/vYx6/1zGGwwzJE4jMgPjWCgnN7cYPnw4tbW11NVl5uanon9QWFjI8OHDU6+oUOQDu/6pjQwacZSlu/FVjePLPa3cd/bkfpdtk1TkCiEuBf4HrQ52jBDicinlW2mJrJ/iS9HYp3N3UCsxmkoNSFKT2+xPX+OpNV81M3XkAIQQzBxdye//uYt/13s5ZGBJGmNoAmDaqAoKnXYmD69g5Y70O7lrdjYzaVg5BQ4bM0dXArBqR1NaRG6q0SsdTq61IsIbCOMPRahOkKYbS0sNRih357bI9QYiCT8voMPJ9eZB+rY3EE44Yxw65o/78qA+OZ9wOp2MGTMm02EoFApF/2Gn3m9w+IxebXbVy6tpbQ8RjUJUSqTUfmoPLWsiqi/bNeliQu4qpoyo4HtTzc/tzhZSXT3eAEyQUs4CvgncYn1I/Zu2YJgChy1ux1gAl8OG0y4sd3KbdZc2nsgtdNoocNjS5uS2+EJsr/cydWQFAFNGaD/X7WpJy/4NPqttwWETTDioHIBJw8rZvNeT1q610ahk/e4WJg/XjsGoqiKKC+x8sc/8PMSvgzY2KrGgcjvtCGG9iDA6WydrPAW5L2aC4SjBSJSSpE6u0Xgq991LbzCScMY4dNSSKydXoVAoFHnNzpVQPQ6KKnu1WXsoQiAUJaJf+9ptApfTRrHLQZnbyYDiAgaWuhhaXogj0EJJ/QaevHB6Ql2TzaRKVw5KKesApJT/FkL0n77RGcIXiCSdeSmESEvn2FZdwBrpp91jKHc7aUlTTe6W/ZqAGz9EG2x58MBibAK27m9Ly/4Ntu5vY1RVEYX6hfLYwSX4ghF2t/gZPqAoLTHsavbTHopy2GDNwRZCcOigktgxspq2QDjhDGcjnuICh+U3YTpEbvzGU0V5kpbq14VrcvfSSFfObcEPWiZMsvPTbhMUOm34Q7l9XigUCoVCkZRdq+Cw03q92XOXzEy9ks6c524CYHDZzb3eTzaQSuQOF0I8lOi5lPI6a8Lqv3gDyWseQXNmrK6v87SHKXU5sNvi589XuJ1pc3INMWukJrscdkZXFbNlX5pFbl1bl/RoIz14y/62tIncrXX6sRjUEcehg0r5aEt6atF8wTCDSpM37ih22fFZLC7rPFqqfEIntyA/UnSNsUDFST4zOo5Fbgu7aFTiC0WSHgvQjkeunxcKhUKhUCTEWw++Bhg8IdORZDWpRO5N3Z6vtiqQXKEtEE7q5ILmUlntyrS2hyiN4+IalLudaeuuvK2uDZfDxrAB7tiydLqXAKFIlC8bvJzcqcnUobrg3bLPw/HjrG2/brCtm+AHOGxwCb/7Zy0tvlCs87VV+AIRiqpSi4i2NKUrJxoqXpwns2ENsZasTjpfnNz2cAQpk7vaoB2PfGjCpVAoFApFXOo2aT8Hjku+3tdk+fLllr6+1SS9mpBSvpCuQHIFreYx1UWaw/L6ulZ/iLIk818ripzsbm63NAaDrfvbGFNd3MVVPnRQCe9v2p+27rk7G32EIrKLuBxQXEBlcQHb632W799gW52XiiJnl67Xo6uLAfiy0cvkogpL998WSN7JFzTB5UtTunK87t9aDPmRrmx8DiSrky7KkzpUI0VeObkKhUKhUCQhJnIPz2wcWU7/qyLOctpMpSvbLRcRre0hygoTi9yyNKYrf9XoY3RVcZdlIyuLCEcle1rSI7S/atSE7KiqrmnJIwa4qW1Kn8itbfIxqrJ7DNrznY1+y/dv6iZMgd1yQdXkDVLudiZsZJAvjadi3diT3Hhw2G24HLY8OBaG4E9+froL7KomV6FQKBT5S91mKCiFsoMyHUlWo0RuH+MLmklXToeTG6bMnTiOCndBWkSulJJdzf4uqcoAI3ShV9tkvbADYq71sIqucQyvLGJnY/pE7q5mPwdVdD8W2vOdFottKSXeYDipawjaGKF0dP8ekCQ1O1/qUDvcy9Tues6nbgdTC35QTq5CoVAo8py6zTDwMOhnc2vTTUqRK4SwCyH+Ix3B5ALeQCTlRVpRgR1/Gmpykzm55W4nbYEwoUjU0jiafCHaQ9Ee4jLmXqbJRd3V7MNuEwzqVgM6YkARu5r9sVbqViKlZHcckVta6KSiyGm52PaHtJrHVE5ZscthuWvY5AtRHme8VUcMRopubosZn4l0ZdDr+HNc8PfqWKiaXIVCoVDkK3WbVaqyCVKKXCllBPhuGmLJCbzBcNI5j6BdxFnt5HrawylrcqFj1JBV7NKd2u7CbmhFITYBtWlyUXc3tzOkrLBH/e+ISjehiGRfq/Vp04kEP2hie6fFrrbhiqaseXTZabNYULX4glQkOT+LCvKk8VQwdeMp0N3LXD8WJlK3IT9cbYVCoVAo4uJvgra9ljedygXMpiv/TQjxiBDiWCHENONhaWT9FG8gnLo7aIG1jX2iUYmnPURZiu7KoKWNWsmuZk24De+Wruy02xha7rZc2HWOI5G4hPSkTe9uji/4QTs+uyx2tU2LiALrndxmfyh2oyUexjzUnHdy9ZsJqer486GjsHETJlW5h7vAHpsvrFAoFApFXlH3hfZTObkpSTVCyOCb+s87Oy2TwAl9G07/JhiOEorIlBdpxQV2fKEI0ajElmCO7dfBGwwTlVoabCKM8UKedmtFRDJhd1BFIXta0iRym/wcOXpAj+VDy7WZsXvT4OQagj+e2B5cVsjHW+ot3b9Z17DIpc1xtur8BGj2hZI6uaCJHaszHjJNWy9uPOS64O+oyU3duC/Xa7UVCoVCoYhL/WbtZ/VhmY2jH2BK5Eopj7c6kFzAa3IERpHLgZTaXMhUF7cHQqsuXJM1njIEcJvFIndXsx+30x63ydCgskI27m61dP8Akahkb2t7j+ZXRgwA+9MhcmOp24U9/ja4rBBPIIw3EE4pQg8UszWPRrq9NxhOeqPkQIlEJa3tyWtywfqMh2zAFwzjdtq7jNeKR7HLHhu7lKv4TMwMBu288IciRKIy5XFTKBQKhSKnqNsMDjdUjMx0JFmPqXRlIcRgIcQzQoh39OdHCCF+bG1o/Y+YK2PCyQXrOscadbbJGk91OLnWpitrjZYKEXE6wA0pK2RvaztSWtv0ab+nnUhUxnWTywodFDpt7E3DKKPdzX4Knba4s2GHlGsNsaysDW4zKSI6xvdYc3562kNISUont9jlsLw2ONN4g5GUNx0gT2pyg+ZSt43jpcYIKRQKhSLvqNsE1WPBlvraId8xW5P7PPBnwBjI9AVwQ7INhBDPCiH2CyHWdVpWKYT4ixBii/5zQKe/3SKE2CqE2CyEmNtp+XQhxOf63x4S8dRSlmCIgtQ1Zdrfraori4ncJCIinenK8cQlwOAyF75gxPJxNclSpoUQDCkrZJ/Hepdsd4ufg8rdcQX/4FLN3d3Xal0csTmkJlJjAcv+XZp92vmZrCZXi8Oe87NhvYGwqWyOIlfup+h6A2HsNoHLkfxryfj8zPVzQ6FQKBSKHqjOyqYxK3KrpZS/BaIAUsowkOqK63ng1G7LbgaWSSnHAsv05wghjgDOAybo2zwmhDBuUTwOXA6M1R/dXzNr6KivS11TBtZ1jjWEa3InV++ubLGTu681wJCynum5oKXoGutYHQOQMI5BZYXsS4OTW+cJMKjMFfdvg8uNY2FdHF6z56fh5FokqoxmZ6lEbpErD+pQAxFT6en5UJPrC0YoLrDHvQnUGePzM9dHKikUCoVC0YVAG7TsVJ2VTWJW5HqFEFVozaYQQhwFtCTbQEr5IdDYbfF3gRf0318Avtdp+atSyoCUcjuwFZgphBgKlEkpP5FaTuuLnbbJOgxnIZWTW+Sy1okwhGuymlwjRiud3GhUUt8WYGBpAmFXZr2wA2K1jNUl8ePQnNz0iNyBpakEv4Ui1+T5aYgIq5zcJl8QgHJ38prckjSM2so0vmA4ZQ0/aHWogXCUsMVzrTOJ2Xr0fBkvpVAoFApFF+qNzspK5JrBbIeb/wTeAg4RQvwNGAiccwD7Gyyl3AMgpdwjhBikLx8G/KPTerX6spD+e/flcRFCXI7m+jJyZPoLss2PaMl8Ta7dJihxOSwVuc3+EOGozLjIrfMEsAni1sJqcbjY26LVBluZDV/nCTAwgdAucTkocTks7fJspNMXpZzjbO1NmBY9XTleM7LOFOWBe+kNRmLjvJJh1KH6QhHK7GbvTfYvfMEIbhOCP3YscvwGiEKhUCgUXajTOyurdGVTmL1aWg/MRhsldAVaWvGmPowjnrKQSZbHRUr5pJRyhpRyxsCBA/ssOLMYojVVI5kii2vKjO7KJUnm5IJWl2tl46k6vc41scjVlls9vqfOE6CqxJWwE+vgskIC4SitfusElS8YxhuMUF2a2L0cVOayvPGUwyZwOcyJXOtqcjUntyJFd+WSPEhX9gXCFDnNObna+rkr7DRX27yTq0SuQqFQKPKKuk1gc8KAMZmOpF9gVuR+IqUMSynXSynXSSlDwCcHsL99egoy+s/9+vJaYESn9YYDu/Xlw+Msz0p8QZNOrst6J7eowI4zheOjiVzrRISRJpzIvSwqcFBa6GC/xTW59W2JHVTocJStFNv1Hk3YJYtjSFmhpfXJ/l46ZVadn82xTINUo2Ls+IIRy7tvZxJfMJKyRho6/ZvkcIquLxjBbUrwGzW5uXssFAqFQqHoQd1mrbOy3ZpRk7lGUhUkhBgihJgOuIUQU4UQ0/THHKDoAPb3FnCx/vvFwJudlp8nhHAJIcagNZhaqac2e4QQR+ldlS/qtE3W4TM5AsMQGj6LRmC0toeSpioblBY68QSsd3KrEzi5oAlMq8f31HkCSWMYkoamT3Vt2msncrVBOxZWxuALhk0KKmszDZp9IUoLHThS3IQpdjkIRyWBcO7WofpD5m485IOTa/ZYFMdqcnP3WCgUCoVC0YO6TaoetxekuhUwF5iH5qD+io704Vbg58k2FEK8AswBqoUQtcDtwL3Ab/UZu1+h1/VKKdcLIX4LbADCwNVSSuMK5iq0Ts1u4B39kZUYIjeVG1Ecu2C1rrtysqZTBiUuR6wJkBWkSlcGGFTqoq7NWie3zhPg0EGlSWMA2G/hGKE63clN1PwKtONU5wlYVhusuYYm0kGd1jaeavGHUnZWhk5ddIMRCk04fP0R0zceLO7Ing34gxGGVZgQ/LGa3Nw9FgqFQqFQdCHkh+YvYfK5mY6k35D0ildK+YIQ4iXgfCnlot68sJTy/AR/OjHB+vcA98RZvgqY2Jt9Zwp/KEKh04YtQe2ngSGCrXIizDu5Dr5q9FkSA0BdWwCXw0Zpko6pVSUuPq9ttiwGKSX1bcGkQtv4W52VIlcX8oNSCP5AOEpre9hUM6Le4jeZGuuw2yh02iyreWz2BalI0VkZOrqQewPhhE3D+jPRqKQ9FI3NfU2G1R3ZswHTjadUTa5CoVAo8o2GrSCjysntBSlrcqWUUbRmU4oUmG2cYrMJrd7QIqes1R+mNEW9I+jpyhY2nqr3aOODkrmS1SUFNLRZ5ya3+sMEI9GkIreoQOtsvN/CMUJ1ngAiSYdnsF5sm63/BE1IWNZ4yqSTa4w6ylX30h8yV94A1ndkzwb8IXM1uYVOG0KomlyFQqFQ5BGqs3KvMdt46i9CiBuFECOEEJXGw9LI+iG+gDknAvTxKBY5EW2BMKUmnNyyQkesE7MV1CWZkWtQXeLCEwjTblF9slELW12S3AkcWOqyNF25vi1AVXFB0jpUoymVZSI3FDHlGoJWD2tVZ+NmX8iUU12U48LObA0/5IuTay51WwhBkTP3ZygrFAqFQhFj33qwOaDq0ExH0m8w255rvv7z6k7LJHBw34bTv+mVU+ay47fogtXTHk45Pgi0dOVgOEogHEk5VuZAqPMEGFGZvD+ZIT4bvEGGVbj7PIb9JuqCjb9bmq7sCSStxwVthBBgmaPsD4YZqneSToUmcq1LVzYjcks6pSvnIn6TNfwAJUazpRwV/L1J3QZN9Oey4FcoFAqFogv71kP1OHDkXvmWVZhycqWUY+I8lMDtRm+cMreFToSnPZS0DtbAcHutGiNU50nt5FYVa3+vt0hg1uup0MlqYY2/Wy1yUwrtszTAaQAAIABJREFUksLYulbgDfQmXdluibiUUtLaHjaVrmz1POlM05GunPr/aqwje44ei/aweVcbtPNT1eQqFAqFIm/Ytx4GT8h0FP0KUyJXCFEkhPiFEOJJ/flYIcTp1obW//AHw7HOtKkotsiJ0JzZaMwFS4ZRt2uFyA1HojT6gknnwgJUxZxca4RdrMNzSXIH02onN9WsXoAyt4MCu82ybtNmR7SAdeenNxghEpWmGqMZs2HbctS97JirnfrfpMBho8Buy9kUXbOd6Q3cBdZlGigUCoVCkVX4m6C1VoncXmK2Jvc5IAh8U39eC9xtSUT9mN6kKxcV2C25SDPcN3PpyoaT2/fNpxq9QaRMnSZspPDWe6xpPlXnCVBgt6UcqTSotJC2QNgSYSelTDmrF7RaQyvFttmaR9AEphWNp1r92rlWZiJd2ep5vZkmlq5s9jPDZV2zukzT22OhObm5eSwUCoVCoejCvg3az8H9YthM1mBW5B4ipfw/IAQgpfTTMTNXoeMLRmINYlJRXGCNU2YIk0w7uUYtbKo61JjItdDJrSopSDl31srOxm2BMIFwNGXzKyMOK2Lobc2jdn72/U2YVv2GiiknN8frUHvTeAqMjte5eSx602katJrcXHW1FQqFQqHowr712k/l5PYKsyI3KIRwozWbQghxCGBdbmc/xdeLdOUilzVOriFYzY0QMkRu3zu5DV7NmR1YmlzYuQvsFBfYLRsj1OBN3fAJOmp2reiwbNQFm4nDKpHbWxFR7LJmhFCrX3vNVM46aKNibCJ3G0/5eivscti97L3gt65xn0KhUCgUWcW+deCuhNIhmY6kX2FW5C4A3gVGCCEWAcuA/7IqqP6KL9ibEUL2mPDoSwxhYm6EkLaOFWOEGvS60sri1MKuqsRFvUV1qI3eYNLZtAaxzsatfR9Ho9c4FplzcnstIlxa4ykpZZ/GYaQrm+muLISguMCRu3Ny9fdVaPrGWO66l75eHgu3ReUeCoVCoVBkHXs/11zcFFmJiq6Y7a68FDgLmAe8AsyQUi63Lqz+ib83I4QKrHHK2gKaiMh0unKj7uSaEXZVJQXWObltwVhzq2R0zKjt+/E9xnurMiH4B5W6aPAGCUWifRqDP2i+ky9oTm5UQiDct3H0Jl0ZjIyH3BS5vt7+mxTkbk1uey86TYN15R4KhUKhUGQVIb8mcodNz3Qk/Q6z3ZXfAk4Blksp/yilrLc2rP5HMBwlHJWmRW6h004wHCUa7VunzBCsZhpPGULYqnRlp11QZiKOaoud3CoTQntAUQEOm7AkXTkm+E3W5AJ9Lvp9IfOdfKGjHravb8T0pvEU6PN6c9a97G26sjoWBkUu60awKRQKhSJ/mTNnDnPmzMl0GB3sXgvREIz4RqYj6XeYTVf+FXAssEEI8ZoQ4mwhRPKZLHmG4SqYbexjpOX1tVMWq8k14eQ67DbcTjttVji5bVqacKqGTwDVJQWxutW+xBcM4w9FTKVM22yC6hJrUoWN+mQzYrvDUe7bOHy97V5rdDbu45TQ1l7UjIMmtnPVyfUHIwgBLoe5j+FiV+7X5JodIVRc4NBuLPZxxoNCoVAoFFnFV3/Xfo6Ymdk4+iFm05X/KqX8CXAw8CTwA2C/lYH1N3rrRBQ6tUPf13W5bb0YIQT6hbMFtcEN3oApcQmak9voDRDpY1e7I004tbgErS7XKie3uMBuqt4w1uW5rW/TpmPpyqZFhDGjtm9FVYs/RFGBHae9F8IuR2svfcEIRU67qRtBoDu5OXosej1OSV/Pis8uhUKhUCiyhi3vweBJUFyd6Uj6HWadXPTuyt8HrgSOBF6wKqj+SO9FrrZee1+L3PYwNmHeEXEX2GMXmH1Jg8k0YdBEaFRCk69v3dze1AWDVg9riZPbFjCVqgwwqExLkOjrBliGG9qbmlygz5s+tfpDputxgdxuPBUKm878gNyeDdvrEUIF1mQaKBQKhUKRNfgaYec/YNypmY6kX2K2JncxsBE4AXgUbW7utVYG1t/obWMfw8ntc5EbCFPicph3h5zWNHAx29UYYIC+Xou/b2uDDZFrpvEUaC6qFU5ugzfYC1dbi7WvxbYhInqbrtzXqcKt7SFTnZU7x5HL6cpmRR1o3ZV9wUif1/FnA8ZNwkKH+e7f0Pc3YfojQogKIcQSIcQmIcRGIcQsIcR9+vPPhBCvCyEq9HVHCyH8Qoi1+uOJTq8zXQjxuRBiqxDiIaF/iQghXEKIxfryFUKI0Z22uVgIsUV/XJzu965QKBQ5zdrfgIzC+DMyHUm/xKyT+xyasL1SSvm+lFIVQnXDEIqmnVyH4eT2fU2umfFBBu4Ce+wCsy8x29UYOo0y6mORazSzMtPVGGBgaSEN3kCf1/mZbX4F4HLYKXc7qevjRlwHMkII6PP02FZ/2NSM3M5x5GqDIV8vRW6J/m9ixeixTOMPhnE77dhs5lO3te1y71gcAL8G3pVSHg5MQbsh/RdgopRyMvAFcEun9bdJKWv0x5Wdlj8OXA6M1R+GdfBjoElKeSjwAPBLACFEJXA78A1gJnC7EGKARe9RoVAo8gtvA3zyKIz8JgydnOlo+iWmrjallO8KIb6p38F1dFr+okVx9UAIcSral7kdeFpKeW+69m2G3jb2iaUrh/v2Is3THjI1PsigyIJ05UA4QlsgbFrYGaKnr+f19qarMWhOrpTadkbacF/FMX5omen1B5W6+jxdudcit8CidOX2EEN6cWyLcrnxVMj8XG3oEHbeYDjmtOcKvZkxDh0147l6bphFCFEGHIc23g8pZRAIAks7rfYP4OwUrzMUKJNSfqI/fxH4HvAO8F1ggb7qEuAR3eWdC/xFStmob/MXNGH8Sh+8NYVCoch6IlHJy68u4rQtt4GUaLdpJQLtd4EEtOwrARTYBcUFNpD6ckns7x3L9J/hdrA54byX0/22cgZTV0pCiJeAQ4C1gKGIJJAWkSuEsKOlSZ8M1AKfCiHeklJuSMf+zdBbEeGyMl3ZZNMp0OJt9lmTJmw2RdcqJ7fRG6TAYYtdEKdikN70ab8n0GciV0rZq/pk0MR2Xzu5/lj378ynKx82uNT0+sWdUnTNunz9hd46uYa77gtEwPwh7Bf4QxHTfQSg4zy2Iguln3EwUAc8J4SYAqwGrpdSejutMx9Y3On5GCHEGqAV+IWU8iNgGNp3q0Gtvgz9504AKWVYCNECVHVeHmebLgghLkdziRk5cuQBvE2FQqHIPu7/y/9n78zjoyrv/f/+zmSW7JCEPSSAYBA3FqGgBKEWRUVbWix2U1u91bZa2/vrbeu1tlquvV63qhdbK7eI1qVibbXUDWtFBBFkUxbZCSFsIXtmkpnJzDy/P86ZZBKyDJiZk0ye9+s1r5l5znPO880zJzPnc77f5/vdxdtbPYzKnYzL/A2LlrcgKIlIXsjNcFE0KAvE6NP6mdavxQZFV+j6uJ+BWNXQBcA4pZRVi8GmAHuVUvsBROTPGHeX4ypyD1R4Y14bueNoLWCscY2FyAXd1rJaUmwx5//qkuN1PobnpMXcP9WZQk1DgPUHqrrNhpJK4/oq1jW5kZqpWw/XMqgbPah7yj3kxljGCFoyG3+wr6LbLp79wRCBYDjmuYjYsW5/Vbd+JvtPeLHbBOcpZDUG2H28vlvtqPE2xVQ7udkOU8ys3lvRZXbqIdnuUzr3u5tQWLHxYHXM/au8Ac4YkBFz/4gnd31JVZdrx/unORhzCjcT4sHm0mqaQrH9ZBypaTxFwW/MxSdltV16tVMdds7Nz4752L2MFGAicJtSap2IPAr8HLgLQETuBILAc2b/o0CBUqpSRCYBr4jI2UB7X5KRD6+jbZ3t07pRqScxKjNwwQUXJN+ico1Gk3hqSmHlfVB3pFsP+8B5e9lY3fXv57FaH4vfP8CV46dSvOCWLvtrEk+sV5vbgMEYP5BW0N4d47hXRf7De/v480eHuu5oYrcJ2WmxrYeNiJ7/fmPnadnWGRMLYl8WlZvu5Eitj6/+YW2325HfPzWmftmpDpwpNp5ctZ8nV+3vVhsuKIx9LvL7pyICv3m9+z+TYTHOBcDw/mm8Wnek2z+TgZmumAW/K8VOpjuFF9Yf4oX1sf8PxGTHKdzIyDPrBl+3ZH2XfW+eMYo7rjjrtO36rASC4VP+zKaMyIm5b2QufvqXT7rse9nZg/jDty44JVu6m5v/tPGUErl9bmTsc9E/zYkI/Pafu/ntPzvvO3ZwJm/+aEbMx+5llAFlSql15vu/YIhczERQc4FLIjeolVJ+wG++3igi+4AzzePkRx03H4hcOZYBw4EyEUkBsoEqs31mm31Wdu+fp9FoNO0QDsHz10L1ARg4zvB6dhOp9jBOW9e5WZ5fd5BgKMy/zz6z28bWdC+xitw8YIeIrMf8gQRQSiUq3VdMd4y7OyTqpuKRXHX+0Jj752W4Ys4cW5ibzj9um97tGYUBzhkWu9fiJ5cVcem4Qe3ffv8MpLtSOHtobOtQ3Q47r/9wOse7eR0qwJiBsXvKBma6ef2Hxc3h1t2FM8XGhOH9Yu7/g1mjuXB0Lt0dNzG8/6l5OZffOp3DNY3daoNNhAkFsc/FF8cPZXhOGk0xJAMb2i/2GwnxwJli47mbTu3e26l4GCcW9ONv378wpiiDU4kciBeLvj4xps8twphBsf+vDsh0xfy/eioe4t6GUuqYiBwSkSKl1C7gEozf6jnAz4CLlVINkf4iMgCoUkqFRGQURoKp/UqpKhGpF5GpwDrgOuB/zd3+DlwPrMVY2/svpZQSkbeA30Qlm7qU1gmuNBqNJj58uhzKt8NX/gjndppy4JS5deZMwFjn0RHhsOKvmw9z0eg8SyPINJ0Tq8i9O55GxEDkTnKE6LvMzXR3SNTogZmMHhi/kL9TEaPxIsOVwoWjrS8wHe+5jpVTSRAVL1Kddi48w/rPZEReOiPy0i21IcVuY8opePisxG4TLorj/5KIMOEUojSsJt6fW0/4X+0h3AY8JyJOYD/wbeAjwAW8bUZvfGhmUp4B/FpEghj5NW6JJI4CvgcsBVIxEk69Ybb/EfiTiOzF8OBeC2AK44XmWAC/jjqWRqPRxI+NS6FfIZw9z5Lhtx+po6y6kR99QXtxezKxZld+L96GdMFHwBgRGQkcxviR/bq1Jmk0Go1GYy1KqS0YeTOiGd1B35eBlzvYtgE4p512H3BNB/ssAZacir0ajUbzmWiogpL3YdqtYLMmUmflrnIAZhYNsGR8TWx0KnJFpJ72E0kIoJRSCbmVbmZ0vBV4C6OE0BKl1PZEjK3RaDQajUaj0Wh6APtXQjgIZ11lmQkrd5/g/Pzs5lwZmp5JpyJXKWV9/KiJUup14PVY+2/cuLFCRA7G2D0bqO1gWx5QEeu4SYCeixb0XLRGz0cLei5a6EtzUWi1ARqNRtOnObQeHGkwZLwlw9c2NLG5tJpbPz/GkvE1sRN7LY9ehlIq5hgCEXlSKfXdDrZtUEpZm6Y0gei5aEHPRWv0fLSg56IFPRcajUajSRiH1sHQiWC3RsJsOlRNWMHUUb0jX0hfpvtybvdullttQA9Cz0ULei5ao+ejBT0XLei50Gg0Gk38aWqEY5/A8MmWmbC5tAabwPn5sVeK0FiDFrmAUkpfpJnouWhBz0Vr9Hy0oOeiBT0XGo1Go0kIR7YY63Hzp1hmwubSaooGZ5HuStpg2KRBf0Jd86TVBvQg9Fy0oOeiNXo+WtBz0YKeC41Go9F0D2Xrjefh8RO5K1eu7HBbOKzYcqiGq84fGrfxNd2H9uR2gVl7V4Oei2j0XLRGz0cLei5a0HOh0Wg0mm7j0HrIGQXp8atJ3xn7KzzU+4JMGK5DlXsDWuRqNBqNRqPRaDSanotShsi1MFR5U2kNABML+1tmgyZ2tMjVaDQajUaj0Wg0PZeag+AttzjpVDXZqQ5G5qZbZoMmdrTI1Wg0Go1Go9FoND2XQx8Zz5Ymnaph/PB+2GximQ2a2NGJpzQajUajsQAR+fcYunmVUn+IuzEajUbTkzm0DpwZMHCcJcN7/EF2Ha9nzjmDLRlfc+poT65Go9FoNNbwH0AGkNnJ4/9ZZp1Go9H0FMrWw7CJYLfGP/fJoRqUggkFej1ub0F7cjUajUajsYY/KaV+3VkHEdGLvzQaTd8m4IVj22D6jy0zYfMhI+nU+HydWbm3oD25Go1Go9FYgFLqp93RR6PRaJKawxtBhWD45ywzYXNpNWcMSCc7zWGZDZpTQ3tyNRqNRqOxEBFxAV8BRhD1u9yVl1ej0Wj6BKUfAgLDrUk6pZRic2kNs8YOtGR8zemhRa5Go9FoNNbyKlALbAT8Ftui0Wg0PYvStUbCqVRrQoUPVTVS6Q0woUCHKvcmtMjVaDQajcZa8pVSc6w2QqPRaHocoSAcWg/nLbDMhM2HqgGYMFwnnepN6DW5Go1Go9FYywcicq7VRmg0Gk2Po3w7BDxQMM0yEzYdrCbNaefMQRmW2aA5dbQnV6PRaDQaCxCRrYDC+C3+tojsxwhXFkAppc6z0j6NRqOxnNIPjeeCqZaZsLG0mvPz+5Fi177B3oQWuRqNRqPRWMNcqw3QaDSaHk3pWsjKh37DLRne6w/y6dF6vnfxGZaMrzl9tMjVaDQajcYafgysAT5QSh222hiNRqPpUYTDULIGRs6wzISPD9UQCismjdDrcXsbSSty8/Ly1IgRI6w2Q6PRaDRJwsaNGyuUUgO68ZB7gXnAAyIC8AGm6AU+VkqFu3EsjUaj6V0c3Qzechgz2zITNhw0kk5NLNAit7eRtCJ3xIgRbNiwwWozNBqNRpMkiMjB7jyeUmoRsMg89hDgIuBCDA/vQCCrO8fTaDSaXsXuFYDAaOtE7saD1Zw5KIPsVIdlNmhOj6QVuRqNRqPR9HTEcOGeiyFuLwLGYXh4/2SlXRqNRmM5e96C/MmQnmvJ8KGwYlNpNXPPG2rJ+JrPhha5Go1Go9FYgIi8jeGt3QJ8CPxGKfWptVZpNBpND6DqABzZDF+4xzITth2upd4XZOqoHMts0Jw+HYpcEXkshv3rlFK/6EZ7NBqNRqMx+Oj/YPOz8NU/WZZZM87sB84HxgCVQIWInFBKVVhrlkaj0VjM1r8Yz+fOt8yEVbtPIALTR+dZZoPm9OnMk/tF4Jdd7P9zoNeI3KamJsrKyvD5fFab0idwu93k5+fjcOh1DBpNzLz9Kzi6Ba59HpzpVltjHU2N8OYdEArAh7+HOb+x2qJuRyl1M4CIZAFTMUKWfyAiA4BtSqnrrbRPo9FoLEEp2LoMCi+C7HzLzFi15wTnDM0mN8NlmQ2a06czkftbpdTTne0sIr0q1VhZWRmZmZmMGDECM5OlJk4opaisrKSsrIyRI0dabY6mI2pKYdvLMPnfwJVhjQ3BADz3FbA74evLwGa3xo6eQOU+WPOI8XrrSzDpBkvNsZSjnxgCF2DvP4HkE7lR+IEGoNF8nQ84LbVIo9ForKJkNVTshgt/aJkJtQ1NbCqt4ZaLR1lmg+azYetkW6cCF0Ap9Ug32hJ3fD4fubm5fVPgKgUJrEYhIuTm5mqveU/nr9+Ff94N7z9knQ2734ADqwwhU/K+dXb0BErXtrze+451dvQEjm81nid807jY8XustScOiMhvRWQdcAz4NZAJ/AEoUkqda6lxGo1GYxXrnoDUHEtDld/YdpRQWDHn7CGW2aD5bHQmcneJyHYRWSwiN4jImQmzKo4kXOAGvFCxFwINiR03GqWMi8TjOyAcTNiwffJmQm/CV9siqna8ap0dpeuMZ7HBvnets6MncPQTcKTDuC/BkS1WW2Mtx7aBOxvGXAYoqNxrtUXx4ADwAyBPKfV5pdQvlFKvK6VqrDZMo9FoLOHYNtj5mhHJ5Ei1zIy/bCxjVF465wzTldx6Kx2KXKXUQIwi9Wsw1gn9VUSOi8irIvLTRBnY66k7DIF6qDtinQ3+emhqgHATNOprJ43JMdNTNqIYqvZBQ5VFdnwCwy6AwefC0Y+tsaGncGwrDD7HmIva0qT0XsbM8W0w6FzoP8J4X11ipTVxQSn1mFJqA/Cr6HYRsYvIcxaZpdFoNNagFLz1n5DaDy6yLlT5o5IqNhys5ptTC7XDphfTaQkhpdRuYDewVETOAK4AbgcuBe6Pv3m9nHDQ8OQCBDwQDlmz3rDJ9CKL3RC86TpLnIYWQTnhW0aY8PFtMHJGYm1QyvBenvsVCPr7doiuUnB8uxGeFRF2tYdg4FmWmmUZNaUw5lLoX2i+P2itPfGlQETuUEr9t4i4gJeATVYbpdFoNO1RXrKNI9s/QCkQFKCMDcp4LSjzNQzMdDIky2X0MdtaXke1KQXHPoYD78EVD0Jq96T9CQTDrNhxDKUgrFTzc7j5vfE60h4KK/5v9X4GZbm4dkpSZvXvM3RWQuhCDA/uNGA4RqmDD4Fvon98Y6Op0XhOy4OGCgj6uHDmbD744IPTOtydd97JM888Q3V1NR7PKXh4Ag1gd4HD3WKTRnP0E8gYDIXTjPdVBxIvcusOg78WBp0N3krwHIMmn3Gu9jX8dcZc9B8R5b082DdFbjAAnnIjq6Y7G9z9jLlIXr4NPCcidwCzgDeUUr+12CaNRqM5iXd3lrPqucX8yr40PgNM+BZMvqnbDucLhrj1+c2ntE+mK4Wnvj2ZNGenvkBND6ezT281hph9GHhFKWXhotJeSrPIzTFEblPjaQtcgKuuuopbb72VMWPGnKIdDUbmXLvLWIcZDoOts+XYp4cy74jZ4nBsTRyoOQi5Z0DmUMPLX1OaeBtqy4znfoXgzGhpyxudeFuspvaw8Zw9DPoVGK+T23vZMZ5jgIKsocb7/iOSci5EZGLU20cxkk6tAd4TkYlKKX1DWaPR9BjqfU38+7ItjMmZw84vXIcrIgJFAGl+rTDfi5Cd6jRL8MhJ/Vq1iYAtxQhV7kbSnSms+PEMbGLkirGJYBOwiRhDtvOc4UrB7ejDlR6ShM5E7lAMT+6FwC0ikoIhetcCa5VS+xNgX9y4Z/l2dhyp69Zjjhuaxa+uOrulIeg3xIMjDRAIBcjIyMDj8bBy5Uruvvtu8vLy2LZtG5MmTeLZZ5/lzTff5KmnnmLZsmUArFy5koceeojly5czderUmG254YYbcLvdbN++neOHS3n4vv9i7twr8Pn8fO/bN7Bh02ZSUlJ4+OGHmTVrFldccQX33Xcf5513HhMmTGDevHn88pe/5K677qKwsJCbbrqJBx54gGXLluH3+5k3bx733HMPJSUlXH755cyaNYu1a9fyyiuvUFhY2K3zqokTtYcNL649xRBWVorcrGEtNWFrSvqmyK0zRW5WPqQPML43ktt72TERwR8Ruf0K4MQu6+yJH23TmlcD48x2BXw+4RZpNBpNBzyz9iDVDU3c9Z3pjM3PttqcmLDbhDMHZVpthsYCOhS5SqljwF/NByKSBnwHuAcYCXR6i0NElgBzgXKl1Dlm293AvwEnzG7/qZR63dx2B3AjEAJ+qJR6y2yfBCwFUoHXgduVag7q79mEAkbtTxGwO4wQvCg2b97M9u3bGTp0KBdddBFr1qxh9uzZ3HzzzXi9XtLT03nxxRdZsGDBaQ1fUlLCe/98i30fvc2sBd9j72VzeHzpMlBhtm7dys6dO7n00kvZvXs3M2bM4P3332fEiBGkpKSwZs0aAFavXs03v/lNVqxYwZ49e1i/fj1KKa6++mpWrVpFQUEBu3bt4qmnnuJ3v/vdZ54yTYIIhwxRlTXMeN+v0BpPWUTYZeeD28xgaIXY7gnURQk7EUPYJaH3MiaiBT9AxiCjzFSSoZSaZbUNGo1GEwtKKV7eWMaUkTmc20sErqZv09ma3GyM9bgRb+4EYC+wHCOcqiuWAouAZ9q0/1Yp9WCbscYB1wJnY3iQ/ykiZyqlQsDvge9irAd+HZgDvBHD+J3SyuMaL0JNhrgFQ+yGWovcKVOmkJ9vXMSNHz+ekpISpk+fzpw5c1i+fDnz58/ntdde4/77Ty/H11e/+lVsKsiYUQWMGjmSnXsOsPqjLdx2620AjB07lsLCQnbv3k1xcTGPPfYYI0eO5Morr+Ttt9+moaGBkpISioqKWLx4MStWrGDChAkAeDwe9uzZQ0FBAYWFhafkZdb0ADzHQYUMDy4YInefBUmfag+DK8sQuM50sDn6rsitPWyUUco0a/JlDDLWpfZFItnoI57cjIHgqzFuFKY4rbOrmxGRuUqpf3zWPhqNRhNvth6uZX+Fl3+bMcpqUzSamOgsXHkvhrD8AFgIrFdKxZy1SCm1SkRGxNj9i8CflVJ+4ICI7AWmiEgJkKWUWgsgIs8AX6IbRG5CCAVaQjDtTiOzcRQul6v5td1uJxg0atguWLCAxx9/nJycHCZPnkxm5umFWYiIIbSNN0iKE6WUUUqoDZMnT2bDhg2MGjWK2bNnU1FRweLFi5k0aRJg3MG74447uPnmm1vtV1JSQnp6+mnZp7GQSJhwtpk5MHsY1B+DUNAIX04U0d5km90QM31Z2GUMapn/jIFQtsFam6zCc9wI14549yMZ4RsqWoRvcvCAiBymeZFau/wG6FDkikg/4P+AczBCnL8D7AJeBEYAJcBXlVLVZv9Tipoysz0/A0wCKoEFSqkSc5/rgV+YpvyXUurpU/rrNRpNr+EfnxzFYReuOGeI1aZoNDHRWZ3cAUqpq4AXlFLvRQtcEZn8Gca8VUQ+EZElIhLJDz4MOBTVp8xsG2a+btveLiLyXRHZICIbTpw40VG3xBAOGZ4yu+l1SHG2Ky7bY+bMmWzatInFixefdqgywEsvvUS4yce+kkPsP1BC0dixzJg2medefBmA3bt3U1paSlFREU6nk+HDh7Ns2TKmTp1KcXExDz74IMXFxQBcdtllLFmypDmr8+HDhykv76NiJBmIXgsLxhpQFDRUJtaOusOtRUv6gL4rcj3HDZEbIX0AeC3+HrOKhkojK33QDw1kAAAgAElEQVSE9IHGc/KdG8cxkjs+1MljTxfHeBR4Uyk1Fjgf+BT4OfCOUmoM8I75vm3U1BzgdyISWXoUiZoaYz7mmO03AtVKqdHAb4H/MY+Vg1Hf93PAFOBXUb/pGo0myVi1+wSTR+SQneaw2hSNJiZiSYP7sog0C0sRuRhYcprj/R44AxgPHKUl6UZ7d7FVJ+3topR6Uil1gVLqggEDBpymid1EJDQ5Elpnjz3Ezm63M3fuXN544w3mzp3b3P7Tn/6U/Px8GhoayM/P5+677+70OEVFRVx8+Twu/9YPeeKJJ3C73Xz/O98iFGzi3HPPZcGCBSxdurTZo1xcXMygQYNIS0ujuLiYsrKyZpF76aWX8vWvf51p06Zx7rnnMn/+fOrr6zsbXtOTiYiniKjKMEWEN8EiwlvRMjZoYRddwzp9gFFfO9AHE9t7K4ys9BGaz8/kOjeUUjOVUrO6eHylo/1FJAuYAfzRPF5AKVWDER0V8ao+jREBBVFRU0qpAxgRW1NEZAhm1JSZ8+KZNvtEjvUX4BIREeAy4G2lVJXpJX6bFmGs0WiSiPJ6HzuP1TN9TF7XnTWaHkIscYm3AK+IyFXARIzQqStOZzCl1PHIaxFZTEsIVhlGLd4I+cARsz2/nfaeTyRM2OZo9eypMqZg5syZzJw5s7n7okWLWu2+aNGik9ruv//+U1qfe9FFF/HbX9wK4SAMKALAnZ7O0sfubbf25sKFC1m4cCEAQ4cOpW1+r9tvv53bb7/9pP22bdsWs02aHoK3ApAWIZFu3hRKtIjwVkBabsv7jIFQviOxNvQUGiogL6o8WPRn4uxjGctPEvzm6+Tz5H5WRmEkcnxKRM4HNgK3A4OUUkcBlFJHRSRyJ2kYxjKkCJHoqCY6jppqjrRSSgVFpBbIpeMIrJMQke9ieIkpKCg4rT9Uo9FYx5q9FQAUj7bYgaTRnAJdenKVUh8BPwRWAHcDs5VShzrdqQPMu8UR5gERdfR34FoRcYnISIxQqfXmj3S9iEw17xxfB7x6OmMnnLCxvhZbSuvnUDDBdjS1jB2xI5xgGzQ9j4YKSO1vrIOFKEFVkTgbAg0QbGwtctPzDFHXSxKodyveNiG6Seq9jImGNjc/0vvwXHROCsbN598rpSYAXszQ5A44naipzxxp1aOirDQazSnzwd5K+qU5OHtoltWmaDQx01l25eW0/sFKA2qBP4oISqmrOzuwiLwAzATyRKQMY+3OTBEZbx63BLgZQCm1XUSWATuAIPADM7MywPdoSYbxBr0l6VRHIjfGdbmxcu+99/LSSy+1arvmmmtYunSp8eb4dkhJbdlocxi2KWUW4Nb0SbwVJ4fGQmI9ZQ2moE5vs/YyFABfbbcXhO/RNDVCkxfS2wh+6JvCrqGqteB3ZRjfY31xLjqnDChTSq0z3/8FQ+QeF5Ehphd3CFAe1f9Uo6Yi+5SJSAqQDVSZ7TPb7LOye/4sjUbTk9hUWs0Fhf2x2fR1o6b30Fm48oOdbOsSpdTX2mn+Yyf97wXubad9A0bWyN5Fs8g1PWXNIrd7vah33nknd955Z/sblTI8x209uRE77Dp5QJ+lbWIfd7axbjyRIiLiNU5rR2x7K/qWyI0k/GrlvbTgxkNPoMlnrEWOXpMLRuSBr8Yam+KMiGwAngKej2RBjgWl1DEROSQiRUqpXcAlGDeLdwDXA/eZz5EIqL8Dz4vIwxjl+iJRUyERqReRqcA6jKip/43a53pgLTAf+JeZdfkt4DdRyaYuBe44zSnQaDQ9lJqGAPtOePnyxPyuO2s0PYgORa5S6r1EGpJ0hE1xGfGW2mwg9sSGCqswEG4tcu1a5GowROSAM1veiyQ+6VNE2EV7cjMiIrcc8kYnzharaU/wp5oiL0mFXYe0d16AcdOjMWnn4lrg28BHUYJ3hWqbGKF9bgOeExEnsN88jg1YJiI3AqXANXDaUVN/BP5klvarMm1FKVUlIguBj8x+v1ZKVZ3m36/RaHooWw4Z37sThvehG8+apKCzcOV/KKXmdrQ91j59lrYeVDDeJ3JNbkRQ2zvw5Gr6Lg0VkHZh67a03MSuyW0WdlHey1TTKdQYszMrOWgvdNuZbvy/9tW5iD4vwDg3klTkKqX2AneKyF3AXIwKBmERWQI82pl4VEptAS5oZ9MlHfQ/pagppZQPUyS3s20Jp19tQaPR9AI2l9ZgEzhPi1xNL6OzcOXpIvL3TrYLMK6b7Ukewh2I3G5ek9ulDZFxo22AluzPmr5HOGSseWzPU5ZIr2F7wq5Z5CanmOmQBlPDpEaF6IoktbDrkMjfm9qm5Kq7H1SXJNycRCEi52F4Ya8AXgaeA6YD/8Iou6fRaDQJZ1NpNWcOyiTDFUtBFo2m59DZGfvFGPYPdJchSUc4CI601m22FAj5E2tDZNxoG8AQOpq+ia8WUO17ysp3Js6OxmojhN8Vla3R3a9lW1/CV2s8tyfs+tpc+OuMZ1ebLJ6p/eHolsTbkwBEZCNQgxEa/HOlVOSHYp2IXGSdZRqNpi8TDiu2HKph7nlDrTZFozll9JrceBEOgt3eus1u58I5X+ODj079Qq2hoYFrrrmGffv2Ybfbueqqq7jvvvu6tgHaiFzTJqXDlfssEW+tu03oUaIFla/WSHgVneXblQVi63vrUCMi192OsOuzc5Hduj01qQX/NUqp/e1tUEp9OdHGaDQaDcC+Ex7qfUEmFuhQZU3vQ8cexAOlQIVA2kyvpPDB358+7cP+5Cc/YdasWQQCAS655BLeeOMNLr/88o53iHhrJUpsi814xMGTq5RCKYXN1mX5ZY2VdCgiTEGVqPJSEZEbjc1mtCWvmGkfXy2kuCHF1bo9tR94jltjk1X4TE/uSYK/HzQ1QNB/8jz1fr4kJ//P1QIbzTW3Go1Gk3A2l5pJpwr6d9FTo+l59F2R+8bP4djW7j3m4HPh8vsMgQstXtMINjsZo6fh8XhY+d4q7r77bvLy8ti2bRuTJk3i2Wef5c033+Spp55i2bJlAKxcuZKHHnqI5cuXM2vWLACcTicTJ06krKysQ1NuuOEG3PYw27dt5Xi1l4cffpi5c+fi8/n43o/vZsMnn5LiSuXhhx9m1qxZXHHFFdx3332cd955TJgwgXnz5vHLX/6Su+66i8LCQm666SYeeOABli1bht/vZ968edxzzz2UlJRw+eWXM2vWLNauXcsrr7xCYWFh986rpnvpzFMWChg1W51pJ+8XDzva2gB9cx2qr/bk8Fww5uLErsTbYyWR87O9cGUwzo3MQYm1Kf5cYD6Wm++vxMhafIuIvKSUut8yyzQaTZ9l86FqstwpjMpLt9oUjeaU6dTlJiJ2EXk2UcYkDe15UKFF9JrbN2/ezCOPPMKOHTvYv38/a9asYfbs2Xz44Yd4vV4AXnzxRRYsWNDqMDU1NSxfvpxLLmk3eWYzJQdLee+vS3jttde45ZZb8Pl8PP744yDC1vdf54UXXuD666/H5/MxY8YM3n//ferq6khJSWHNmjUArF69muLiYlasWMGePXtYv349W7ZsYePGjaxatQqAXbt2cd1117F582YtcHsDHYncRK+H9dWd7K2L2NHXQnT9de0LfndSl81pH18tODNPvkkYOT+T89zIBSYqpf6fUur/YQjeAcAM4AYrDdNoNH2XTQdrmFDQH5stAdFdGk0306kn1ywQP0BEnEqp5EoydXkX61k/Cx15cqW1yJ0yZQr5+UZx7fHjx1NSUsL06dOZM2cOy5cvZ/78+bz22mvcf3/LTfxgMMjXvvY1fvjDHzJq1KhOzfjqF6/EZncwZswYRo0axc6dO1m9ejW3XTcPVJCxY8dSWFjI7t27KS4u5rHHHmPkyJFceeWVvP322zQ0NFBSUkJRURGLFy9mxYoVTJgwAQCPx8OePXsoKCigsLCQqVOndsPEaRJCh+GgpqfMVwPZwxJgR237tXCTe+1l+3Tm1fbXGt8Zbb9PkpWOBH9qUiclK6B1IscmoFAp1SgiCcxWqNFoNAa1jU3sLq/n8nMHW22KRnNaxBKuXAKsMcsJeSONSqmH42VUryfcUbhy6xq1LlfLujK73U4waLQvWLCAxx9/nJycHCZPnkxmZmZzv+9+97uMGTOGH/3oR12aIahWNogISql21+ROnjyZDRs2MGrUKGbPnk1FRQWLFy9m0qRJgLHe9o477uDmm29utV9JSQnp6TqMpVfRWbgyJM5z2Jmwqz6YGBt6Ch3ORb+W7Wk5J29PRny17Xv4Xeb8+OsTa09ieB74UEReNd9fBbwgIunADuvM0mg0fZX395xAKZg+Oq/rzhpNDySWDEFHgH+YfTOjHpqO6CpcWXWe9GnmzJls2rSJxYsXtwpV/sUvfkFtbS2PPPJITGa89OprhBH27dvH/v37KSoqYsaMGTz38nIIh9i9ezelpaUUFRXhdDoZPnw4y5YtY+rUqRQXF/Pggw9SXFwMwGWXXcaSJUvweDwAHD58mPLy8pjs0PQwfLWAGCGh0TSveUxUuHLtyRmeoW+WzfF1FK4cEXZ1ibXHSjoS/C7zfE3CuVBKLQT+DaOMUC1wi1Lq10opr1LqG9Zap9Fo+iL/2llOdqqD8cN1ZmVN76RLT65S6h4AEUlXSnm76q+h08RTQJeZje12O3PnzmXp0qU8/bSRjbmsrIx7772XsWPHMnHiRABuvfVWbrrppg6PU3TGCC7+4rc4XlnLE088gdvt5vvf/z63fOdDzp01jxR3BkuXLm32KBcXF/POO++QlpZGcXExZWVlzSL30ksv5dNPP2XatGkAZGRk8Oyzz2JvWyZJ0/OJeMraZsFO5JrHUBM0edtPtuTONoRMorI89wS6FHZJ6b1sH18tZA4BoNLjZ/uROorH5CFJOhciYgM+UUqdA2y02h6NRqMJhxXv7TrBxWcOIMWuK2ZoeiddilwRmYZRoD4DKBCR84GblVLfj7dxvZaOwpUlBc+eNRAOMnPmTGbOnNm8adGiRa26Llq0qFVbfn6+EWp8Clw0eTy/ve/X0L8lGZTb7WbpHx6D+qMw5HwjdNlk4cKFLFy4EIChQ4eeNN7tt9/O7bffftI427ZtOyW7NBbTEwRVZAzTjnBYtSS2cGUaIf1BHzhS429LTyAqu/Kf15eyt9zDf8wpwpWkwq5T/HUwYCzBUJgFT37I3nIPd181jhsm5Zrbk2sulFJhEflYRAqUUqVW26PRaDQbDlZT6Q1wyVkDrTZFozltYlmT+whwGfB3AKXUxyIyI65W9XY+Y7hyt6HC7SerifYoJ/gOnVKKdupBJpQ6XxMn6v2cMSDDUjssw1fbsr4xmkQKqoi32J1NMBRm1kMrcdptvPKDi8iMtqMviNwmH4T84M7m06N1/PyvRmmzwdlubhrVB0WuGWmw8WA1e8uN5RFLPyjh+mkFCCTrXAwBtovIelrnvrjaOpM0Gk1f5dUth0l12PnCWUlXrk3Th4ipTq5S6lAbYZIgldZLUSFD4IrgbwpR6Q2Qm+HElWJvN+nTZ+Hee+/lpZdeatV2zTXXsPSpp+DoFhA7SimO1PoIhRX5/VKxRWd5tju6zZaueHdnObe9sJlvfK6AO644K2HjRhMIhpn3+Br2nfDyxDcnMeecPpg1sKPstXYHpKQmZs1jVPKrxqYQh6oaAVi2oYwbM80QZn89ZPSBu8iR+XZns2L7cUSgICeNv398hJsiFxjJKexORqnm9cmr9pzAbhP+ffaZPPDWLkqrfRQ6M5N1Lu6x2gCNRqMB4zrpta1HmT1uEOmumGSCRtMjicWNd0hELgSUiDhF5CfAp3G2q3cTVe6jtLqBCo+/+SIesRse1m7izjvvZMuWLa0ed955Z6t1wfW+IJUePzUNASq9gcR7lE0efWcPHn+QJ9/fz+GaxoSOHeHD/ZXsO2E4Sha/v98SGyyno3BlMLy5CfHkRkRuFtFB8Su2H+t761CjBP/K3eWcn9+Pr0zM55OyWuqVmYE9CZMttUvAa3wvubJYvbeSCcP7cfGZAwDYerjWPD+Tby6UUu9hVDJwmK8/AjZZapRGo+mTrN57gpqGJr44fqjVpmg0n4lYRO4twA+AYUAZMN58r+mIsOHJDQRDNAZCOOw2GgJB/E0hI9lPN3pyO7UBQOzU+Zqwi+B22KltbGpZh9uNYrsryut9bDlUw5cnDkMpeOfT4wkbO5p3Pj2O22HjlovPYFNpNdXe5Cr/HBNdilxPAmxo8V5Gn4aflNUScpph5H1G5BpzEUjJ5JOyWi48I5dz843PZ2eV2aevzIUpYMOubHYdq+O8/H6MGZSBwy5sO1yXuJswCUZE/g34C/AHs2kY8Ip1Fmk0mr7K8+tKyUl3UjxmgNWmaDSfiVhErkcp9Q2l1CCl1ECl1DeVUpVd7SQiS0SkXES2RbXliMjbIrLHfO4fte0OEdkrIrtE5LKo9kkistXc9phYvaAzFpThya1rNOre5vc31hV6/EHTk5s4katsdup8QTLdKWS5HTQGgoQjH3sixLbJqt0VANw0fRRDs918VGJNiZg1+yqZNiqXGWPyUAq2Ham1xA5L6VGe3GyU6cs9Z1gWjU0hjjSa4VFJKGbaxVyffMTnIBRWjB2SxdlDjZDtreVBQPrQXBjnRVXQja8pzJmDMnCl2DlzUCbbj9QmrcjFuHF8EVAHoJTaA/SBWH2NRtOTOFDh5Z2d5XxzaiHOFJ1VWdO7ieUM3iYia0TkPhG5QkQ6uDo+iaXAnDZtPwfeUUqNAd4x3yMi44BrgbPNfX4n0py16ffAd4Ex5qPtMXsepie3ocnw4ma4UrDbhMYmc61uOAEeVFNIh7ARDIVJc6WQ6rSjAH9YWvVJBJ8ercPtsFE0OJNxQ7P49GjiQw59TSEOVHg5Z1g2Zw0xRMSOI8kX+tgp4ZC5Jred0j1gicgNm/HK5w4zvlp2Re5/JKeYORnTe7nfY4j7MwdlMDDTzYBMF9uO1hlZl/vKXJhe7UONRq6AMYMMr37R4Ez2HPcks8j1K6Waw0pEJAU4tXT6Go1G8xl5/N29OGw2vjW1sOvOGk0Pp0uRq5QaDXwN2ArMBT4WkS0x7LcKqGrT/EXgafP108CXotr/rJTyK6UOAHuBKSIyBMhSSq1VRj2bZ6L26bmYnlxfU4hUhx0xQ4V9TWEjXDmBnlx/yBC07hQ7qQ7j4/YFI30SF66861g9YwZmYrcJ44Zksf+EB19TYtcE7zvhIRRWFA3OpH+6k6HZbnZYILYtJSrJUbskSlD5agEBZ2ZzqarRAzNx2m1sr1KtbU12TMG/p8aG3SaMzEsHYMzADA5UeJNZ2J2M+XeWeIzvqtEDjfXZhTnpHK/3GaHsyTkX74nIfwKpIjIbeAlYbrFNGo2mD7Fq9wn+srGMb08fwYBMl9XmaDSfmVjq5OZjhFEVA+cD24HVpzneIKXUUQCl1FERiYRjDQM+jOpXZrY1ma/btndk63cxvL4UFBScpondQDiEstnxN4XJchtTnOqwU+UNcOHca/hg+TOnddg5c+Zw9OhRgsEgxcXFPP7449jt7ZQIgmYh7TN1pNthXEDbRWgIKvpH9UkEO4/VM6vIWN9x1pAswsoQvucP75cwG3YdMy6Oxw7ObLbDCo+ypUTWwro68+QmYE789eDMAJut2ZPrtAv5OansrbG19OkLmGugd1YrCnPSjCzsGBmW//npceifnMmW2iVgfOalHjs56U6yUw2PbkFuKkqBlzSykvO8+DlwI8bN5JuB14H/s9QijUbT49hyqIYX1pVS29iEQmHeI0ZB82tOalcn9YluBwgrxUcl1YwdnMkPPz8m/n+IRpMAYskNXoqR6fE3Sqlb4mRHe+tsVSft7aKUehJ4EuCCCy6wJtRLKVAhgkpQKNwO44LV7bATVor333oFfKe3HnXZsmVkZWWhlGL+/Pm89NJLXHvtte13Nj25viA47DZSzHq4LocdX9Cc2m5OPKWUQimFzdY6QKCmIUCFx0+RKS5HDzRCEEsqvQkVuXvLPaTYhMJcw1M2Mi+dNfsqekTt3oQRMEtwujqoEZwor2GgvtmGyJpcEaEgJ40DNT6wpfQdkWt+JvtrIT8nrbl5eE4aFZ4AoUEZ2PvYXJR6hGH9WmokF5jzUht2J6XIVUqFgcXmQ6PRaE5i+5Favvbkh6TYhKHm92P0pYuINF80i7RsEyTqdUuHVn2BL40fyn9cNlaXDdIkDbGcyROA6cDXReTnwB7gPaXUH09jvOMiMsT04g4Bys32MmB4VL984IjZnt9O+2fmf9b/DzurdnbHoZoZmzOWn13wEwBCyvj6iCzcjzxnDx+LZ/dqVr77Lnffcw95eXls27aNSZMm8eyzz/Lmm2/y1FNPsWzZMgBWrlzJQw89xPLly8nKMrxvwWCQQCDQqTC74ebbcNtCbNxzhIoT5fzvo48wd+5cwsEAP//xD9nzyTpSHC4efvR/mTVrFldccQX33Xcf5513HhMmTGDevHn88pe/5K677qKwsJCbbrqJBx54gGXLluH3+5k3bx733HMPJSUlXH755cyaNYu1a9fyyiuvUFjYei1HpHxS5EI1v7/xXFrZ0C3zHitl1Y0M65+KwxT8w3PS8DWFOeHxMzDTnVBbLCNgZk52diRyzXBQpVr/ena7Hd5mGyI3kyP1YTcdrIbUPhSiG/BAiptDtQHG5ec0N0f+X3y2NNL7zFwYIvdAnTB0UMv/ZEGOcWOqKuhiuL/eWGphS56kKCJyEXA3UIjxuyyAUkqNstIujUbTM1BK8evlO0h32Xn99uK+c82i0XwGYlmT+zHG+tmngH8BFwN3neZ4fweuN19fD7wa1X6tiLhEZCRGgqn1ZmhzvYhMNbMqXxe1T8/E9I4GlSlu7ZFnOanf5s2beeSRR9ixYwf79+9nzZo1zJ49mw8//BCv17jYe/HFF1mwYEHzbpdddhkDBw4kMzOT+fPnd2YIJWVHefrl13n6z3/llltuwefz8fySJwkrxScrX+GFxY9y/fXX4/P5mDFjBu+//z51dXWkpKSwZs0aAFavXk1xcTErVqxgz549rF+/ni1btrBx40ZWrVoFwK5du7juuuvYvHnzSQIXoKzaELMRcZvqtJOX4eJQdaJFbkMr79DwHON1cw3jvkCXIjcTwk0Q9MfZDi84DeESEbk205Nb5wsSdvYtkaucGVR5A82Z2KFF5NartD41FwD76xTD+rV4tfMynLgdNk4EnICCJq9FBsaNPwIPY9xQngxcYD5rNBoNH5fVsu5AFT+YNVoLXI0mRmJZk7sBcAEfYKzFnaGUOhjDfi8AM4E8ESkDfgXcBywTkRsxwqCvAVBKbReRZcAOIAj8QKnmBaPfw8jUnAq8YT4+Mz+b8rPuOMzJBH0ANIXBLoLdZohbh92GIC3B1koxZcoU8vMNR/X48eMpKSlh+vTpzJkzh+XLlzN//nxee+017r///ubDv/XWW/h8Pr7xjW/wr3/9i9mzZ7dvh1Jcc9WlhBScWXQmo0aNYufOnXy0bi1f+uaNKLExdvRICgsL2b17N8XFxTz22GOMHDmSK6+8krfffpuGhgZKSkooKipi8eLFrFixggkTJgDg8XjYs2cPBQUFFBYWMnXq1A6npKzaEJHD+rcWmIkWl2XVjcwsaqn7FhERZdUNTCrs39FuyUWkBq4pME8islbXXw+OOP6Q+j3NQjtsqlyh5UaI355Oap8Rdl6CKcbfHX0TJiJ468JuBveVufB7UGKnJmBjaL+W809EGJzl5kSTmQzFX2/ckEkeapVS3fLbptFoko9lGw7hdtiYPym/684ajQaILVz5cqXUiVM9sFLqax1suqSD/vcC97bTvgE451THtwwzY3FTWHCk2JpDikUER4q0LChWYVyulux1drudYNBIe7xgwQIef/xxcnJymDx5MpmZrS/m3G43V199Na+++mrHIheF2GwoWrzJxnoNw4IwNmxRiacmT57Mhg0bGDVqFLNnz6aiooLFixczadIk42hKcccdd3DzzTe3GqWkpIT09A4Ek0lZdQNZ7pTmJDJgCMyNBxNXK9cfDFFe728WUWBd2LSlxLImF4xERxlxLAQf8EDWUKDlvo9NpFnY+WxppPaZZEte/Dbj746+EdQ/zYnDLtSG3X3Ik+sl7EiHxtZrcgEGZrk5bpYWSsL5eFdEHgD+CjSHUSilNllnkkaj6QmEwoo3tx3j0nGDyXQ7ut5Bo9EAsdXJDYjIwyKywXw8dAq1cvseZrhyINwiLiO0et9JZuOZM2eyadMmFi9e3Byq7PF4OHr0KGCsyX399dcZO3ZsJ3YoXlr+NuFwmLKD+9m/fz9FRUXMmDGD1//2EmFs7N67l9LSUoqKinA6nQwfPpxly5YxdepUiouLefDBBykuLgaMMOklS5bg8RiewMOHD1NeXt7x+FGUVTe2EpdgeKmO1voIhROTH+xIja953Ahuh528DCdH63wJsaFHEEu4MsRfRESFK4cj54DAwCzjxo9X+lCIrr8eH4bXcnBWi/fSZhMGZrqpCrqMzy2c2JJblhDw0mQ3visGZrWOJBiU5eZoo3lfNvnOjc9hhCj/BnjIfDxoqUUajaZH8ElZDVXeAJecNbDrzhqNpplYPLlLgG3AV83338JYn/vleBnVqzHFayAsuFJai1xHK5Hbsbiz2+3MnTuXpUuX8vTTRllhr9fL1Vdfjd/vJxQK8fnPf55bbuks2bXizNEj+c78K6mvqeSJJ57A7XZz660/YM11NzLx4rk4UmwsXbq02aNcXFzMO++8Q1paGsXFxZSVlTWL3EsvvZRPP/2UadOmAZCRkcGzzz7bcQmjKI7U+hjW7+QL1lBYUelNTNKno7VGaPTg7NZjDch0U94nRW5H4cqJErmek2ywiZCb7sJuE+rDqeDvlhxzPZ+AlwYxbr60rU04KMvFCb/T7OfpuL5xshDwELAbczGw7Vxkuvi0wQ52kq6kklJqltU2aCLZeFsAACAASURBVDSansm7O8uxCVx8ZhyjqzSaJCQWkXuGUuorUe/vEZEt8TKo16NawpUzbK2TTTnsNrbsPgAcZmbxhcy89IrmbYsWLWrVd9GiRa3aBg0axEcffXQKdsC0yZO48a5HOXtodvPa4LTUVP770ScosFeSoTww+NzmXRYuXMjChQsBGDp0aKsaagC33347t99++0lDbdu2rVNTTtT7Gd+mVFBE2JbXJUbkVngC5rgni4jjdXFOstSTCHgBAUda+9sT6sk1xopek2u3CQMyXNSGXc01U5OegBePGkSmO6W55FiEQVlujpeZItdX1wdErpdGU/DnZbT9X3XzQdBliNxAciSeEpFHlFI/Ml/frpR6NGrbUqXUDZYZp9FoegQrd59gYkF/+qU5rTZFo+lVxBKu3Cgi0yNvzFIHfSgd7SlihhSGkebatBEcdiFkZl3uLFy5e1CEkVbJryKk2IUQ0rx+OK5WKKjy+tv1UAEcT5AX9US9IWQHZLTxKGe6E2ZDjyBSuqej8kDRiafiRTjcypPbnF3Z/NcYlOWiKti31qHWhZwn/Y9AmxDdJBF2nRLw0KDcpDvtpDrbCP5sN14zrDuJ5mJG1Ovr22w7L5GGaDSankdDIMj2I3VMOyPXalM0ml5HLJ7c7wFPm+twBaji5B9jTQTTkxvGRspJ4tJGOFJ+u5sE5r333stLL73Uqu2aa65h6aP/hVe5KWvnPobDbiMYFCBs2CvxqzcZVoqwai8M07hYTZQX9US9H6fdRlZq61N+UJaLCo+fYCh80k2JpMRf33HSKWideCpeNJmJvlxtsysb/xsDs9xUHHFAsBFCTWBP8kQbgXpqxEVe9skid2CWi4NNDnCSTMKuYwIePCqzXcE/IMNFg3I190sSpIPXGo1Gw8eHagmFFRML+kgFCI2mG+lS5CqltgDni0iW+b5XL4ZSSjVnPI7PAC0i19GmNq7DJoTpXk/unXfeyZ133nnyhmNbCSInCe2IHU3hKLEdJ3GnlGoWMAPahB5GLmIT6ckdkOk66bMfmOUmrKDSG2gW3klNVMKndokkpIqniIiItYgn12yOfDSDslyUH3C09E1tHeqedAS8VNsdnQi7iPcyaYRdxwS81IVzycs6eS5yM5w0NHtykyYjuk1E+mNEVUVeR76kuk54oNFokppNpUYVigkFSf47qNHEgS7VjYjkishjwEqMMgePikivjJtwu91UVlaetNa0W1EhlFmop61nMOLJVUizGI4b4RAhJaTYTxa5KXYbQSXN9sYDpRSVlZUElHGd1vYC3mG3kZfhpLw+QSLX4yevg3BQgGO1fSRkuZ2ET61wpBqefX88RW7rDM+R/8fIDYjcdBcVgSiRm8wEAxAKUBFwNN8I8of8eMw5ys1w4iXivUzyuQAIeKkJOpvX43549EMWbV5Eja+GnHQnjck3F9nARmADkAVsMt9vBJKqELBGozl1NpdWM2pAul6Pq9GcBrGEK/8ZWAVEkk99A3gR+EK8jIoX+fn5lJWVceLEKZf9jZ3GKsKBBsrDYVLq3K08h0opjtf4SLFVIk4vpNbGxwaloPY49XgIOetpKG8d7unxB/E3eKiXOqiyxy0c1O12c9DfOlNqU7gJh80YLy/D1bxWNt6cqPc3191saGqgyldFfmY+uRnGD0elN7HJp5RSrDmyhuGZwynMKkzcwFEJnwB2Vu3k3UPvcs2Z15CXmme4U50Z8RURbUSuL+jHNfgV3ji8nsvP/QW5GU729xXvpfn3VTcZa3IrGyv5+mtfp6Kxgt9/4ffkpJ8Z5b1MGmHXMQEvVU0O8jKdHPYc5vv//D5N4SZ2Ve/ikZmPocRGk82NI0nOC6XUCKtt0Gg0PROlFJtKa/j8WF06SKM5HWIRuTlKqYVR7/9LRL4UL4PiicPhYOTIkfEd5K83U7XzPa4P/y8bfjGbd0vf5bmdz3H9uOspzi/m679ewbv22+g/bhbMeyI+NjRWw/9MY2HTN8n5wo/5waTRrTa/vvUoy/7xd5Y674cb34bh8ctv8sbBvYAhaP+252/8eu2v+ULhF7h/xv3kZjip9AbiNnY0kQzPnoCH+cvnc9hzmHsuvIdJOZcBUOlJjB0RntnxDA9ueJDUlFRevuplhmcNT8zAAQ9kDAbA2+TlphU3UeuvZfXh1Tx7+bPGTRlnenwzG7cJV37lwPM4+3/I6hPw7I4RDEi/LCrBUHKImQ4x58KDm6IMJ8/vfJ4j3iNkODJ4YMMDPHThUrx9RfCbCcmqgi4GZLh5cdeLhFWY+WfO5y+7/0KZp5R+qQ78tlQcfUHwazSaPs3BygaqvAG9HlejOU1iWYz5rohcKyI28/FV4LV4G9ZrMbOD5mW4qA/U85+r/5N1R9fxs1U/oz5Qb4TciTshax49pLa7zq9/mjPqwjm+F4sn6v1kulJQ4ufhjQ8D8GbJm6w9spacdBdVCRC5obBqzvD88p6XOew5TF5qHo9sfIR0txEqmwg7IvhDfpZsW8IZ2WcQCod4esfTCRsbv6c54dPf9vyNWn8tXx7zZT458QlbTpiVweLtyfW3eHKbQk28WfoyQU8RYzIn8Oedf6Z/mqPFexnPsOmegDnPDcpNboaDl3e/zMX5F3PbhNvYWbUTT/ho3/HkmgnJvMpFboaDNw68QXF+MTeecyMA7x16j5x0Jz7cLcnLNBqNJkmJrMedWKjX42o0p0MsIvdm4HnAbz7+DPy7iNSLSK9OQhUX/PXUKzcDMl38dc9f8TR5+MXnfkF9Uz3/PPhPctOdRobQeCZOMYVBg3K1K3JbJ3CJv8gdkOlixcEV1Phr+N0XfkemM5O/7/87uenOhIjLSq+/OcPzy3teZuLAidxz4T1U+6vZWb0Fp92WUJG75vAaqnxV/HTyT5lVMIt3St8hHO812hGiEk+9WfImZ+eezX9c8B+k2FJ499C7Rh9nemLW5Loy+PjEx9QGqmiqmcz5/S/miPcIjRzBk6CbMJZjzoUXN40cptJXyWUjLmPm8JkAfFS+hlBKqtk32efCFPy4EUcVx7zHmD50OvmZ+ZyRfQarDq8iN8NlrFFO9rnQaDR9nk2l1WS4UhgzUC/P12hOhy5FrlIqUyllU0o5zIfNbMtUSmUlwsheRcBLbcjFwEw3q8pWUdS/iK8WfZWCzALeLHmTnHQn9eE4X6RFe3IzTha5OemJS2Zzot5I+PTB4Q/IS81j6pCpXFp4Ke+Wvku/NDv1viCBYHwFXmTdr8NZw4HaA1xScAlTBk/BZXex5sgachIktiOsO7qO1JRUJg+ezPRh06lorGBX1a7EDB7wgDMDT8DDtoptXDj0QjKcGUwcOJHVh1cbfVyZCcuuvP7YegQbQe8ZjO03BYCdtR9F3YRJdk+uKXKVm4MNHwMwefBkhmYMZVT2KNYeXUu/9FQC4upTc3G8aTtgzAXA54Z8jk9OfEJOWopxAyQJ50JEpovIt83XA0QkzmtrNBpNT2bjwRrGD++HvZ0qGRqNpmv6QGHQxKICHmpCTvplKDaXb2ba0GmICNOHTWdz+Wb6pdmpi7vINdZTes2w6bb0T3MmTERUePzkpqew7tg6pg6ZiogwefBkGoINBFMOA1DdEF+BGVlvezSwDTAumN0pbi4YdIEZNp14kTtx4EQcdgcXDb0IgPXH1sd/4HDY9ORmsKl8EyEVYuqQqQBMGzqNPdV7qPXXmuHKicmuvP7YekZmnQnhVPo7B1CQWcCe2q14VGrrvsmK+T3gxc3u2q0MzxzO4HRjzfR5A85jR8UO+mc48ElqH5gLMwIFN2UNu8hyZjEy29B5Z+edTWOwEWdqJXUhZ9J5ckXkV8DPgDvMJgfwrHUWaTQaK/H4g+w6VsdEXTpIozlttMjtZpTfQ33Yjd92gKZwE1MGG96p8QPH0xhsRFxHqAk6UfG8YPW3hED2Tz85c7LdJjjcZvhLnC8WaxqacLirqfJVNXtlJgycAEB1aDcQ/6RPERFd1rCTTGcmY/qPAeD8Aeezv3Y/2enhhCXA8gQ87Kvd1zwHA9IGMChtEDsqd8R/8GAjoMCZzvaK7QjCOXnnADAudxwAn1Z9mrBw5bAjjZ1VOzkjyxjbJsK43HF8WvUpjtRIvd7kEjMnYf59oZRU9lTv4qycs5o3jcsdR7W/msx0Lw19IUQ3KglXmXcfRTlFzdnpx+UY50gwpZS6kBOVfHMxD7ga8AIopY6gSwhpNH2WTw7VEFYwoVAnndJoThctcrsZ5ffgxY2Xg4DhgYAWYeeV/XiVK74i17wADDvScaXY2+2Smm6KiDgmcFFKUdPYRCilDKD5An5I+hAGpg7kuN8QufH2otY0NAFwyLuXsTljsYlx2p+VexYKhSP1WMI8uXtq9jSPHWFc7rjEiFx/y1rYnVU7KcwqJM2RZthgiogdlTuMxFTxDqe3OTjceAJvk5eCDCP7t4gxF0e9R3FlSGubkxW/EXVhS3VR5imjKKeoedPZucZ3h91dZoboJp2wa03Eq62cHKjdS1H/lrkYmT0St934XvXiJpx850VAGQWjFYCIdFLMujUiUiIiW0Vki4hsMNteNN9vMbdvMdtHiEhj1LYnoo4zyTzOXhF5TMw7DCLiMo+3V0TWiciIqH2uF5E95uP6bpkJjUbTknRquBa5Gs3pEksJIUSkP/+fvTuPj+usDv//OXNn0y7LkmXJS+TEToITspoQSICElBAobaBsAVrWNoXype2X37dfSL9taaEUaBtaQtkCBAKUJRDWQghhyUJCEuxsZF+8yta+a2Y06/n9ce9osaWZa3uuxhqf9+s1L83c+9zR0fVYuuc+z3Me2DC/vareF1RQK5lkEySIM5rdzZr6NbTF2wBY27CWVbFVTBX2usujpIMfrhypW7ojYFVjHelEjFiAyfZUOke+oCRlL2EJc1LrSQCICCe3nUzvpHsjYDTg4cpuT26BXRNP89pTXju7vdh7WYjsYyyxPEOCHh99HGDBBfzW1Vu5dd+tJLIJGiK+r20P37xhwk+MPcGz2589u6s13kp3QzePjTwW/HBlr8LzE2PuPGQ3yR0lJDKb/MebhpiZjhGv+SG63g2pJvf/7PzPxeZWN/nPh/u9efy1fi7cny/bkGcmP8PJq06e3eWEHHpaepjO9pHUGBrk78/quEFEPge0isifAW8HPn8Yx1+sqsPFF6r6+uJzEbkamL8o+zOqetYi7/EZ4ErgbuAnwGXATcA7gDFV3SwiVwAfA14vIm3AB4BtuMn5DhH5oaqOHUbcxphF3Ld3nJM6GmipP3Q0njHGn7I9uSLyIeAh4Brgau/x7wHHtTLl0oQKWRIap3/mmQVDDwE2r9rMSGYvSWJILuXOkQyCd+EcqV+6LlhbQ5QUwfYOjSfcHtTx3B5Oaj2JqBOd3beldQv7E7uBPKPT6cBiALcnt6lpnJn8zIIkoqOug1WxVaRD+5lK50jn8oHGAfDE6BO0xlpZUz+3uPuWVVtQlF0Tu4L95l4SMe047J/evyCJADip9SR2Tux0k9xsEgoBnQ9vXvCTY08iCN31Xn0dgZNa3Bsh4fgwKY6Heaju/z+tc3OQzavm1rSuj9TT1dBFWtwktwZ7LxcqJvwNMwCc2Hrigt2bmjcxmuklQRzJ1laSq6r/DnwHuBE4BfgHVf3k0b6v1xv7OuAbZdp1Ac2q+huvR/krwCu93ZcDxXXOvgNc4r3vS4FbVHXUS2xvwU2MjTFHQVW5f++YrY9rzFHyM1z5dcBJqnqRql7sPV4cdGArkncROkWMgdS+2Z6Yos2tm+lP7SKhMQT15kgGF0d9/dI9uW0NMaY12Hl+xbmwo5neQy5YN6/aTLaQJRQbWYbhyhkaGkcBZnuTwe1R3tSyielCnxuvl5QHaffkbk5sOXF2riEwW1wn+CTX/bfem08t+L7z49gzuYeCt8RQYJ+NzBREG9g7tZeuhi4iIbc4WkiE9rp2GiINFMKDx8kQ3WlmiCGRMSKhCGvr1y7Y7X4+D5AkTn6mxpNc7/dWoc79fG5o2rBg96aWTYyk+5mSCE5+JribMFUgIv8beExV/0ZV/4+q3nIYhyvwMxHZISJXHrTvBcCAqj41b9smEblfRG4TkRd429YBvfPa9Hrbivv2AahqDrdXePX87Yscc/DPd6WIbBeR7UNDQ4fxoxlz/Nk1nGAsmeUcm49rzFHxk+Q+DFR0LOcSc4jaROQWb27PLd4Q6WL7q7z5QE+IyEsrGUtFeb1OIxElr3lOaD5hwe7NrZuZyacYLg76DiyJSJAkTnPDoZWVi9oaIkwXYmiAvUNjyQxIjrHM4CHnophsNjWNBF70aSyZJRZ3k9yDL5x7WnoYy7rXdiOJYHuUAfZN7jskhg2NG3DEWb4kN+sOjV3sXKTzafrESx6C6kX1enL3Te5jQ/MG3I4jELwbD82byHi9l0F+Po8JmWkS1JEPD7GucR1OaOEc+p7mHkYzvUwTrcUhugt5n7dcdJLGSCOrYgsv8HpaelCUgbD7eQmynkAVNAM3i8gdIvJuEek8jGMvUNVzgJcB7xaRF87b9wYW9uL2ARtV9WzgvcDXRaQZ97/fwbwTveS+Uscs3Kh6rapuU9VtHR0dpX8aY45z9+0dB7CeXGOOkp8k9yPA/SJys4j8sPiowPe+WFXPUtVt3uv3A79Q1S3AL7zXiMhW4ArgNNyhUJ8WkcWrKVWbd5E2Gs4BsLF544LdxZ6zkUhuQfvKxzHlVlYuMZejrSFGkhi5AC+cJ1JZQpFRlAIbmxaei+LruvrxwJcQGk9lkegIrbFWWmItC/b1NPeQyE1AKBl4j3Iym2QwNXjI5yLiRFjftJ7dk7sD/f7FIkf7su4f0EN6ypq9HuWCO1w0yJswxZ7cjU0bZ6+KQ17v9qaWTUzlDzBNnPzMVDAxHCM0k2BaY6Q59HMBbmKXKcwwGArX3BDdQ2QS5HDIhcfY0LRhwWgHmPudMRLJz7avFar6T6p6GvBuoBu4TUR+7vPYA97XQeB7wHkAIhIG/gj41ry2aVUd8Z7vAJ4BTsbthV0/723XAwe85724NTmK79kCjM7fvsgxxpgjtH33KM3xMFvWNFY7FGNWND9J7vW4hSY+ytyc3KsDiGX+vJ/rWTgf6JveH+ddwNN4f8SPOcXqoHVusnRw7+X6RvcaIhHLLWhfaZpOMF2Is6o+umSb1Q1REhpsEjGWyCDREeDQhL8p2kRrrJVIbGxZhisXnKFDEm2Yu/EQig0xlgx2uHLvtNtjvFgcPc09y9eTOzNCR13HbGXl2RhaegDYk/NuvqQD+mykp5mI1DGeHmdD0wYKBa8n18tpNjRvYDo/wgSxmh+im5+ZYlpjTOcHDrnpALCu0R39ORAJEToOktwkcTIyxPqm9Yfs7m7sBmAyGuzvzyobBPqBEWBNmbaISIOINBWfA5fijr4C+D3gcVXtnde+o3iTWEROBLYAO1W1D5gSkfO9+bZvBn7gHfZDoFg5+TXAL715uzcDl4rIKm/k1aXeNmPMUdi+Z4xzT1hFKLTYYAljjF9+qisPq+o1Ff6+xTlECnxOVa8FOr0/tKhqn4gU/8Cvw632WFRy3g9udUg2bjw0kQiclxSk4zPUh+tZHV+9YPea+jWEQ2Fm4ll3NcSALtJyqUkSxGktkeS21EdIEg94uHKWUMRLchdJ7NY3rmdfeoSJ6VxgMYCbbNfJIBuan7toDAChyBhjASfb+ybd6WsbmhdPZrYPbEdVD+nBqhhv5MDe5OIJ1er4amJOjL6897kMrCd3mt6IA1n3c6Fex1zxxy4mdgfCYTQ9scSb1IZ8aooDTpyszpRMcofDijOThnwOHF9F8VcczUwzoTGShaFFz0VrrJW6cB2pWBamqakkV0TeBbwe6MAt7vRnqupnXbFO4Hve74ww8HVV/am37woOLTj1QuCDIpID8sA7VXXU2/cu4MtAHW5V5Zu87V8EvioiT+P24F4BoKqjXmHK33rtPjjvvYwxR2AskeHpwWledfail7nGmMPg52pph4h8BPdu7uykxaNcQugCVT3gJbK3iMjjJdoe1rwf4FqAbdu2LdomUN5FVzqaZGPzxkOSFSfksK5xHelUakH7SsvNTJcdrtxaF2EXccj0BxIDuD2o8frR2V7bg61vWs8zo/cxEeBw5Vy+wGQ6hRZGOKHphEP2F3uHQpHgh03vndoLLJ7wdzd2k8gmmMxMHjKkumK8JHdf4gAXrLvwkN0iQldDFwcyEwvaVz6OBPtC7n/PDc0bGB4tzsl1/790NXQB0BcOQ433XubT0/SG3V/DiyV2xXMxGsnDDO75cAL6fFRZNjXJPidOgdyi50JEWNe4jqlp7/9pDSW5wAnAX6vqA4dzkKruBM5cYt9bF9l2I24F58XabwdOX2T7DPDaQ48AVb0OuM5/xMaYUnbscVfg2mZFp4w5an6S3LO9r+fP26bAEVdYnj+HSESKc4gGRKTL68Xtwh22BStp3o+XFKTC42xs2rZok/WN63l47BmvfVDDladIaJzWEkluS12EpMYIBVi8ZSyZJRwbZWPToQk/uEnujN5CLjUTWAyTMzlCkTFAF+1BrY/U0xprZTw+znjAw5X3Tu2lLd5GU/TQqtfFZPvA9IEAk9wESSfCUGp40SSiGMeBxID7Iqhe/kyCvbi99+sb1zM84n4GD+7JHQgT6OfzmJBJ0BupAxZPcusj9bTF25iePw81XptJbm4mwZ5IFCgs+fnsauhiMOzdE62BJFdEmlV1EvhX73Xb/P3WM2rM8WX7njEijnDmhorWezXmuFR2Tu68ZYPmP444wS0xh2j+vJ+3sHA+0BUiEhORTbhziO490u8fqEyCPDATGl/yIm1903qSoYnZ9kHQTJIksZLDlVvroySJE8oFl0SMp7IQGVl0fh24CY6SJ6WjZHLBrBk8lswg0dHZ77eY7sZuIrHxwOcG75/aP5vALRYDuEluYDJJ+urcQhal4jiQGvbaB5DkFvKQS3FAs7TF26iP1ONNyZ0tPLWmfg2OOIxElHAuAbr8gzKWTTbJcNj9uYufgYN1NXSRjNZk7+UChXSSfm8odrEH+2Ddjd2kHG+ueG2sofx17+sOYLv3dce818aY48i9u0Y4fV0L8cixWV/VmJWkbJIrIp0i8kURucl7vVVE3nEU37MT+LWIPIibrP7Ym0P0UeAlIvIU8BLvNar6CHAD8CjwU+DdqsVZfMeYbJIRx0EpLHmRtr5xPVlJMRmSwC7SJJskqaULTzXHwySJESkEt97kWDJNXsaXPhdNxfmwo0ykgulFHU9mCIXdmwprG9Yu2qa7oRuWYbhyf7J/yRjWNbhJ5/7p/cEFkE0wEHWLTZU6F2OZCZIS0OfT65nt1/RsDMrCwlPhUJg19Z2Mh/OENA+54Jd2qpZQNsWoo7REW4k5iy/51d3YTTJSrHhdE4ndogqZBINh90/SmvrFay6ta1xHVmaYEqmJJYRU9RXe102qeqL3tfg4sdzxxpjaMZHM8sC+cV6wub3aoRhTE/xUV/4ybsXEYjfDk8BfH+k3VNWdqnqm9zhNVT/sbR9R1UtUdYv3dXTeMR9W1ZNU9RRVvWnpd6+uQjrBgOPefetsWHyZw2Jitz8cRgPqlXFybk9uqTm5YSdELuxV1w3oYnE0NYZKls76xc9FsTcxFBljIhVMgjmWyCKRCULi0FG3+PqM3Y3d5GWU0WRwyZSq0p/oX/JctMRaqAvX0ZfoCywGMgn6o+6Nj6XiKPYm9oWdYHoNM+5nbSCfmo1hrid3rtm6xm6mo96NjxpO7Jx8kvFwYcnfF+D+P0k6CQpQ0z25ZBIMh4WmSDPxcHzRJrMjHsLhmjoXIvILP9uMMbXr108PU1B40Sm2lrQxleAnyW1X1RvAvcZS1WJVRnOQdHKKPd7F2VI9ZcVezf5wmFxAy6OE80lmiNEcXzrJBdBIg/skoIvFyYw77HWpc1FMciQyEdh82PFUllB4nLbYapzQ4sN/uhu7KUiG0dRYIDEATGenSeVSS56LYlGdQHtyM0kGwu5notyNh/2xhmCWEPIKSQ3kErMx6Oxw5Lkst7uxm+mId9OhVpPcQoFIIc1UJE/XEp8LKH4+84w4oeDmSR8DQrkUYw6sWeKzCd6oC9yiZLWwhrKIxL15uO3eUjxt3qOHuRvLxpjjwG1PDtIcD3PmepuPa0wl+Ck8lRCR1XgVjUXkfKC21/U4QpnUFL1O6Z6y4jC8vU6MdHKS0mnoEchncTRHIVJfdo01iTVClkCS3Gy+QFJHqGfpcxFxIjRHVjEcngx0uLJEJkv2lBUvnCezA4HEADDgFXNa6lyAewMk0Dm52SQDTojV8dVEnMU/ecWbMAfidYH15CZFmMrPzP6b6CI9ud2N3aRCM2SBSK0mdt4IikR46dEOAGvr3QR4wAnTUasJP26SOx5uZEuJhL/4+7PfccikpqhbruCC8+e4I6O6cefhFv8XTAKfqlZQxpjllc0X+Pljg7zw5A7Cjp/+J2NMOX6S3PfiFn86SUTuxF3Hb9HlBI53uZlp+sIRIhJddMkcgLZ4GyEc+pwo2VQAF6zFxKTYS1tCONYQ2HqTE6ksofAksPTQbYCO+jWMBtiTO+bNye1u3LRkm+IQyDQjpHN5YuHKF3wYSHpJbolz0dXQxYNDD1b8e8/KJOiPlY6hva6dsIQZiAQ3J3fAO7+zPbmzc3Lnsty19WtBYCjs0F1Dw1IXyCZJC8w42ZL/JsV9A2GH0zKJRddUqwWRfIqpSJ61jUufi9V1qxFC7A/HyCSnV3ySq6qfAD4hIu9R1U9WOx5jTHX8+qlhRhMZ/vBMG8BhTKX4SXIfAV4EnIJ7l/kJ/A1zPu7kZxL0O2Ha4msWXTIH3LVyW2Kr6QtnyKWCGA7qza+NlU9ynbi3lE0ASYTbgzpBCIfV8dVLtltb38mT4SfdSswBGE1kCEUmlhwmDHPDqYvDpjubK5/k9ifc9YhL9tg1fH0MEQAAIABJREFUrGUyM0kym6Q+Ul/xGMgmGYgX2FAiBifk0FHfQX92OJihsZm5eevF817wCmvP78mdTewch+5a7b3MJBj0qgmX+lwUey8HHIdsaoqly8mtYIUCqmmSTq7kuQiHwjRFVtHvzJAN4vdnlajqJ0XkdGArEJ+3/SvVi8oYs1yuu3MX7Y1RLjpl8aJ7xpjD5ydZ/Y2q5lT1EVV9WFWzwG+CDmwlKmQSDIVDJS/SADriaxh0HAqBJBFukutEffTk1gWZ5LpzYVuiS8+FBehu6iQUnmQioMrGI8kJCGVK/ps0R5uJhuKEwsEtIzSQHEAQOuqXLihRTPr6k/2BxEAmyYCWHhpbjGPACbInd2FiNzcjdy7LLe4bCIdrd05uNkl/uHShOiiO/ggzEHZIJyeXK7rllUsxeFAP/1JWxzsYCIfJBzFnvEpE5APAJ73Hxbjr5v5hVYMyxiyLXz4+wB1PDfOOC08kGrY+JGMqZcmeXBFZC6wD6kTkbObmCjUDAXQz1YBMguEmOK9x6V5DgM6GNTwVFpgJYs6jmxCEvfVQS4nVu0muZqYrPgRyIuVWNW6vK31Xcm3DWiScZDQZzJDUkZlBiJROIkSEttgaEgEuIzSQHKC9rp1IaOlZ2LNJbqKfE1sqv3pIMpdgioaSvdrgJhmPyMMB9eQmZ3tyiz2UBV24hBAs7MnNz0xTkysGzjsXpRK7kIRoia6mz5kknZyiabniW06ZJAM+erUBOuo66HNCFNI1NYz9NcCZwP2q+jYR6QS+UOWYjDGe79+/n8/fsZOhqTQFVQrqFk1U3LoSxeco3rZ5+1CvzbznB7XZ2tXM2y7oqd4PaEwNKjVc+aXAW4H1wNXMJblTwN8GG9bKpLkEE2FlfdPi68IWrWvs4p6wotng1iEN+xiuXNfQDEA6OcniC3YcuYlU1h0mXF86WZsdipkarHAErvHsEETmivcsHUcn+yN9gc0NHkgMlO9BLRYYSgRTAKs/nwYaSib84CbbvyQXyM0PsgkGwg6ronPLxBQLT81PcpsiTUQlTn/YYWZ6gvKf5hXIOxdQPrFri7XTH+4NZorDsSCbmOvJLff5bOzkkTAwXVNJbkpVCyKSE5FmYBCwdXKNOQZ84Y6d/POPH2NrVzMvPnUNoZAQEnf0kYh7cVycoiaHbHf3Lbrdex2POFzxnA3EIzV5O9eYqlkyyVXV64HrReTVqnrjMsa0Yk0UZiiI0N1YOsntbuokE4JUrvLr0xbSCUJAtK58f08xyU0lpiqe5I4nM0h4gu5yvdrexf1IaqjCEbimc6WXMSpa19jNA5HHAxuu3J/op6elp2Sb4sV9cf5uRRUKDOAm8H6GK2dQxjIJ2iodR8YdrtxZP9fDX1xCKDQvyxURWqLtDIRHSSUnazLJzaSmGXDCxCVedg72mvpO9jpOTSybsyifvdoA65vWknAgE8RNwurZLiKtwOdxqyxPA/dWNyRjzMP7J/iXnzzGy05fyyffcLZVPjZmBfHzv3W9iDSL6wsicp+IXBp4ZCvQiLjrevpJIgDGNVXxGFIJ9yK4OBS5lPrGFgDSicrP8xtMjCGhHBtbSlcKLJ6riexwxWMASBVGAWF13dLFrwA2NHcRCk8xkgimd2ggWb4nN+pEaYu3BTMnd95c2HK92sU4+wuV/3ySdQtPdTbM3QianZN7ULdxW3wN/Y5Dtkbnoc4kphgIO7Q4q8q27WrsZCgs5Gt2OaUUA2GHKFEao6WnWqxtcG+QjBUqf5OwWlT1L1R1XFU/C7wEeIuqvq3acRlzPCsUlP/3vd/R1hDjo68+wxJcY1YYP/9j366qk8ClwBrgbcBHA41qhRoVr6eszHC74hDdUal8r+GMlxDEG8onuc1NTRRUAqlSOugtmbO2zLkonqvp3EjFYygUlAyj1IVWlZwLC7C+yU3G909VfqhwIptgOjtd9nMB7g2QQHpyM3NDY9c0lJ8nDTBQSM+NJa5YHO4SQmvm9azPrZO7MMvtrO+kPxyuqSq686WS0wyEHVqjpW/AAGxo7iYTEqYytXkusjPTDITDNIfK1xIo3oQZYybosAInIucc/ADagLD33BhTJbc9NcSDvRO877JTaKkrfQ1hjDn2+FlCqHjl+XLgS6r6oCy1Ps7xTJVxJw/MJbFLmb1IC+UqHkY66V4E1zU2l23b2hAlSYzcTOV7h4Zn3OHH5RK7hkgDYeq8HtfKms7kkPAkzeHySUQxsRtMVT7BHEy6843LfS7A7WXdPbm74jGQTTDkOLQ6dcScWOkYigWwnBBkUxCtXJ25TGaKMcdZcC5mC08d1La7sYtfOyEyM7XZk5tJTTHkOJwUX7ridtE6b+3Y0Xxt9uQmE5MMOyGancXXF5+v+NkZk2Dmzy+zq0vsU+DFyxWIMWahL9+5mzVNMS4/a121QzHGHAE/Se4OEfkZsAm4SkSagEKwYa1A+QzDjuCo0BorfaFWvEgbDgOFPJRYYudwZbwkt8FHkttSF2GGKLl05Yeljmfc4ccddeUv4Buc1YzIKIWCEgpV7v7JZCqLhKdoifaUbVtM7EZnKt+TO5R0E34/52Jtw1ru7rsbVV1yreUjkkky5Di0R8v38LfF2wgTcpe3ySQqmuQOp8eBhedibrjywp93Y0sXBRFGMuNsrlgEx450copRx+G8MsPYAdZ6c9tHCWAI+TFgJjHJsOPQES0/dLs4EmEslA86rMCp6sXVjsEYc6inB6e57ckh3vuSk21ZH2NWKD9J7juAs4CdqpoUkdW4Q5bNfJkEw45Do8YJSelfiFEnSoNG3UIruRnwsaatX1mvV7bJT09uXZQRouQzlZ/bNpUdhQi017WXbdscXc1oeJTpTI7meOWGBE14SW5bvHwMs/OkA5gbPJQ6vCQ3mUsylZ2iOVr+39C3rJvkdkTL95SFJERntImB8BRkpoDycfs1lHF7ZeevF6yLLCEEcEKzO4R8JFebPbmjM6PkRFjbVHqONMzrvSQddFhVMZOcZthxONnH/9WmSBMRDTEaBvJZcFb+MEIRefNi21X1K8sdizEGrr9rN1EnxBufu7HaoRhjjpCf21M3AF3AJICqjqjqQ4FGtRJlkwyFHZrFX69XM3UMOw5kKzuvLDeTIKVRWhrK10uOR0JkiFDIVr53KJkfI0wjUSdatu2qaAcSnmSiwsv3jCSShMIJOurLXzjXheuI0EgyX/kkdzjl9WrX+0tyIYAKy5kEQ2GHjri/esmd0Vb6Ha8nt4KGvYq4829+LDkn1xvqPhJAgbZjwUjG7dXu9pPk1hV7Lys/xeFYMJkcIxUK0eGjV1tEaNY6BgP4fFbRc+Y9XgD8I/CH1QzImOPVRCrLjff18odnddPeWHp6jzHm2OUnyf0s8EbgKRH5qIicGnBMK1I66c6va3HKDwcFaJJ6Rh2n4r2ohXSCJDGafRRJEBGyEoNc5XuH0jpGXMr3GgK0xduR8BRT6coW4to/5fagdvko+ARQ77STpvIFsAaTg8SdOI2R8kV1gkpy1Rtp0OGjZx2gs261W6iqwtV8h/JuUjK/V3upObnFc1ELBYYWM+b1UG9sKf/5jDgRGgthRmtgiO5ihrwbQWuaSldjL2oJNTAYdtAaSXJV9T3zHn8GnA2Uv0NojKm4b2/fRzKT563P76l2KMaYo1A2yVXVn6vqm4BzgN3ALSJyl4i8TURW/jixCklMT7iFfcItvto3O40MOw6pVGWTCM1MkyJGQ9TfPN9sKEYoV/kkIicTNIT99Rp21HUgUqBvqrK9qH1epeTupvIFnwBaIh3kQ+Pk8pWdcj6UGqK9rt3XHNvi8j6VTnLHUyPkROjwUfwKYG3dGgbCYQrpyg4VHsrPEMKd91u0VE9uc7SZaEFmq5bXmjGviFR3o7+bMC0aZzgs7jz+GlOcq72uxV+Bl9ZQM4OOM1torwYlgS3VDsKY402+oHz5rt2c19PG6ev8Xc8ZY45NvmbTe/Nw3wr8KXA/8AncpPeWwCJbYcYnR5hwHNpi/hK71nAzI06IZKLC1VKzSdIS9120KBeKEcpXNsnN5guoM0lzpHxVY4D2erfdULKyFZaLVY03tpQfDgqwOraGUGSc8VRlk6rh1LCvysrgDmkOSajiSe5gyj0X7Q3+zkVnw1qyIox657BShgsZ2gjjzCu2VlhiTq6I0FqIMOLUXlIHMO6tQ9zuYzg9QKs0uEN0s7WzPmzRWNbr1W7tKtPStSrSyqATZnJyLMiwlo2I/EhEfug9/gd4AvhBteMy5njzi8cG6B1L8bYLeqodijHmKJUtPCUi3wVOBb4K/IGq9nm7viUi24MM7qA4LsNNrh3gC6p6TK3V2zfpnpZ2H8WFAFZFW0mnQ4xODeMv/fEnlE2SCdX5bl9wYjiF8QpGAGPJtFvwKebv4r29zr0xMJKq7AXr8IzbM3xCi78L5zX1ncjEDAcmxmhv9JcM+jGUHOLkVSf7ahsOhWmva2cgWdkqz8Mpdxh2R6O/4aBrG90etYFEP/7+Ff0ZIkdHaGGhtbnqyoe2byXOiFMbQ1IPNk6GuoI7H9yPVU4zv1OHmcQk8Zi/aRErxXh+GsLQ3eTv92d7vJ1MWhgY76vo788q+vd5z3PAHlXtrVYwxhyvvnTnbta11vGSrf5G2Bhjjl1+enL/S1W3qupH5iW4AKjqtoDiWkBEHOBTwMuArcAbRGTrcnxvvwYS3lqoPpOjYo9v/3RlkxknnyLrHF6SGy5Udi5s78QQIgVW1/nryV3T4C4bMpqqbLI9nh4GFVbX+etdX+clgDvHDlQ0jqHUkK+iU0VrG9ZWvCd3KO3eQOhoWu8vhma3omS/t/xRpQxToMNZWBRtrrryoVnuKmlgKCxQqL1VyyZCGVrz/pemaIu0MuE4jI5X9t/kWDCuScKqtMb9zeNf4xWoOjDVV6blyqCqt6nqbbgjpR4DkiLi7xeXMaYiHuub5Dc7R/iT551A2LFlg4xZ6ZbsyRWR5wD7VPWX3us3A68G9gD/qKqVHVta2nnA06q604vlm8DlwKNBftPbdvyAfYOP+2r76MCdbk9Es785ZcWKv3fs/DG9icoluk2hUcZja5jaf6ev9k/E86zVBHfc9LGKxfCMV/Bpc2YEnv552fbrJtz2z+z7MV+7aXfF4pia3kEsVIez81e+2p/srZF724NfYHrfCSXbRhxh/arylbSzmiORTdCRnPB1LgDWFoQHJ57kzt/+l6/2ftw//iQA7T4L+3S2bALgnuEHiJeII50rcGDcf/XjvhBszMe47cm5RO2JfnfI/mJLJLc5zWxXh6/+5J8Rp3SVyxO7z+D5Z77MdyyVlsmkueEX/+m7fb+TpUXLV0Ev6oi3QwZuuOcztD9xYsm2a1o3cunz3uD7vYNwwy3XkMn5+2zsY5zWPGWXXyta29wNfXDX3lsYuqn0lI/GeCuvvPjPfb1vtYjIlcCHgBTuOvSCO8ih9D+0MaZirr19J/VRhyues6HaoRhjKqDUcOXPAb8HICIvBD4KvAd3zdxrgdcEHt2cdcC+ea97gece3Mi7ULgSYOPGo1/b7Fs7Ps4dMZ+5fBjCqmzu8tfBfFLnVtgLN8jj4DOR9mVtGBiFn7/TX/sWoKUeBr9WuRg8L3jwGvjt1WXbbRSIb1zPjtD97Bi8v3IBROCcmRn42qt9NX+uEyK0YR0/z93BzwfvKH/AYXQibbj3S3Drp3213dTaws9WtfDORz/n/xv40FFQ30Nj2xo7aSoo38j08Y1KxuGE6B+I8Jbr7j1os1AfOfTXUXf9evLJJ/jXkW+XfeuX7l9f1SQ3kZrkY4fz/yga4sJM+YrbRZtWnwKTN/HFzF0weFfJtufurat6kvvpvZ9jJOyzNyQOp6b91zE8pet0Qo8r33WegcFnSrY9IcMxn+QCfwOcpqqVX8PMGFNW71iSHz54gLc+v4fWeitsbkwtKJXkOvN6a18PXKuqNwI3isgDwYe2wGJVlPSQDarX4ibgbNu27ZD9h+ttF/wDLx3e5bt9V1sPG9b0+Gq7betFfCbzEUYmKrweKrC251nE6hrKNwQy6RR9ux5Z5GwendZoPae+eLOvtjHg80O97Jmq/OCAc9o3QPMqX23bgc/376YvWb6icMQRulv9JYzRUIRTGzeAz16qKwtZXji1jwKVHaLb1XG677YhCXHjZV9hYKT0DZhMrkDfhP/CZSEJs+bCl/C/wwt7wVc3RGmpPzTJ+YvLP8ap279D2sdaziesre7qZg11zfxzz18d1jEXnPn7vtv+wQVvpSnewpSPYf0drf5GlATpfae+n8xhLE921pYX+m57ygln8NlzrmZwbF/Ztg3xFVEh9RncisrGmCr4/O07EeDtF26qdijGmAqR4ny4Q3aIPAycpao5EXkcuFJVby/uU1X/V8xHG6TI83CHSL/Ue30VgKp+ZKljtm3bptu3L1tdLGOMMTVORHYEUYtCRM4GvgTcA8zeGVDVv6z096o2+9tsjjVPD05x2X/ewWu3recjf3RGtcMxxhympf42l+rJ/QZwm4gM484TusN7o83ARCBRLu23wBYR2QTsB64A3rjMMRhjjDFB+BzwS+B3UOEhHMaYJWXzBa767u+oizr8n0tPqXY4xpgKWjLJVdUPi8gvgC7gZzrX5RvCnZu7bLze5P8F3Iy7hNB1qvrIcsZgjDHGBCSnqu+tdhDGHIvSuTy7hhPk8krxSlSZ/9z76m1QYG6QorftkLaQLyhfvmsXv909xn+8/kxWN5YubmiMWVlKrpOrqncvsu3J4MIpGctPgJ/4bb9jx45hEdnjs3kLS/dOtwPHUzEQOxdz7FwsZOdjjp2LOcfTuShddv3I/cornPgjFg5XXs5VDIw55vz4oT6u+u5DTM7kAnn/cEj4+1ds5VVn+1tezxizcpRMclcyVfW9MKmIXKuqVy6xb/tyrQd8LLBzMcfOxUJ2PubYuZhj56IiitNvrpq3zZYQMse1Xz0+yHu+cR9nbWjlLc/vIR5xCInMViIVcR8As1sXfkEOaj+/rQhsXtNIZ7P/pdyMMStHzSa5h+lH1Q7gGGLnYo6di4XsfMyxczHHzsVRUlUr6WrMPJMzWd5340Oc3NnE1/70udRH7XLVGHN47LcGoKp2keaxczHHzsVCdj7m2LmYY+fi6InImxfbrqpfWe5YjDkWfPIXTzE0nebzb95mCa4x5ojYb47yrq12AMcQOxdz7FwsZOdjjp2LOXYu/HnOvOdx4BLgPsCSXHPcmZzJ8vV79nL5md2cuaG12uEYY1YoS3LLUFW7SPPYuZhj52IhOx9z7FzMsXPhj6ouWLFARFqAr1YpHGOq6tvbe0lk8rz9QhvFb4w5cksmuSLS5uP4gqqOVzAeY4wx5niXBLZUOwhjllu+oFx/127OPWEVZ6y3XlxjzJEr1ZN7wHtIiTYOsLGiERljjDHHERH5EXNLeIaArcAN1YvImOr45eOD7B1N8n8vO6XaoRhjVrhSSe5jqnp2qYNF5P4Kx2OMMcYcb/593vMcsEdVe6sVjDHV8qU7d9HdEuey09ZWOxRjzAoXKrHveT6O99PGGGOMMQcRkc0icoGq3jbvcSewSURO8vkeu0XkdyLygIhs97b9o4js97Y9ICIvn9f+KhF5WkSeEJGXztt+rvc+T4vINSLuqqIiEhORb3nb7xGRnnnHvEVEnvIeb6nQaTHHqcf7J7nrmRH+5Hk9hJ1Sl6fGGFNeqd8iHxWR14rIuqUaqOpMADEZY4wxx4P/BKYW2Z7y9vl1saqeparb5m37D2/bWar6EwAR2QpcAZwGXAZ8WkQcr/1ngCtx5wJv8fYDvAMYU9XNwH8AH/Peqw34APBc4DzgAyKy6jBiNmaBL/16N/FIiDect6HaoRhjakCpJPdp4FXAnd6d4q+LyLtF5GwRsVtsxhhjzNHpUdWHDt6oqtuBngC+3+XAN1U1raq7cP/OnyciXUCzqv5GVRV36aJXzjvmeu/5d4BLvF7elwK3qOqoqo4BtzCXGBtzWEYTGb7/wH5edfZ6Wuuj1Q7HGFMDlkxWVfW/VPWNqtqDOyz5u8BJwLcBq6hsjDHGHJ14iX11Pt9DgZ+JyA4RuXLe9v8lIg+JyHXzeljXAfvmten1tq3znh+8fcExqpoDJoDVJd7rECJypYhsF5HtQ0NDPn8sczz5xr17SecKvO2CnmqHYoypESV7ZMV1Bu6d3MuBF+He+b16GWIzxhhjatlvReTPDt4oIu8Advh8jwtU9RzgZcC7ReSFuEOPTwLOAvqY+5u92GoJWmL7kR6zcKPqtaq6TVW3dXR0LPmDmONTOpfnK7/ZzYWb2zm5s6na4RhjakSpdXJvAZqBB4C7gX9R1ceWKzBjjDGmxv018D0ReRNzSe02IIo7XagsVT3gfR0Uke8B56nq7cX9IvJ54H+8l73A/AmP63GXCuz1nh+8ff4xvSISBlqAUW/7RQcdc6ufmI2Z7wf3H2BgMs2/vebMaodijKkhpXpyd+LelS0WodgsIu3LEpUxxhhT41R1QFWfD/wTsNt7/JOqPk9V+8sdLyINItJUfA5cCjzszbEtehXwsPf8h8AVXsXkTbh/2+9V1T5gSkTO9+bbvhn4wbxjipWTXwP80pu3ezNwqYis8oZDX+ptM8a3QkH57O3PcFp3My/YYpeYxpjKWbInV1X/HEBEmoHzgefjDoXqAB5WVVsuwBhjjDlKqvor4FdHcGgnbk8wuH/Pv66qPxWRr4rIWbg3qncDf+59n0dE5AbgUdz1eN+tqnnvvd4FfBl3LvBN3gPgi8BXReRp3B7cK7z3GhWRDwG/9dp9UFVHj+BnMMexHz54gJ1DCa55w9l4n2NjjKkIcW/IlmggEgOeA1yAm+ieDwyq6rODD88YY4wxtWLbtm26ffv2aodhjgGJdI4XX30rnc1xvv8XFxAKWZJrjDl8IrLjoCX0gBLDlUXkP0TkHqAf+CDQBHwOOMUSXGOMMcYYcyTyBeV9Nz7E4FSaD/zBaZbgGmMqbsnhysAu4L+B++cNZzLGGGOMMTXuwX3j/OjBAyQyOYqD/ma/eoW0514vvp9D9rvPdg4neKh3gve/7FTOPaG4wpUxxlROqTm51wCIyAeBfyhuFxEH+Iqqvin48I5ce3u79vT0VDsMY4wxNWLHjh3Dqmpr4Jiad8Nv9/H+7z5ExAnRUhcBoDhlVrzVo+Zee18PmlM7u3+R4xqiYf79tWfymnPXY4wxQSjVk1u0UUSuUtWPePNzvw3cF3BcR62npweb92OMMaZSRGRPtWMwJmgP7hvnqu/9jgs2t/PpN51DUzxS7ZCMMeawlVpCqOhtwLNF5CrgR8CvVPUfA43KGGOMMcYsq1y+wFXf/R3tjVE+ZQmuMWYFW7InV0TOmffyE7hFp+4EbhORc1T1mO/NNcYYY4wx/vz4d3082jfJp954Ds2W4BpjVrBSw5WvPuj1GLDV267Ai4MKyhhjquWup4d525d/yz1/ewmt9dFqh2OMMctCVbnu17s4sb2Bl52+ttrhGGPMUSlVeOri5QzEGGOOBZ+9fSfpXIEde8a45Fmd1Q7HGGOWxX17x3mwd4IPXW5L+hhjVr5S6+S+otzBftoYY8xK0hx37/2943orXGeMOX586c5dNMfD/NE5VvHYGLPylRqu/G8isp+56vCL+RfgfyobkjHGVE9xuQxjjDleHBhPcdPD/bzjwk00xPwsvGGMMce2Ur/JBoCPlzn+qQrGYowxVWcXeMaY481XfrMHVeXNzzuh2qEYY0xFlJqTe9EyxmGMMceEmWwegPbGWJUjMcaY4KUyeb5x715eetpa1q+qr3Y4xhhTEX7WyTXGmONGMuMmuelcvsqRGGNM8L57fy8TqSxvv3BTtUMxxpiKsSTXGGM8yUyO7+zoBSCdK1Q5GmOMCZaq8qU7d/PsdS1sO2FVtcMxxpiKKZnkikhIRJ6/XMEYY0w1HRhPzT7P5AqoahWjMcaYYN3+1DBPD07ztgt6ELFlg4wxtaNkkquqBeDqZYrFGGOqZt9okv/8+cJaepm89eYaY2rX5257hs7mGL9/Rle1QzHGmIryM1z5ZyLyarFbfMaYGvamL9zD/zzUB8AVz9kA2JBlY0zteqh3nLueGeEdF24iFnaqHY4xxlSUn7Uy3gs0AHkRSeGum6uq2hxoZMYYs4zGEpnZ5yesbgAgnS1AvFoRGWNMcD71q6dpiod5w3kbqx2KMcZUXNkkV1WbliMQY4ypplDIHaxycmcjqxuigA1XNsbUprt3jnDzIwP89e9toSkeqXY4xhhTcWWHK4vrj0Xk773XG0TkvOBDM8aY5RP2ktxY2CEWcX81prO2jJAxprYkMzn+/vsPs661jj9/4UnVDscYYwLhZ7jyp4EC8GLgQ8A08CngOQHGZYwxy8rxktyQQEdTDIAnB6Y5saOxmmEZY45DM9k8A5Mz5AtKscb7XLF3XfB6/n49eN9sG/dJOlfg4z97kqeHpvnK28+jLmpzcY0xtclPkvtcVT1HRO4HUNUxEYkGHJcxxiyrYk9uKCSc19NGfdTh7p0jXHb62ipHZow5ntzx1BDv+cb9jCezgbx/1Anxb685kxds6Qjk/Y0x5ljgJ8nNioiDd7NQRDpwe3ZLEpE4cDsQ877Pd1T1AyLSBnwL6AF2A69T1THvmKuAdwB54C9V9WZv+7nAl4E64CfAX6ktYGmMqaBiAXkBwk6IjW319I4lqxuUMea4sn88xV987T66W+v425c/i1h44ayy+b+n3NfeV2/L3Ov5++f2CXDWhlbWNFtFPWNMbfOT5F4DfA9YIyIfBl4D/J2P49LAi1V1WkQiwK9F5Cbgj4BfqOpHReT9wPuB94nIVuAK4DSgG/i5iJysqnngM8CVwN24Se5lwE2H84MaY0wpxSJTIe8qcUNbPXtHLMk1xiyfj//sSTL5Al94yzY2tNVXOxxjjFmxyhaeUtX/Bv4v8BHIbEenAAAgAElEQVSgD3ilqn7bx3GqqtPey4j3UOBy4Hpv+/XAK73nlwPfVNW0qu4CngbOE5EuoFlVf+P13n5l3jHGGFMRxSJTxSR3dUOU8VSm1CHGGFMxB8ZTfO/+Xv74/BMswTXGmKPkp7ryB4ENwJdV9b9U9TG/by4ijog8AAwCt6jqPUCnqvYBeF/XeM3XAfvmHd7rbVvnPT94+2Lf70oR2S4i24eGhvyGaYwxbFztXlS+8bnumpHxiMNM1pYQMsYsjxt39FJQeOvze6odijHGrHhlk1zcebNvALaLyL0icrWIXO7nzVU1r6pnAetxe2VPL9FcFtmmJbYv9v2uVdVtqrqto8MKKhhj/Gupi3DuCat45dnuPbR4xCFlSwgZY5ZBoaB8e0cvzztxtfXiGmNMBfgZrnydqr4duBj4GvBa76tvqjoO3Io7l3bAG4KM93XQa9aL22NctB444G1fv8h2Y4ypmGxOiThz99TqIg6ZXIF8wWrcGWOC9dD+CfaOJnn1uevLNzbGGFOWn+HKXxCRu3CLP4VxC0+t8nFch4i0es/rgN8DHgd+CLzFa/YW4Afe8x8CV4hITEQ2AVuAe70hzVMicr64ZQXfPO8YY4ypiEy+QDQ8t2ZkPOL+epyx3lxjTMBufWIQEXjxqWvKNzbGGFOWn+rKqwEHGAdGgWFVzfk4rgu43lt+KATcoKr/IyK/AW4QkXcAe3F7hlHVR0TkBuBRIAe826usDPAu5pYQugmrrGyMqbBMrkB0fk9u1E14Z7J5GmJ+flUaY8yRufWJIc5c30pbQ7TaoRhjTE0oe+Wmqq8CEJFnAS8FfiUijqqWHFOjqg8BZy+yfQS4ZIljPgx8eJHt24FS83mNMeaopHN5ovPWpIxH3CTX5uUaY4I0Mp3mwd5x/uqSLdUOxRhjakbZJFdEXgG8AHgh7jDlXwJ3BByXMcYsq+l0jqZYZPZ1Mcm14crGmCDd8dQwqnDRKTZU2RhjKsXPGLyXAbcDn1BVK/hkjKlJ0zM5GuNzvxLrZpNcW0bIGBOcW58YZHVDlDPWtVQ7FGOMqRl+hiu/W0Q6geeIyDm4xaAGyx1njDErRb6gJDJ5GmOHJrk2XNkYE5R8Qbn9qWFedHIHodBiKyYaY4w5En6qK78WuBe3QNTrgHtE5DVBB2aMMcvlmaFpAJrm9eQWqyunMpbkGmOC8VDvOKOJDBed0lHtUIwxpqb4Ga78d8Bzir23ItIB/Bz4TpCBGWPMcnnLdfcCkJu3Jq7NyTXGBO3WJ4YQgRdusSTXGGMqqWxPLhA6aHjyiM/jjDFmRVlVP1d4qriEkA1XNsYE5dYnhzhrQyurbOkgY4ypKD/J6k9F5GYReauIvBX4MfCTYMMyxpjlc84JqwB47bkbZrfVWU+uMSZAI9NpHuod56KTraqyMcZUWtkkV1X/BvgccAZwJnCtqr4v6MCMMWa5TM3kOHN9y4LCL7Pr5NqcXHMME5HdIvI7EXlARLZ72/5NRB4XkYdE5Hsi0upt7xGRlNf2ARH57Lz3Odd7n6dF5BoREW97TES+5W2/R0R65h3zFhF5ynu8ZXl/8pXv9qeGUIWLT7WhysYYU2l+hx3fBdyGu0bub4ILxxhjlt/0TJameGTBttme3JwtIWSOeRer6lmqus17fQtwuqqeATwJXDWv7TNe27NU9Z3ztn8GuBLY4j0u87a/AxhT1c3AfwAfAxCRNuADwHOB84APiMiqYH682nTrE0O0N0Y5vduWDjLGmErzU135T3GrK78KeA1wt4i8PejAjDFmuUzN5BZUVgaIha26slmZVPVnqprzXt4NrC/VXkS6gGZV/Y2qKvAV4JXe7suB673n3wEu8Xp5XwrcoqqjqjqGm1hfhvElly9w+5NDvHCLLR1kjDFB8FNd+W+As1V1BEBEVuP27F4XZGDGGLNcxpJZWuoW9uSGQkIsHLI5ueZYp8DPRESBz6nqtQftfzvwrXmvN4nI/cAk8HeqegewDuid16bX24b3dR+AquZEZAJYPX/7IscsICJX4vYSs3HjxsP+AWvRjj1jjCWzXPKszmqHYowxNclPktsLTM17PcXCP2zGGLNiZXIFhqfTrG2JH7KvLupYkmuOdReo6gERWQPcIiKPq+rtACLy/4Ac8N9e2z5go6qOiMi5wPdF5DRgsa7E4npaS+0rdczCjW7ifS3Atm3bFm1zvLnl0QGiTogX2fq4xhgTCD9J7n7gHhH5Ae4fsMuBe0XkvQCq+vEA4zPGmEANTM4A0LVYkhtxbAkhc0xT1QPe10ER+R7u/NjbvUJQrwAu8YYgo6ppIO093yEizwAn497Mnj+keT1wwHveC2wAekUkDLQAo972iw465tYAfsSao6rc8tgAzztpNY0xP5dhxhhjDpefwlPPAN9n7g7tD3DvBjd5D2OMWbH6JopJbt0h++IRh1TWCk+ZY5OINIhIU/E5cCnwsIhcBrwP+ENVTc5r3yEijvf8RNwCUztVtQ+YEpHzvfm2b8b9Ww/wQ6BYOfk1wC+9pPlm4FIRWeUVnLrU22bKeHJgmj0jSS49zYYqG2NMUMreQlTVf1qOQIwxphr6JlLA4j258YhjhafMsawT+J632k8Y+Lqq/lREngZiuMOXAe72Kim/EPigiOSAPPBOVR313utdwJeBOuAm7wHwReCr3nuOAlcAqOqoiHwI+K3X7oPz3suU8MMH9xMSeInNxzXGmMAENk5GRDbgVmhcCxRw19f9hLfswLeAHmA38DqvMiMichXucgV54C9V9WZv+7nM/fH9CfBXxeFXxhhzNGZ7clsP7cmti4RI5yzJNccmVd2Ju379wds3L9H+RuDGJfZtB05fZPsM8NoljrkOK0J5WHL5At/Z0ctFp6xhTfOhN9aMMcZUht91co9EDvj/VPVZwPnAu0VkK/B+4BequgX4hfcab98VwGm4yxB8ujisiqXX7zPGmKPSPzFDYyy86Nw468k1xlTSr54YYmAyzeufs6HaoRhjTE3zs07uBX62HUxV+1T1Pu/5FPAY7vIC89fcu56Fa/F9U1XTqroLeBo4r8z6fcYYc1T6JlKLDlUGKzxljKmcQkG55hdPsX5VHS8+dU21wzHGmJrmZ7jyJ4FzfGxbkoj0AGcD9wCdXpELVLXPW/YA3AT47nmHFdfcy7L0+n0Hfx9bi88Yc1j6JmYWHaoMELclhIw5rqkqxclRWnw9uw+Uuf3zt809d48B+MIdu/jd/gk+/roziThBDqQzxhizZJIrIs8Dng90FJcL8jQDzuJHLfo+jbhzgP5aVSe9IhiLNl1km63FZ4wJVN/EDM9a27zovnjYYcaqKxtzXFBV/vXmJ/jqb/Ywnc4F8j1eeVY3rzp70fv0xhhjKqhUT24UaPTazF8qaBJ3GYGyRCSCm+D+t6p+19s8ICJdXi9uFzDobS+uxVdUXKev1Pp9xhhzxDK5AsPTabpalxiuHA3ZcGVjjhPfvW8/n7n1GV6ytZNndbk3vgQQAfHut7vP3a/u67ntbnuZbcO8Y0VgbUucl5/eRYmb/cYYYypkySRXVW8DbhORL6vqHgARCQGNqjpZ7o29tfa+CDymqh+ft6u45t5Hva/z1+L7uoh8HOjGLTB1r6rmRWRKRM7HHe78Ztzh0sYYc1QGJmdQhe5F1sgFd06uDVc2pvZl8wU+fsuTnLWhlc/+8bk4IUtEjTFmJfMzKeQjItLsLTT/KPCEiPyNj+MuAP4EeLGIPOA9Xo6b3L5ERJ4CXuK9RlUfAW7wvsdPgXeravHq8l3AF3CLUT3D3Pp9xhhzxIrLB60tU3jKViwzprb97JEB9o+neM+LN1uCa4wxNcBP4amt3lzaN+GuUfs+YAfwb6UOUtVfs/h8WoBLljjmw8CHF9m+6Pp9xhhzNPomUgB0LzFcORZxUIV0rkA84rsUgTFmhfne/fvpbI5x0SlW9dgYY2qBn57ciDe39pXAD1Q1yxKFn4wxZiWZ68ldergyYEOWjalh0+kctz05yCvO6LZeXGOMqRF+ktzPAbuBBuB2ETkBt/iUMYetUKj+/ZFUJj/bg1ctqsqvnxpm70iyqnEc7/onZmiKh2mMLT6opS5aTHKtwrIxtequp4fJ5pVLnmW9uMYYUyvKJrmqeo2qrlPVl6trD3DxMsRmasz379/Ps/7hp/zNtx+s2hzHZCbHy6+5g+d95Jd8977e8gcE5Et37uaPv3gPL/vE7ewfr27CfTw7MJ6ia4n5uADxiPsr0iosG1O7bntyiIaow7YT2qodijHGmAopm+SKSIuIfFxEtnuPq3F7dY3xLZ3L8+GfPEY6V+DbO3q5Z9doVeK4cUcvu4YTNMXCfOynj5PLL38PXTZf4Nrbd7KhrY50rsAX79i17DEYV//kDF1LDFWGueHKqYwlucbUIlXltieHeP7mdqJhP4PbjDHGrAR+fqNfB0wBr/Mek8CXggzK1J5bHh1gaCrNZ//4HOoiDj98sDpLHX/zt/t49roWPvaaMxiYTLN9z9iyx3DXMyP0T87wd7+/lYtOWcPNj/Rb9d4qOTA+U6Yn1xuunLMk15ha1DuWoncsxYWb26sdijHGmAryk+SepKofUNWd3uOfgBODDszUljueHKY5HuYlW9fye1s7ufnh5U/sxhIZHjkwyUtP6+TCLe04IeHXTw0vawwAd+8cIRwSXrClnRed3M7+8RS7bW7usssXlJFEmjVNsSXbzCa51pNrTE26b697o3Nbz6oqR2KMMaaS/CS5KRG5sPhCRC4AbBKhOSx37xrhvE2rcULC809azUgiw55lTuyKQ6TPP3E1zfEIZ65v4ddPVyfJPXNDK/XRMBdu6QDgrmeWP47j3dRMFlVorY8u2WZ2uLLNyTWmJt23Z4z6qMMpnU3VDsUYY0wF+Uly3wV8SkR2i8ge4L+AdwYblqklg1Mz7BlJcv6JblGPcza6d8yLd9CXy317x4iGQ5yxvhWAbT1tPNo3SXYZ5+Vm8wUe3j8x22vQs7qelroID++3guXLbTyZBaC1PrJkm2J1ZUtyjalN9+0d56wNrYQdm49rjDG1xE915QdU9UzgDODZqnq2qj4YfGimVjzWNwXA6etaANi8ppHGWJgH9o0vcxyTnNLZNFtcZGtXM5lcgZ1DiWWLYedQgmxe2drVDICIsLWrmUf7LMldbuOp8kluPGxLCBlTq5KZHI/2Tc7eeDXGGFM7Fl8cEhCR9y6xHQBV/XhAMZka87iXwJ261h0O5oSEU9Y28UT/1PLG0T/FRSd3zL7e2u0mmo/2TXDK2uUZqvZ4f/FcNC+I42t37yGXL1hvwjKa8JLclrqlhyvHo7aEkDG16qHeCfIF5dwTLMk15v9v787j4zrre49/fiPJkqzVm2zHuxOHEEIgiRvSQhMIDUtbmsItt2lCk3JDQ0NLW2hpE9pb1rC1tC9yC1y4lJI2bYCmzWUpyw0hlBYIsRNCnD12vC+yLMnad/3uH+eMnhlb0oztObPp+3699JLmzIzm0VdHc/Q7z3OeR6TazPcfdUuOD5G8PHVkgNVtDVnXPm7paGbn0cGiteHY4BhdA2NZxezm5U0sqk3N9DQXw5OHB6irMTavCKtwnbeqhbHJafb1aPKpYjrQG+W9snXuiacaNfGUSNV6KJ5d/6L17SVuiYiIFNqcPbnxLMoiZ+yZzgHOPWFSj3M6mvnitv10D46xrHnuIqNQ0gV1Zjtqa1JsXLa4qMOVd3UNsml5E3UZPbabVzQDsKd7aOZrSd7jh/ppa6xjTfvc6+TOzK6snlyRqvPw3l7OXtE07+RzIiJSmTQ2UhLl7uzrHmbjssVZ27fExeazRerN3RfP5LxxWVPW9o3LmtjTXbwid1/3MOuXZrdh0/LodjGLbYGDvSNsWLZ45hKM2dTVpKhNmYYri1QZd+fhfb26HldEpEqpyJVE9Q5PMDA2yfoTisvNcWG3t0gF5r6eYWpSxur2hqztm1Y0sa97mKnp5NfsdXf29Qyz4YSCf8niOtoa69h9TEVuMfUOj7Mkjx6cxroaFbkiVWb3sSF6hyd0Pa6ISJVSkSuJSl9nun5pdmG3uq2BmpRxoLc4Sy7v7RlmTXtj1jBhgE3LmhifmubQ8eTb0TU4xsjE1ElZmBkblzepyC2ynqFxljblLnIbFtVodmWRKvPwvmh2/4tV5IqIVKVTnl05TbMrSz7SPbUn9l7W1qRY1drA/iJNtrSvZ/ik4jJqV9SjvKd7iHWz3F9I++co+AE2LF3MT/YXd93gcrGve5i7Hz7AO35hy7xDhwutdyi/ntyGupSuyRWpMg/t7aWloZZzNA+CiEhVymd25a3AzcCa+ON3gPNzfWMz+7yZHTWzxzK2LTWze83s2fjzkoz7bjWznWb2tJm9OmP7JWa2I77vdivmf8FyxtLXwq5bcnJht25pY9F6cvd1D7F+2cltWLskmnTo8PHRxNuwN53FLEXumiWNHOkbLcqw6XIyPe1c/pf3c/t9z3KkP/nfQdroxBRD41MsbZp7jdy0+toaFbkiVeYn+3q5aP0SUin9SyEiUo3mLHLd/X3xDMvLgYvd/Y/c/Y+AS4C1eXzvLwCvOWHbLcB97r4FuC++jZmdD1wDvCB+zqfMrCZ+zqeBm4At8ceJ31PK2N6eYTpa6mlcVHPSfWuXLGZ/b/I9uf2jE/QOT8zag7qytQEzOFiE4cr7eoYxC4V1prPaG5mYco4NjiXejnLy4J6ema+LWeB3xgX1ytaGHI+MenLHJjVcWaRa9I9O8HTnAJdo0ikRkaqVzzW564HxjNvjwMZcT3L37wM9J2y+Grgj/voO4Fcztn/R3cfcfTewE7jUzFYDre7+I3d34B8yniMVYK5hwhD17nb2jzE2mWwvWbo3ecMs7VhUm2JlS0PRitxVrQ0zy9JkWhNPiFWMdpSTf3v4wMzXxSxyD/dFRe7qtrmXD0prUE+uSFV5ZN9x3OHiDVofV0SkWuVT5P4j8KCZvdfM3gP8mKjYPB0r3f0wQPy5I96+Btif8bgDhOHRB2bZPiszu8nMtpvZ9q6urtNsohTSwd6RWXsuIfRoHkx4yHK6cFwzRzvOam8oysRTh46PzLkm61nx9mK0o1xMTzvfefLozO1S9OSuasu9RnNDnYpckWqybU8PNSnjIvXkiohUrZxFrrvfBrwZ6AWOA2929w8VuB2zXRTj82yflbt/1t23uvvWFStWFKxxcnqmp52jA6OsmqO3LH1tatLX5c4UNHMMTT2rvbEoxWVn/xgr2+ZuAyysIvfJI/30DI3z8udFf6vTXrwit390EoDWxnyuydVwZZFqsm1PD+evbqW5fs65N0VEpMLlu4TQYqDf3T8BHDCzTaf5ep3xEGTiz+lunAPAuozHrQUOxdvXzrJdKkDP8DgTU86q1tl7y9I9q0kP0T3SN0pNyljWPEc72hs51DfKdII9ie7Okb7ROQvt1oY6WuprOVSECbDKxQ93dgNw+ZaoyJ0sYk/u8FhU5C5elPufXPXkilSP8clpHtl/nJ/ZuLTUTRERkQTlLHLjIcp/Ctwab6oD7jzN1/sqcEP89Q3AVzK2X2Nm9XEBvQV4MB7SPGBml8WzKl+f8Rwpc0f60kNCZy/sOlqiorMz4Vl1j/SP0tFST80cs2ie1d7I+OQ03UPjs95fCP2jk4xMTM1Z5KbbsZCuyX3kwHHWtDfO9GIXc7jy8HhUtDbOcn30ierrUlonV6RKPHaoj9GJaX5mo4Yqi4hUs3x6cl8P/AowBODuh4iWFpqXmd0F/Ah4npkdMLMbgY8AV5nZs8BV8W3c/XHgy8ATwLeA33X3dNfJzcDniCaj2gV8M++fTkoq1wy2dTUpljcvorM/2RmFO/tH551FtxhDhdNZdMzRqx21oyHx65PLyWMH+3jhmraZkw/TRawjRyamaKhLzXniI1N9bU3ik6OJSHFsj2d0v0RFrohIVcvngpRxd3czcwAza8rnG7v7b8xx1yvnePxtwG2zbN8OXJDPa8rcjsdDh1e05J5op1CO9M/fkwvQ0dLA0YR7cjv7xzhnRfOc96+O23fo+AgvWpfMbJszvdrzFNur2xv56YG+RF6/3PSNTLC3e5j/vnUdNfGptqkiXpM7NDaZ11BliJcQUk+uSFX4wc5uNi9voqMl9/JhIiJSufLpyf2ymX0GaDez3wa+Q9SzKhXi3x89zKW33celH/oOn/vP54r2up19o6QMVsxxLSzAytZ6OgcSLnL7RucttNM9uUcSLLbzKfhXtzbQMzS+IK7/fPxgVMxHPbnR29BUEbtyR8an8hqqDPE1uerJFal4oxNTPPBcN5efq4kpRUSqXT6zK/8VcDfwr8DzgL9w99uTbpgUxt7uId7xpUd44do2XnneSj7470/ODNdK2pH+UZY311NbM/dutqqtIdHhykNjkwyMTc47XHnJ4joW1aZmeluT0Nk3/9BtCAXw0YSHb5eDHZlFrkVDhqeK2Fk6PD5FU32eRW5tDRNTXtRrhkWk8B54rpuxyemZGd1FRKR65TPx1Efd/V53f5e7/7G732tmHy1G4+TM/fW9z1BbY3zquov5xDUvZnVbAx/55lNFee3DOXpQIRqufGxwjImEKpwjeayHamasbmvgcIJF7pH+UdoX19EwT+9hOqvDfdV/Xe7TnQOsam1gSdMiUunhysWceGpiisY8hyvX10UN1HW5IpXte093UV+b4rLNy0rdFBERSVg+w5WvmmXbawvdECm8roExvrHjML/+M+tY2dpAU30tN75sE9v39vLYweSv/cw14RNEPZvucGwwmd7LfHpQ0/cn2pPbPzbv9bgQrg1Octh0udjVNcQ5HdF10ume3GKukzs8NsnifIcr10Zvk5phWaRyTU5N8/VHD3PFuSvmPdkoIiLVYc4i18xuNrMdRLMjP5rxsRt4tHhNlNP19UcPMTHlXPeS9TPb3rh1HYtqUnzlkYOJv/5868KmrWxNLyOUTJE705ObR4F5uD/Z2ZXzKbSBRIvtcuDu7Do6yNkrojnsamuiIreo6+SeynDl+B/ihXCttFQeM9tjZjvM7BEz2x5vW2pm95rZs/HnJRmPv9XMdprZ02b26oztl8TfZ6eZ3R4v20e8tN+X4u0/NrONGc+5IX6NZ83sBsrY95/t4tjgGG+4eE2pmyIiIkUwX0/uPwOvI1rD9nUZH5e4+5uK0DY5Q/c+0cmWjmbO6QgrPrU11vFz5yzj24934gn2nI2MT9E/OplzuHK6sEtqrdx8JnxK39/ZN8Z0QoXWkf7cBX9LQx3N9bWJDpsuB0cHxhgcm+TsuCc3le7JLWKRO3Iaw5VV5EoZe4W7v9jdt8a3bwHuc/ctwH3xbczsfOAa4AXAa4BPmVn6bM+ngZuI1qnfEt8PcCPQ6+7nAH8DfDT+XkuB9wAvAS4F3pNZTJcTd+dT9+9idVsDV563stTNERGRIpjzvzx37wP6gN8AMLMOoAFoNrNmd99XnCbK6egbnuDHu3t46+WbT7rvVeev4t337OCpIwM8f3VrIq+fbw9qet3YpJYR6uwbpaWhNudyMatbGxifmqZneJzl88wGfTompqY5NjjGyhyFNqQn4qruInfX0UEAzo6XdUqvVVvMa3KHTmm4cvS4sUkNV5aKcTXw8vjrO4DvAX8ab/+iu48Bu81sJ3Cpme0BWt39RwBm9g/ArxKtS3818N74e90N/G3cy/tq4F5374mfcy9RYXxXwj8bOw70cfD4MO4w7dGlDtPuuIPjTE8zc3vanR0H+9i+t5fbXn8Bi2rzuUpLREQqXc6uDDN7HfDXwFnAUWAD8CTRmWApU9975ihT085V55981voXzu/g3ffAd586mliRmy7Ucg3RXd5UT03KErsOtbN/LGcbAFa1xcsI9Y0WvMg9NjiGexiaPW87WpOdAKsc7OrKLnLTPbnFHK48Mj7FYg1XlurgwP+L17L/jLt/Fljp7ocB3P1wfJIaYA3wQMZzD8TbJuKvT9yefs7++HtNmlkfsCxz+yzPyWJmNxH1ErN+/frZHnJKvvDDPfzrwwdyPzDDGy5aw7WXnvlri4hIZchnvN4HgcuA77j7RWb2CuLeXSlfDzzXQ2tDLReubT/pvo6WBs5b1cIDz3Xzu684J5HX7xqIrrHtyFHYpVJGR0t9Ytfkdg2O0dGSu7hcPTOz8SgXrGkrbBvSWbTk15P7g53HCvr65WZX1xBNi2pmiv70NbnFmnjK3RmemGLxovyK3DBcWT25UpZe6u6H4kL2XjObb/p8m2Wbz7P9dJ+TvTEqvD8LsHXr1jP+Q3/nq87lxpdtIpWKTpKlLJol30jfNsyi44sRvcesaK4nvsxYREQWgHyK3Al37zazlJml3P1+LSFU/h7c3c3WjUtnhoKe6LLNy/jStv2MT04nMnwrXdityKNXtKM1uSG6XQNjXLz+5EL/RDMzGyewfM9MFnkU26taGzg6MMbk1PS86wtXsl1dg5zd0TzzD2dYJ7c4Re741DRT055zCHta/cxwZfXkSvlx90Px56Nmdg/R9bGdZrY67sVdTTQKC6Le1nUZT18LHIq3r51le+ZzDphZLdAG9MTbX37Cc75XuJ9sbmvaG1nT3liMlxIRkQqVz3/Rx82sGfg+8E9m9glgMtlmyZk4NjjGrq4hLt20dM7HvGTTUkYmpthx8HgibegaHKOuxmhfXJfzsR0t9RxNoCfX3ekaGMuruFzWXE9tyhIZKnxKRW5bA1PTzrHB8YK3o1zsPDo4M1QZot4WKF5P7vBYVKzm25PboImnpEyZWZOZtaS/Bl4FPEY0YWR6tuMbgK/EX38VuCaeMXkT0QRTD8ZDmwfM7LL4etvrT3hO+nv9GvBdj2Yt/DbwKjNbEk849ap4m4iISMnl05VxNTAKvAO4jugs7vuTbJScmW27ewDmLXLT9z3wXA+XbJj7cafraP9Y3sPDVrbWs31PT8HbMDQ+xcjEVF7FZU3KEqWbk4kAABTdSURBVFsrN13kLm9elPOxmWvl5poRuhKNjE9xuG+UTcubZrbVxkXu5FSRityJUyty0z2+IypypfysBO6J32drgX9292+Z2Tbgy2Z2I7APeCOAuz9uZl8GniA6Wf277p7esW8GvgA0Ek049c14+98B/xhPUtVDNDsz7t5jZh8AtsWPe396EioREZFSy1nkuvsQgJm1Al9LvEVyxh7c00NDXYoLzpr72tJlzfWcvaKJh/f2JtKGrsH8elAhula1d3iCscmpmaGhhZCesTnfdqxqS2bSp67BMdoX1+X1s4W1ckdgXe5h1pVmX88wABuWLZ7Zlp54aqpIPbkj49FAlHyXEEoXw0NjKnKlvLj7c8CLZtneDbxyjufcBtw2y/btwAWzbB8lLpJnue/zwOdPrdUiIiLJyzlc2czeamadwKPAduCh+LOUqW17erho3ZKc19pevH4JD+/rTWS93HyHCQMzE0MVeohuuC44vx7RVW0Niczy3DUwlte1yZB5bXB1zrC8p3sIgI3LQk9u+rrxYq2Tmy5Wm/LuyY0eNzKuIldERESkEuRzTe4fAy9w943uvtndN7n7yYuvSlkYGZ/iycMDXLwhdy/gxRuW0Ds8we5jQwVvx6kUue2Lo2G8x4cLXOQO5jfDc9rq1gYO940UvOg/lSyWNi1iUU2Kw1W6Vu6+7qgnd7Yit1g9ucNxsdp4isOVh8Y1FYGIiIhIJcinyN0FDCfdkFzM7DVm9rSZ7TSzW0rdnnL12KE+pqadF69bkvOxl2yIHvPwvsJOPjU5NU330Bgr8lgyB5iZnKpveKKg7TiVGZ4h6skdnZimb6TA7TiFodtmxsq2+qruyW1fXEdbxoRkM0VukXpyRyaiYrUpz+HKNSljUW1KPbkiIiIiFSKf//JuBX5oZj8GZqbAdfffT6xVJzCzGuCTwFVEyxZsM7OvuvsTxWpDpXgkLlhfnMf1nOesaKa5vpaf7j/Or12yNufj89UzNI57/tfCLkn35Ba6uByIZnhua8w9wzPA6rZoSYoj/aMzvcuFake+hTbA6tbGqi1y93YPsyGjFxeKv4RQuic334mnIBraPKwiV0RERKQi5FPkfgb4LrADmE62OXO6FNgZT7KBmX2RaNbnRIvcxw72caC38OumJum+pzpZ096YV4GZShlbVjazfW8v33rsSMHacPB4lFm+hV26J/eHu47NTEJUCI8e6GN5c/3MEjW5pGcz/saOI+w5VpjBCxNT0wyP5zfDc9rKtgYe3N1d0N9JuXimc4DLNi/L2pb+/TxxqL8oP3N69vF8hytDNGR559HBqvydVLuWhlpees7yUjdDREREiiifInfS3d+ZeEvmtwbYn3H7APCSEx9kZjcBNwGsX7/+jF/0zgf28sVt+3M/sMy84eI1eT/2RWvb+cIP9/A7dz5U8HZsXL4494OIitzFi2q484F93PnAvoK24bLN+S+PtGHZYmpSxu33PVvQNkTfuyn3g2Jnr2jiaz89lMjvpBw8f3Vr1u2GuhSNdTX8y0MH+JeHDhSlDYtqUqfUW7+ytZ4fPdfNj57rTrBVkoTzVrXwrT+8vNTNEBERkSKyXJPsmNltwF6i5YMyhysXbT08M3sj8Gp3f0t8+zeBS9397XM9Z+vWrb59+5lNAn3o+AjHC3ydaDFsXtFEQ11+vVTjk9Ps6hqk0HP+NNfXsn5ZfkUuRMv9FHp2ZYB1SxtpachvuDIk8ztfVJvi7BVNea0ZDNE1zTu7Bpku1biJBKVSsKWjZeY63LSkfv9zWdq06JTWIe4fneBAT2WN6pBIfV2Ks1c0F+R7mdlD7r61IN9sgSrEsVlERCRtrmNzPj2518afb83Y5kAxZ1g+AKzLuL0WOJT0i57V3shZ7Y1Jv0xJLapNndSzVgodrQ10tOZfdCSlHH7ntTUpzltV+t9JMZXL738urQ11nH9W/idLRERERKR0cha57r6pGA3JYRuwxcw2AQeBawjFt4iIiIiIiAgwT5FrZle6+3fN7A2z3e/u/5Zcs056rUkz+z3g20AN8Hl3f7xYry8iIiIiIiKVYc5rcs3sfe7+HjP7+1nudnf/H8k27cyYWRfRtcT5aAP65rhvOXCsII2qDMoiUBbZlEegLIKFlMUGd19R6kZUMh2bT5uyCJRFNuURKItgIWUx67E5n4mnNrn77lzbKpmZfdbdb5rjvu0LaaIRZREoi2zKI1AWgbKQpGjfCpRFoCyyKY9AWQTKAlJ5POZfZ9l2d6EbUmJfK3UDyoiyCJRFNuURKItAWUhStG8FyiJQFtmUR6AsggWfxXzX5J4HvABoO+G63FagfKdBPQ3uvuB3hDRlESiLbMojUBaBspCkaN8KlEWgLLIpj0BZBMpi/tmVnwf8MtAOvC5j+wDw20k2qsx8ttQNKCPKIlAW2ZRHoCwCZSFJ0b4VKItAWWRTHoGyCBZEFvlck/uz7v6jIrVHRERERERE5LTlc03u682s1czqzOw+MztmZm9KvGUiIiIiIiIipyifIvdV7t5PNHT5AHAu8K5EWyUiIiIiIiJyGvIpcuviz78I3OXuPQm2R6TsmJmVug3lwMzqcj9KREQkeTo2R3RsFpldPkXu18zsKWArcJ+ZrQBGk21W8ZhZTfxZb5aAmV1oZs2lbkepWeQdZrbWc124XuXiLN4L/GH6dmlbVFpmtsXMqmqG+dOl909JivatbDo2R3RsDnRszqZjc6D3z0jOItfdbwF+Ftjq7hPAMHB10g1Lmpn9lpn9BPiDUrelHJjZdWb2KPA+4EtmtqjUbSoVM7seuB+4COhfyG8S8fX39wPXA28CWKj/WJjZ1Wa2C3g/8DkzW1rqNpWK3j8lKdq3sunYHOjYHOjYHOjYHOj9M9ucRa6Z/UnGzV9w9ykAdx8Cfj/phiUpXgP4bcDXgcvNbLO7u5nl07NddczstcBbgZvd/fXA2cTLRi20g4iZvRT4AvDH7n69u/enDxwLJYv47HCtmd1ItFzYn7j7ZuCgmb2gxM0rifig+RbgWnf/DeAo8Gdmdm5pW1Z8ev+UpGjfyqZjc6Bjs47Ns9GxOdD758nm+8Gvyfj61hPue00CbUmUmbWkv3b3p4jOfv0N8ATwe/H26dK0rvgy8wC+4+6Xu/sPzKwNeC5+jC2EM4Mn7Bs/ALYBz4/vu8XMXmdmzQslC49MAne7+xXu/qCZPZ9ojewF8c8EnPQ3AtHPnn6P+CLw34BfXAg9K+mhTzDz/vkmFvD7pxSOjs3ZdGwOdGwOdGwOdGwOdGye33xFrs3x9Wy3y5qZ3QL8xMw+ama/FW9+Op5E6x7gbDO7PH5s1Z/xyMjjY2Z2vbtPmFnKzFYC3wCOE71J/GV8ZqhqnbBv3Bhvfhtwh5k9ArQDb2dhZfExM7vB3fvMrCb+h+pJYCPw4vixVf13ckIW18bvFTuAG8xsCdEcBduBVcCaEjY1cWb2fuAvLJqPAQB3f2ahvn9K4ejYnE3H5kDH5kDH5kDH5kDH5tzm+6F9jq9nu122zOxKopmhrwK+BXzYzC7MOPP3JNF1DW+F6IxH5pmRanNCHt8EPhrnMe3uncAvufu1RGeAzgU2l661yZpl3/igmV3s7g8RHTzfEl+Tfh2wGthQssYmbJb94iPxfjEFpP8e/gl4GVT3mcFZsvh4PPTpfwPjwJ3AS4H3AJdRQe+Hp8LM6s3sVuAG4EKi6+DS96VPdC6o908pHB2bs+nYHOjYHOjYHOjYHNGxOX/zFbkvMrN+MxsALoy/Tt9+YZHaVwh1wE/cfbe73w98Avhwxv1DwN3AoJl9wMw+RnRWrFrNlsdH0ne6+/H4cw/RtQ1LStLK4pgtiw8BuPsn3X17/HUX0ANU82QGc/6dxMOjAMaAPotU81nBE7P4X8DH3X2vu78TuNHdr3P3x4nWDq/W/WKC6Nqe84EHgFeY2SbImuBkob1/SuHo2JxNx+ZAx+ZAx+ZAx+aIjs15mvOPwd1r3L3V3VvcvTb+On27ktbkWgwss3hacXf/CLDazN4Y33aiJZFeCNwMdLn7rlI1tghmy2NVOo94CMxSM/srouEv20rX1MTNlkVHOguIJjUws48TnS1baFmszswCeAp4c3xdUNWeLebkLD4ErDGzX49vHzGzdWb2SaLhUE+XrqnJiX/Hz3g02eCXgLXApWZWD9HwpwX4/imFo2NzNh2bAx2bAx2bAx2b0bH5VFTNGZ+MLvos7n4P0YyEv5yx+WPAOzNufxh4HFjv7n+ZWCOL6AzyeAHRH00dcIW7P5NkO4vhdLOIz4zdRchiZ8JNTdwZ/p38F/Ahi2Z3rKjr8mdzGln8YcbtvyUaKvZL8YGmos2TxVj8eQ/R7/8K4Lx4W/qfqY9SZe+fUjg6NmfTsTnQsTnQsTnQsTnQsfkMuXtFfxCt2XsH8OITthtQH399DfB9YGN8ez3wSaAlvt1Q6p+jDPL4FNEBoxlYXuqfowz2jUVAA7C01D9HGWSxuNTtL6MsmuPbVZFJjixS8dc18edWouFh1xLN4Phr8fbGUv8c+ii/Dx2bC5aHjs2uY7OOzTo2Z2ShY3OeH7VUILNo+nwzewXwAaLx6T9rZnvdvTd9PzBmZpuJzn6eD/y5RYskvw7Y4+4DAO4+WqIfpSAKmMdE/NzBEv0oZ6yAWYzH37Ji940CZjFcsh+iQAqYxSBAJWdyCll4nEUPcNzd+83sWaJ/KLqJ10t395ES/ShSZnRszqZjc6Bjc6Bjc6Bjc6BjcwJKXWWf6gdgGV9vJJpZ70qiRcKvyLgvBdwCdAE/D7QRzbp2B/CuUv8cykNZKAtlUQFZHAZeS3T2+DyidTrfXeqfQx/l96G/M+WhLJSFsihaFjo25/FRUT25ZvZ7wCvN7PvAXR6NRQc4bGavBq4ws53ufpBojaw+4Fx3740f9wMze8CjqdcrnvIIlEWgLAJlEZxmFuenszCzPcALvQquc5LC0t9ZNuURKItAWQTKItCxOTkVM/GUmb2eaE2o24lm0/tzM3tRxkP+mWjtuEsB3P2Qu3/aoy7+GrPo4u1q+IMA5ZFJWQTKIlAWwRlmURtvG9VBVE6kv7NsyiNQFoGyCJRFoGNzsiqmyAVeAnzao7Wx3gvsBv4gfae7/5RoGvkXmtmVZnYLzIxxn3J3n+V7VjLlESiLQFkEyiI4kywmZ/l+Imn6O8umPAJlESiLQFkEOjYnqOyK3PQZmlluP0c0cxjuvhf4d6DJzH4l4+F3AW8hujB9WfKtTZ7yCJRFoCwCZREoC0mK9q1syiNQFoGyCJRFoCxKo+yKXMi+TjjjjM3dwLCZXR3fPgx8DzjfIs3AJ4AdwIXu/q4Tnl+plEegLAJlESiLQFlIUrRvZVMegbIIlEWgLAJlUQJlU+Sa2WVm9k/A+8xsi5nVxNvTO0YvcA9ws5mZu/cRrRvXEP+yR4E/cPdfcvfDpfgZCkl5BMoiUBaBsgiUhSRF+1Y25REoi0BZBMoiUBalVRZFrpldQLSQ8deBo8BNwPUAHsacNwLfJjrL8VkzOwu4iGgdKdx90t2PFrnpiVAegbIIlEWgLAJlIUnRvpVNeQTKIlAWgbIIlEXplUWRC1wGPOXudwH/BxgGrrNosWPM7ANEZzpWAn8EdBLNOHYc+EhJWpws5REoi0BZBMoiUBaSFO1b2ZRHoCwCZREoi0BZlFhJilwzu8LMXpKxaRuwzszO8Wga7GmiX/INZtYEnA28zd1/4u497v7nwC+6+9u8OqYQVx4xZREoi0BZBMpCkqJ9K5vyCJRFoCwCZREoi/JTm/shhWNmLcAdwMuB/2tmz7p7D7ALeBD4vJn1xO26E9gKjLj7tfHzU+4+DeDuw8VsexKUR6AsAmURKItAWUhStG9lUx6BsgiURaAsAmVRvsyLOEGXmdUDv000ZfbPAfvd/TMZ918IbHL3r5jZVuAD7v7a+L6ZnaBaKI9AWQTKIlAWgbKQpGjfyqY8AmURKItAWQTKonwl3pNrZtcDe4GfuvtxM/scUZf9cuBlZnauuz8D4O6PAo/GT70SeMDMzCNVsRMoj0BZBMoiUBaBspCkaN/KpjwCZREoi0BZBMqiMiTSk2tmBqwiuoB6mqjLvoloGuxj8WO2ADcAo+7+wYznXgJ8HJgCbnL3XQVvYJEpj0BZBMoiUBaBspCkaN/KpjwCZREoi0BZBMqi8hR84ikzq/Gocm4BDrr7K4G3AT3ATPe9uz8LPAScZWbnmFljfNce4D3u/spq2AmUR6AsAmURKItAWUhStG9lUx6BsgiURaAsAmVRmQo2XNmihY3fD9SY2TeAVqIzFrj7pJn9PnDIzK5w9/+It99jZs8HvgU0m9mV7v4E8B+FalepKI9AWQTKIlAWgbKQpGjfyqY8AmURKItAWQTKorIVpCfXzK4gOnOxBNgJfIBoIeNXmNmlAPEZkPcD78143huBPwPuBy6Md4KKpzwCZREoi0BZBMpCkqJ9K5vyCJRFoCwCZREoi8pXkGtyzezngY3u/o/x7U8BO4AR4O3ufomZpYAO4HbgT919d/w83P0/z7gRZUR5BMoiUBaBsgiUhSRF+1Y25REoi0BZBMoiUBaVr1DX5D4EfNnMauLbPwDWu/sXiLr43+7RDGJrgSl33w3RDlClO4HyCJRFoCwCZREoC0mK9q1syiNQFoGyCJRFoCwqXEGKXHcfdvcxd5+KN10FdMVfvxl4vpl9HbgLeLgQr1nOlEegLAJlESiLQFlIUrRvZVMegbIIlEWgLAJlUfkKuk5ufLbDgZXAV+PNA8C7gQuA3e5+sJCvWc6UR6AsAmURKItAWUhStG9lUx6BsgiURaAsAmVRuQq9hNA0UAccAy6Mz3D8T2Da3f9rAe4EyiNQFoGyCJRFoCwkKdq3simPQFkEyiJQFoGyqFAFmXgq6xuaXQb8MP74e3f/u4K+QIVRHoGyCJRFoCwCZSFJ0b6VTXkEyiJQFoGyCJRFZUqiyF0L/Cbw1+4+VtBvXoGUR6AsAmURKItAWUhStG9lUx6BsgiURaAsAmVRmQpe5IqIiIiIiIiUSqGvyRUREREREREpGRW5IiIiIiIiUjVU5IqIiIiIiEjVUJErIiIiIiIiVUNFroiIiIiIiFQNFbkiIiIiIiJSNVTkioiIiIiISNX4/33PyoxNfOoaAAAAAElFTkSuQmCC\n", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = aa.plot()\n", + "fig.set_size_inches(16, 7)\n", + "fig.axes[1].legend(loc='upper left')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Examining the plot of estimated lost power, we can see that the estimated loss is roughly in proportion to the amount of offline capacity. In particular, the loss estimate is robust to mixed outage and communication interruption like on the 5th when only the smallest inverter is reporting production but the analysis correctly inferred that one of the other inverters is producing but not communicating.\n", + "\n", + "RdTools also reports rolled-up production and availability metrics:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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    lost_productionactual_productionavailability
    2019-01-01 00:00:00-05:000.00019606.7851.000
    2019-01-02 00:00:00-05:004114.03115583.4500.791
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    2019-01-04 00:00:00-05:009466.47710476.2350.525
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    2019-01-06 00:00:00-05:000.00020185.7841.000
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    2019-01-09 00:00:00-05:000.00020576.6651.000
    2019-01-10 00:00:00-05:000.00020795.0021.000
    2019-01-11 00:00:00-05:000.00020926.8691.000
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    " + ], + "text/plain": [ + " lost_production actual_production availability\n", + "2019-01-01 00:00:00-05:00 0.000 19606.785 1.000\n", + "2019-01-02 00:00:00-05:00 4114.031 15583.450 0.791\n", + "2019-01-03 00:00:00-05:00 9396.788 10399.112 0.525\n", + "2019-01-04 00:00:00-05:00 9466.477 10476.235 0.525\n", + "2019-01-05 00:00:00-05:00 9522.325 10538.040 0.525\n", + "2019-01-06 00:00:00-05:00 0.000 20185.784 1.000\n", + "2019-01-07 00:00:00-05:00 2859.565 17432.736 0.859\n", + "2019-01-08 00:00:00-05:00 19454.829 26.602 0.001\n", + "2019-01-09 00:00:00-05:00 0.000 20576.665 1.000\n", + "2019-01-10 00:00:00-05:00 0.000 20795.002 1.000\n", + "2019-01-11 00:00:00-05:00 0.000 20926.869 1.000" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd.set_option('precision', 3)\n", + "aa.results" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The `AvailabilityAnalysis` object has other attributes that may be useful to inspect as well. The `outage_info` dataframe has one row for each full system outage with several columns, perhaps the most interesting of which are `type` and `loss`.\n", + "\n", + "See `AvailabilityAnalysis?` or `help(AvailabilityAnalysis)` for full descriptions of the available attributes." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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    startenddurationintervalsdaylight_intervalserror_lowererror_upper
    02019-01-07 17:00:00-05:002019-01-09 08:00:00-05:001 days 15:00:0015735-0.240.24
    12019-01-09 17:00:00-05:002019-01-11 08:00:00-05:001 days 15:00:0015735-0.240.24
    \n", + "
    " + ], + "text/plain": [ + " start end duration \\\n", + "0 2019-01-07 17:00:00-05:00 2019-01-09 08:00:00-05:00 1 days 15:00:00 \n", + "1 2019-01-09 17:00:00-05:00 2019-01-11 08:00:00-05:00 1 days 15:00:00 \n", + "\n", + " intervals daylight_intervals error_lower error_upper \n", + "0 157 35 -0.24 0.24 \n", + "1 157 35 -0.24 0.24 " + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd.set_option('precision', 2)\n", + "# Show the first half of the dataframe\n", + "N = len(aa.outage_info.columns)\n", + "aa.outage_info.iloc[:, :N//2]" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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    energy_expectedenergy_startenergy_endenergy_actualci_lowerci_uppertypeloss
    019481.43604222.14604248.7426.614848.8824213.27real19454.83
    125316.84624825.41645620.4120795.019296.6631466.05comms0.00
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    " + ], + "text/plain": [ + " energy_expected energy_start energy_end energy_actual ci_lower \\\n", + "0 19481.43 604222.14 604248.74 26.6 14848.88 \n", + "1 25316.84 624825.41 645620.41 20795.0 19296.66 \n", + "\n", + " ci_upper type loss \n", + "0 24213.27 real 19454.83 \n", + "1 31466.05 comms 0.00 " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Show the second half\n", + "aa.outage_info.iloc[:, N//2:]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Other use cases\n", + "\n", + "Although this demo applies the methods for an entire PV system (comparing inverters against the meter and comparing the meter against expected power), it can also be used at the individual inverter level. Because there are no subsystems to compare against, the \"full outage\" analysis branch is used for every outage. That means that instead of basing the loss off of the other inverters, it relies on the expected power time series being accurate, which in this example causes the loss estimates to lose some accuracy. In this case, because the expected power signal is somewhat inaccurate, it causes the loss estimate to be overestimated:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2019-01-01 00:00:00-05:00 0.00\n", + "2019-01-02 00:00:00-05:00 0.00\n", + "2019-01-03 00:00:00-05:00 9933.93\n", + "2019-01-04 00:00:00-05:00 11456.38\n", + "2019-01-05 00:00:00-05:00 11241.62\n", + "2019-01-06 00:00:00-05:00 0.00\n", + "2019-01-07 00:00:00-05:00 0.00\n", + "2019-01-08 00:00:00-05:00 9509.00\n", + "2019-01-09 00:00:00-05:00 0.00\n", + "2019-01-10 00:00:00-05:00 0.00\n", + "2019-01-11 00:00:00-05:00 0.00\n", + "Freq: D, Name: lost_production, dtype: float64\n" + ] + } + ], + "source": [ + "# make a new analysis object:\n", + "aa2 = rdtools.availability.AvailabilityAnalysis(\n", + " power_system=df['inv2_power'],\n", + " power_subsystem=df['inv2_power'].to_frame(),\n", + " energy_cumulative=df['inv2_energy'],\n", + " # okay to use the system-level expected power here because it gets rescaled anyway\n", + " power_expected=expected_power,\n", + ")\n", + "# identify and classify outages, rolling up to daily metrics for this short dataset:\n", + "aa2.run(rollup_period='D')\n", + "print(aa2.results['lost_production'])" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "aa2.plot();" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.7" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/rdtools/__init__.py b/rdtools/__init__.py index 8bc6f2d6..64c19904 100644 --- a/rdtools/__init__.py +++ b/rdtools/__init__.py @@ -19,6 +19,9 @@ from rdtools.plotting import soiling_monte_carlo_plot from rdtools.plotting import soiling_interval_plot from rdtools.plotting import soiling_rate_histogram +from rdtools.plotting import availability_summary_plots +from rdtools.availability import AvailabilityAnalysis + from ._version import get_versions __version__ = get_versions()['version'] diff --git a/rdtools/availability.py b/rdtools/availability.py new file mode 100644 index 00000000..e0f71c66 --- /dev/null +++ b/rdtools/availability.py @@ -0,0 +1,610 @@ +""" +Functions for detecting and quantifying production loss from photovoltaic +system downtime events. +""" + +import rdtools + +import pandas as pd +import numpy as np +from scipy.interpolate import interp1d +import warnings + + +class AvailabilityAnalysis: + """ + A class to perform system availability and loss analysis. + + This class follows the analysis procedure described in [1]_, and + implements two distinct algorithms. One for partial (subsystem) outages + and one for system-wide outages. The :py:meth:`.AvailabilityAnalysis.run()` + method executes both algorithms and combines their results. + + The input timeseries don't need to be in any particular set of units as + long as all power and energy units are consistent, with energy units + being the hourly-integrated power (e.g., kW and kWh). The units of the + analysis outputs will match the inputs. + + Parameters + ---------- + power_system : pd.Series + Timeseries total system power. In the typical case, this is meter + power data. + + power_subsystem : pd.DataFrame + Timeseries power data, one column per subsystem. In the typical case, + this is inverter AC power data. Each column is assumed to represent + a subsystem, so no extra columns may be included. The index must + match ``power_system``. + + energy_cumulative : pd.Series + Timeseries cumulative energy data for the entire system (e.g. meter). + These values must be recorded at the device itself (rather than summed + by a downstream device like a datalogger or DAS provider) to preserve + its integrity across communication interruptions. Units must match + ``power`` integrated to hourly energy (e.g. if ``power`` is in kW then + ``energy`` must be in kWh). + + power_expected : pd.Series + Expected system power data with the same index as the measured data. + This can be modeled from on-site weather measurements if instruments + are well calibrated and there is no risk of data gaps. However, because + full system outages often cause weather data to be lost as well, it may + be more useful to use data from an independent weather station or + satellite-based weather provider. + + Attributes + ---------- + results : pd.DataFrame + Rolled-up production, loss, and availability metrics. The index is + a datetime index of the period passed to + :py:meth:`AvailabilityAnalysis.run`. The columns of the dataframe are + as follows: + + +----------------------+----------------------------------------------+ + | Column Name | Description | + +======================+==============================================+ + | 'lost_production' | Production loss from outages. Units match the| + | | input power units (e.g. if power is given in | + | | kW, 'lost_production' will be in kWh). | + +----------------------+----------------------------------------------+ + | 'actual_production' | System energy production. Same units as | + | | 'lost_production'. | + +----------------------+----------------------------------------------+ + | 'availability' | Energy-weighted system availability as a | + | | fraction (0-1). | + +----------------------+----------------------------------------------+ + + loss_system : pd.Series + Estimated timeseries lost power from system outages. + + loss_subsystem : pd.Series + Estimated timeseries lost power from subsystem outages. + + loss_total : pd.Series + Estimated total lost power from outages. + + reporting_mask : pd.DataFrame + Boolean mask indicating whether subsystems appear online or not. + + power_expected_rescaled : pd.Series + Expected power rescaled to better match system power during periods + where the system is performing normally. + + energy_expected_rescaled : pd.Series + Interval expected energy calculated from `power_expected_rescaled`. + + energy_cumulative_corrected : pd.Series + Cumulative system production after filling in data gaps from outages + with estimated production. + + error_info : pd.DataFrame + Records about the error between expected power and actual power. + + interp_lower, interp_upper : function + Functions to estimate the uncertainty interval bounds of expected + production based on outage length. + + outage_info : pd.DataFrame + Records about each detected system outage, one row per + outage. The primary columns of interest are ``type``, which can be + either ``'real'`` or ``'comms'`` and reports whether the outage + was determined to be a real outage with lost production or just a + communications interruption with no production impact; and ``loss`` + which reports the estimated production loss for the outage. The + columns are as follows: + + +----------------------+----------------------------------------------+ + | Column Name | Description | + +======================+==============================================+ + | 'start' | Timestamp of the outage start. | + +----------------------+----------------------------------------------+ + | 'end' | Timestamp of the outage end. | + +----------------------+----------------------------------------------+ + | 'duration' | Length of the outage (*i.e.* | + | | ``outage_info['end'] - outage_info['start']``| + | | ). | + +----------------------+----------------------------------------------+ + | 'intervals' | Total count of data intervals contained in | + | | the outage. | + +----------------------+----------------------------------------------+ + | 'daylight_intervals' | Count of data intervals contained in the | + | | outage occurring during the day. | + +----------------------+----------------------------------------------+ + | 'error_lower' | Lower error bound as a fraction of expected | + | | energy. | + +----------------------+----------------------------------------------+ + | 'error_upper' | Upper error bound as a fraction of expected | + | | energy. | + +----------------------+----------------------------------------------+ + | 'energy_expected' | Total expected production for the outage | + | | duration. | + +----------------------+----------------------------------------------+ + | 'energy_start' | System cumulative production at the outage | + | | start. | + +----------------------+----------------------------------------------+ + | 'energy_end' | System cumulative production at the outage | + | | end. | + +----------------------+----------------------------------------------+ + | 'energy_actual' | System production during the outage (*i.e.*, | + | | ``outage_info['energy_end'] - | + | | outage_info['energy_start']``). | + +----------------------+----------------------------------------------+ + | 'ci_lower' | Lower bound for the expected energy | + | | confidence interval. | + +----------------------+----------------------------------------------+ + | 'ci_upper' | Lower bound for the expected energy | + | | confidence interval. | + +----------------------+----------------------------------------------+ + | 'type' | Type of the outage ('real or 'comms'). | + +----------------------+----------------------------------------------+ + | 'loss' | Estimated production loss. | + +----------------------+----------------------------------------------+ + + Notes + ----- + This class's ability to detect short-duration outages is limited by + the resolution of the system data. For instance, 15-minute averages + would not be able to resolve the rapid power cycling of an intermittent + inverter. Additionally, the loss at the edges of an outage may be + underestimated because of masking by the interval averages. + + This class expects outages to be represented in the timeseries by NaN, + zero, or very low values. If your DAS does not record data from outages + (e.g., a three-hour outage results in three hours of omitted timestamps), + you should insert those missing rows before using this analysis. + + References + ---------- + .. [1] Anderson K. and Blumenthal R. "Overcoming communications outages in + inverter downtime analysis", 2020 IEEE 47th Photovoltaic Specialists + Conference (PVSC). + """ + + def __init__(self, power_system, power_subsystem, energy_cumulative, + power_expected): + for series in [power_subsystem, energy_cumulative, power_expected]: + if not power_system.index.equals(series.index): + raise ValueError("Input timeseries indexes must match") + + self.power_system = power_system + self.power_subsystem = power_subsystem + self.energy_cumulative = energy_cumulative + self.power_expected = power_expected + + def _calc_loss_subsystem(self, low_threshold, relative_sizes, + power_system_limit): + """ + Estimate timeseries production loss from subsystem downtime events. + + This implements the "power comparison" method from [1]_ of comparing + subsystem power data to total system power (e.g. inverter power to + meter power). + + Because this method is based on peer-to-peer comparison at each + timestamp, it is not suitable for full system outages (i.e., at least + one inverter must be reporting along with the system meter). + + Sets the `reporting_mask` and `loss_subsystem` attributes. + + Parameters + ---------- + low_threshold : float or pd.Series + An optional threshold used to naively classify subsystems as + online. If the threshold is a scalar, it will be used for all + subsystems. For subsystems with different capacities, a pandas + Series may be passed with index values matching the columns in + ``power_subsystem``. Units must match ``power_subsystem`` and + ``power_system``. If omitted, the limit is calculated for each + subsystem independently as 0.001 times the 99th percentile of its + power data. + + relative_sizes : dict or pd.Series + The production capacity of each subsystem, normalized by the mean + subsystem capacity. If not specified, it will be estimated from + power data. + + power_system_limit : float or pd.Series, optional + Maximum allowable system power. This parameter is used to account + for cases where online subsystems can partially mitigate the loss + of an offline subsystem, for example a system with a plant + controller and dynamic inverter setpoints. This constraint is + only applied to the subsystem loss calculation. + """ + power_subsystem = self.power_subsystem + power_system = self.power_system + power_subsystem = power_subsystem.fillna(0) + power_system = power_system.clip(lower=0) + + # Part A + if low_threshold is None: + low_threshold = power_subsystem.quantile(0.99) / 1000 + + self.reporting_mask = looks_online = power_subsystem > low_threshold + reporting = power_subsystem[looks_online] + if relative_sizes is None: + # normalize by mean power and take the median across the timeseries + normalized = reporting.divide(reporting.mean(axis=1), axis=0) + relative_sizes = normalized.median() + else: + # convert dict to Series (no effect if already Series) + relative_sizes = pd.Series(relative_sizes) + + normalized_subsystem_powers = reporting.divide(relative_sizes, axis=1) + mean_subsystem_power = normalized_subsystem_powers.mean(axis=1) + + virtual_full_power = mean_subsystem_power * power_subsystem.shape[1] + + system_delta = 1 - power_system / virtual_full_power + + subsystem_fraction = relative_sizes / relative_sizes.sum() + smallest_delta = power_subsystem.le(low_threshold) \ + .replace(False, np.nan) \ + .multiply(subsystem_fraction) \ + .min(axis=1) \ + .fillna(1) # use safe value of 100% + is_downtime = system_delta > (0.75 * smallest_delta) + is_downtime[looks_online.all(axis=1)] = False + + # Part B + lowest_possible = looks_online.multiply(subsystem_fraction).sum(axis=1) + f_online = power_system / virtual_full_power + f_online = f_online.clip(lower=lowest_possible, upper=1) + p_loss = (1 - f_online) / f_online * power_system + p_loss[~is_downtime] = 0 + + if power_system_limit is not None: + limit_exceeded = p_loss + power_system > power_system_limit + loss = power_system_limit - power_system[limit_exceeded] + p_loss.loc[limit_exceeded] = loss.clip(lower=0) + + self.loss_subsystem = p_loss.fillna(0) + + def _calc_error_distributions(self, quantiles): + """ + Calculate the error distributions of Section II-A in [1]_. + + Sets the `power_expected_rescaled`, `energy_expected_rescaled`, + `error_info`, `interp_lower`, and `interp_upper` attributes. + + Parameters + ---------- + quantiles : 2-element tuple, default (0.01, 0.99) + The quantiles of the error distribution used for the expected + energy confidence interval. The lower bound is used to classify + outages as either (1) a simple communication interruption with + no production loss or (2) a power outage with an associated + production loss estimate. + """ + df = pd.DataFrame({ + 'Meter_kW': self.power_system, + 'Expected Power': self.power_expected, + 'Meter_kWh': self.energy_cumulative, + }) + + system_performing_normally = ( + (self.loss_subsystem == 0) & (self.power_system > 0) + ) + # filter out nighttime as well, since night intervals shouldn't count + subset = system_performing_normally & (df['Expected Power'] > 0) + + # rescale expected energy to better match actual production. + # this shifts the error distributions so that as interval length + # increases, error -> 0 + scaling_subset = df.loc[subset, ['Expected Power', 'Meter_kW']].sum() + scaling_factor = ( + scaling_subset['Expected Power'] / scaling_subset['Meter_kW'] + ) + df['Expected Power'] /= scaling_factor + self.power_expected_rescaled = df['Expected Power'] + df['Expected Energy'] = rdtools.energy_from_power(df['Expected Power']) + self.energy_expected_rescaled = df['Expected Energy'] + df['Meter_kWh_interval'] = rdtools.energy_from_power(df['Meter_kW']) + + df_subset = df.loc[subset, :] + + # window length is "number of daytime intervals". + # Note: these bounds are intended to provide good resolution + # across many dataset lengths + window_lengths = 2**np.arange(1, int(np.log2(len(df_subset))), 1) + + results_list = [] + for window_length in window_lengths: + rolling = df_subset.rolling(window=window_length, center=True) + window = rolling.sum() + actual = window['Meter_kWh_interval'] + expected = window['Expected Energy'] + # remove the nans at beginning and end because of minimum window + # length + actual = actual[~np.isnan(actual)] + expected = expected[~np.isnan(expected)] + temp = pd.DataFrame({ + 'actual': actual, + 'expected': expected, + 'window length': window_length + }) + results_list.append(temp) + + df_error = pd.concat(results_list) + df_error['error'] = df_error['actual'] / df_error['expected'] - 1 + + self.error_info = df_error + error = df_error.groupby('window length')['error'] + lower = error.quantile(quantiles[0]) + upper = error.quantile(quantiles[1]) + + # functions to predict the confidence interval for a given outage + # length. linear interp inside the range, nearest neighbor outside the + # range. + def interp(series): + return interp1d(series.index, series.values, + fill_value=(series.values[0], series.values[-1]), + bounds_error=False) + + # functions mapping number of intervals (outage length) to error bounds + def interp_lower(n_intervals): + return float(interp(lower)(n_intervals)) + + def interp_upper(n_intervals): + return float(interp(upper)(n_intervals)) + + self.interp_lower = interp_lower + self.interp_upper = interp_upper + + def _calc_loss_system(self): + """ + Estimate total production loss from system downtime events. + + See Section II-B in [1]_. + + This implements the "expected energy" method from [1]_ of comparing + system production recovered from cumulative production data with + expected production from an energy model. + + This function is useful for full system outages when no system data is + available at all. However, it does require cumulative production data + recorded at the device level and only reports estimated lost production + for entire outages rather than timeseries lost power. + + Sets the `outage_info`, `energy_cumulative_corrected`, and + `loss_system` attributes. + """ + # Calculate boolean series to indicate full outages. Considerations: + # - Multi-day outages need to span across nights + # - Full outages don't always take out communications, so the + # cumulative meter can either drop out or stay constant depending on + # the case. + # During a full outage, no inverters will report production: + looks_offline = ~self.reporting_mask.any(axis=1) + # Now span across nights: + all_times = self.power_system.index + masked = looks_offline[self.power_expected > 0].reindex(all_times) + # Note: in Series, (nan | True) is False, but (True | nan) is True + full_outage = ( + masked.ffill().fillna(False) | masked.bfill().fillna(False) + ) + + # Find expected production and associated uncertainty for each outage + diff = full_outage.astype(int).diff() + starts = all_times[diff == 1].tolist() + ends = all_times[diff.shift(-1) == -1].tolist() + steps = diff[~diff.isnull() & (diff != 0)] + if not steps.empty: + if steps[0] == -1: + # data starts in an outage + starts.insert(0, all_times[0]) + if steps[-1] == 1: + # data ends in an outage + ends.append(all_times[-1]) + + outage_data = [] + for start, end in zip(starts, ends): + outage_expected_power = self.power_expected_rescaled[start:end] + daylight_intervals = (outage_expected_power > 0).sum() + outage_expected_energy = self.energy_expected_rescaled[start:end] + + # self.cumulative_energy[start] is the first value in the outage. + # so to get the starting energy, need to get previous value: + start_minus_one = all_times[all_times.get_loc(start)-1] + + data = { + 'start': start, + 'end': end, + 'duration': end - start, + 'intervals': len(outage_expected_power), + 'daylight_intervals': daylight_intervals, + 'error_lower': self.interp_lower(daylight_intervals), + 'error_upper': self.interp_upper(daylight_intervals), + 'energy_expected': outage_expected_energy.sum(), + 'energy_start': self.energy_cumulative[start_minus_one], + 'energy_end': self.energy_cumulative[end], + } + outage_data.append(data) + + # specify columns in case no outages are found. Also specifies + # the order for pandas < 0.25.0 + cols = ['start', 'end', 'duration', 'intervals', 'daylight_intervals', + 'error_lower', 'error_upper', 'energy_expected', + 'energy_start', 'energy_end'] + df_outages = pd.DataFrame(outage_data, columns=cols) + + df_outages['energy_actual'] = ( + df_outages['energy_end'] - df_outages['energy_start'] + ) + # poor-quality cumulative meter data can create "negative production" + # outages. Set to nan so that negative value doesn't pollute other + # calcs. However, if using a net meter (instead of delivered), system + # consumption creates a legitimate decrease during some outages. Rule + # of thumb is that system consumption is about 0.5% of system + # production, but it'll be larger during winter. Choose 5% to be safer. + lower_limit = -0.05 * df_outages['energy_expected'] # Note the sign + below_limit = df_outages['energy_actual'] < lower_limit + df_outages.loc[below_limit, 'energy_actual'] = np.nan + + df_outages['ci_lower'] = ( + (1 + df_outages['error_lower']) * df_outages['energy_expected'] + ) + df_outages['ci_upper'] = ( + (1 + df_outages['error_upper']) * df_outages['energy_expected'] + ) + df_outages['type'] = np.where( + df_outages['energy_actual'] < df_outages['ci_lower'], + 'real', + 'comms') + df_outages.loc[df_outages['energy_actual'].isnull(), 'type'] = 'unknown' + df_outages['loss'] = np.where( + df_outages['type'] == 'real', + df_outages['energy_expected'] - df_outages['energy_actual'], + 0) + df_outages.loc[df_outages['type'] == 'unknown', 'loss'] = np.nan + + self.outage_info = df_outages + + # generate a best-guess timeseries loss for the full outages by + # scaling the expected power signal to match the actual + lost_power_full = pd.Series(0, index=self.loss_subsystem.index) + expected_power = self.power_expected + corrected_cumulative_energy = self.energy_cumulative.copy() + for i, row in self.outage_info.iterrows(): + start = row['start'] + end = row['end'] + subset = expected_power.loc[start:end].copy() + subset_energy = rdtools.energy_from_power(subset) + loss_fill = subset * row['loss'] / subset_energy.sum() + lost_power_full.loc[subset.index] += loss_fill + + # fill in the cumulative meter during the outages, again using + # the expected energy signal, but rescaled to match actual + # production this time: + production_fill = subset_energy.cumsum() + production_fill *= row['energy_actual'] / subset_energy.sum() + corrected_segment = row['energy_start'] + production_fill + corrected_cumulative_energy.loc[start:end] = corrected_segment + + self.energy_cumulative_corrected = corrected_cumulative_energy + self.loss_system = lost_power_full + + def _combine_losses(self, rollup_period='M'): + """ + Combine subsystem and system losses. + + Sets the `loss_total` and `results` attributes. + + Parameters + ---------- + rollup_period : pandas offset string, default 'M' + The period on which to roll up losses and calculate availability. + """ + + if ((self.loss_system > 0) & (self.loss_subsystem > 0)).any(): + msg = ( + 'Loss detected simultaneously at both system and subsystem ' + 'levels. This is unexpected and could indicate a problem with ' + 'the input time series data.' + ) + warnings.warn(msg, UserWarning) + + self.loss_total = self.loss_system + self.loss_subsystem + + # calculate actual production based on corrected cumulative meter + cumulative_energy = self.energy_cumulative_corrected + resampled_cumulative = cumulative_energy.resample(rollup_period) + actual_production = ( + resampled_cumulative.last() - resampled_cumulative.first() + ) + + lost_production = rdtools.energy_from_power(self.loss_total) + df = pd.DataFrame({ + 'lost_production': lost_production.resample(rollup_period).sum(), + 'actual_production': actual_production, + }) + loss_plus_actual = df['lost_production'] + df['actual_production'] + df['availability'] = 1 - df['lost_production'] / loss_plus_actual + self.results = df + + def run(self, low_threshold=None, relative_sizes=None, + power_system_limit=None, quantiles=(0.01, 0.99), + rollup_period='M'): + """ + Run the availability analysis. + + Parameters + ---------- + low_threshold : float or pd.Series, optional + An optional threshold used to naively classify subsystems as + online. If the threshold is a scalar, it will be used for all + subsystems. For subsystems with different capacities, a pandas + Series may be passed with index values matching the columns in + ``power_subsystem``. Units must match ``power_subsystem`` and + ``power_system``. If omitted, the limit is calculated for each + subsystem independently as 0.001 times the 99th percentile of its + power data. + + relative_sizes : dict or pd.Series, optional + The production capacity of each subsystem, normalized by the mean + subsystem capacity. If not specified, it will be estimated from + power data. + + power_system_limit : float or pd.Series, optional + Maximum allowable system power in the same units as the input + power timeseries. This parameter is used to account + for cases where online subsystems can partially mitigate the loss + of an offline subsystem, for example a system with a plant + controller and dynamic inverter setpoints. This constraint is + only applied to the subsystem loss calculation. + + quantiles : 2-element tuple, default (0.01, 0.99) + The quantiles of the error distribution used for the expected + energy confidence interval. The lower bound is used to classify + outages as either (1) a simple communication interruption with + no production loss or (2) a power outage with an associated + production loss estimate. + + rollup_period : pandas DateOffset or alias, default 'M' + The period on which to roll up losses and calculate availability. + """ + self._calc_loss_subsystem(low_threshold, relative_sizes, + power_system_limit) + self._calc_error_distributions(quantiles) + self._calc_loss_system() + self._combine_losses(rollup_period) + + def plot(self): + """ + Create a figure summarizing the availability analysis results. The + analysis must be run using the :py:meth:`.run` method before using + this method. + + Returns + ------- + fig : matplotlib Figure + """ + try: + self.loss_total + except AttributeError: + raise TypeError("No results to plot, use the `run` method first") + + return rdtools.plotting.availability_summary_plots( + self.power_system, self.power_subsystem, self.loss_total, + self.energy_cumulative, self.energy_expected_rescaled, + self.outage_info) diff --git a/rdtools/plotting.py b/rdtools/plotting.py index c66a1736..4706cb43 100644 --- a/rdtools/plotting.py +++ b/rdtools/plotting.py @@ -1,7 +1,7 @@ '''Functions for plotting degradation and soiling analysis results.''' import matplotlib.pyplot as plt - +import numpy as np def degradation_summary_plots(yoy_rd, yoy_ci, yoy_info, normalized_yield, hist_xmin=None, hist_xmax=None, bins=None, @@ -230,3 +230,95 @@ def soiling_rate_histogram(soiling_info, bins=None): ax.set_ylabel('Count') return fig + + +def availability_summary_plots(power_system, power_subsystem, loss_total, + energy_cumulative, energy_expected_rescaled, + outage_info): + """ + Create a figure summarizing the availability analysis results. + + Because all of the parameters to this function are products of an + AvailabilityAnalysis object, it is usually easier to use + :py:meth:`.availability.AvailabilityAnalysis.plot` instead of running + this function manually. + + Parameters + ---------- + power_system : pd.Series + Timeseries total system power. + + power_subsystem : pd.DataFrame + Timeseries power data, one column per subsystem. + + loss_total : pd.Series + Timeseries system lost power. + + energy_cumulative : pd.Series + Timeseries system cumulative energy. + + energy_expected_rescaled : pd.Series + Timeseries expected energy, rescaled to match actual energy. This + reflects interval energy, not cumulative. + + outage_info : pd.DataFrame + A dataframe with information about system outages. + + Returns + ------- + fig : matplotlib Figure + + See Also + -------- + rdtools.availability.AvailabilityAnalysis.plot + + Examples + -------- + >>> aa = AvailabilityAnalysis(...) + >>> aa.run() + >>> fig = rdtools.plotting.availability_summary_plots(aa.power_system, + ... aa.power_subsystem, aa.loss_total, aa.energy_cumulative, + ... aa.energy_expected_rescaled, aa.outage_info) + """ + fig = plt.figure(figsize=(16, 8)) + gs = fig.add_gridspec(3, 2) + ax1 = fig.add_subplot(gs[0, 0]) + ax2 = fig.add_subplot(gs[1, 0], sharex=ax1) + ax3 = fig.add_subplot(gs[2, 0], sharex=ax1) + ax4 = fig.add_subplot(gs[:, 1], sharex=ax1) + + # inverter power + power_system.plot(ax=ax1) + ax1.set_ylabel('Inverter Power [kW]') + # meter power + power_subsystem.plot(ax=ax2) + ax2.set_ylabel('System power [kW]') + # lost power + loss_total.plot(ax=ax3) + ax3.set_ylabel('Estimated lost power [kW]') + + # cumulative energy + ax4.plot(energy_cumulative, label='Reported Production') + + # we'll use the index value to only set legend entries for the first + # outage we plot. Just in case the index has some other values, we'll + # reset it here: + outage_info = outage_info.reset_index(drop=True) + for i, row in outage_info.iterrows(): + # matplotlib ignores legend entries starting with underscore, so we + # can use that to hide duplicate entries + prefix = "_" if i > 0 else "" + start, end = row[['start', 'end']] + start_energy = row['energy_start'] + expected_energy = row['energy_expected'] + lo, hi = np.abs(expected_energy - row[['ci_lower', 'ci_upper']]) + expected_curve = energy_expected_rescaled[start:end].cumsum() + expected_curve += start_energy + expected_curve.plot(c='tab:orange', ax=ax4, + label=prefix + 'Expected Production') + energy_end = expected_curve.iloc[-1] + ax4.errorbar([end], [energy_end], [[lo], [hi]], c='k', + label=prefix + 'Uncertainty') + ax4.legend() + ax4.set_ylabel('Cumulative Energy [kWh]') + return fig diff --git a/rdtools/test/availability_test.py b/rdtools/test/availability_test.py new file mode 100644 index 00000000..9af3bd12 --- /dev/null +++ b/rdtools/test/availability_test.py @@ -0,0 +1,474 @@ +""" +Test suite for inverter availability functions. +""" + +import pytest +from pandas.testing import assert_series_equal +from conftest import assert_isinstance + +from rdtools.availability import AvailabilityAnalysis + +import pvlib +import pandas as pd +import numpy as np +import itertools +import datetime +import matplotlib.pyplot as plt + +# Values to parametrize power tests across. One test will be run for each +# combination. Can't be careless about expanding this list because of +# combinatorial explosion. +PARAMETER_SPACE = list(itertools.product( + [0, np.nan], # values that power data takes during comms outage + [0, np.nan, 0.001, -0.001], # values during real downtime + [1.0, 3.0], # relative inverter capacities + [1, 3], # the number of inverters per system + [False, True], # whether any systems are really offline + [False, True], # whether a comms outage occurs +)) + +# display names for the test cases. default is just 0..N +PARAMETER_IDS = ["_".join(map(str, p)) for p in PARAMETER_SPACE] + + +@pytest.fixture(params=PARAMETER_SPACE, ids=PARAMETER_IDS) +def power_data(request): + """ + Generate power test cases corresponding to cover different system designs + and data artifacts caused by outages. This fixture is parametrized across + many (~hundreds) combinations in the PARAMETER_SPACE list. + + The method is to generate some inverter power signals of varying scales, + introduce power outages to some of them, calculate the system meter power + as the summed inverter power, and then add inverter communication outages. + + Returns a tuple: + - inverter_power, dataframe + - meter_power, series + - expected_loss, series + """ + # unpack the parameters: + comms_value, outage_value, relative_sizing, n_inverter, \ + has_power_outage, has_comms_outage = request.param + + # a few days of clearsky irradiance for creating a plausible power signal + times = pd.date_range('2019-01-01', '2019-01-05 23:59', freq='15min', + tz='US/Eastern') + location = pvlib.location.Location(40, -80) + # use haurwitz to avoid dependency on `tables` + clearsky = location.get_clearsky(times, model='haurwitz') + + # just set base inverter power = ghi+clipping for simplicity + base_power = clearsky['ghi'].clip(upper=0.8*clearsky['ghi'].max()) + + inverter_power = pd.DataFrame({'inv1': base_power}) + if n_inverter == 3: + inverter_power['inv2'] = base_power / relative_sizing + inverter_power['inv3'] = base_power * relative_sizing + + expected_loss = pd.Series(0, index=times, dtype=float) + + if has_power_outage: + date = '2019-01-01' + # this expected_loss calculation is not exactly the same as what the + # function uses, but it is quite close. Need to do the comparison + # with appropriate precision. + expected_loss.loc[date] = inverter_power.loc[date, 'inv1'] + lim = inverter_power['inv1'].quantile(0.99) / 1000 + expected_loss[inverter_power['inv1'] < lim] = 0 + inverter_power.loc[date, 'inv1'] = outage_value + + # special case: if n_inv == 1, the method can't estimate the loss: + if n_inverter == 1: + expected_loss.loc[date] = 0 + + # meter_power reflects real inverter-level outages, but not + # inverter-level comms outages, so do the sum before adding comms outages: + meter_power = inverter_power.sum(axis=1) + + if has_comms_outage: + inverter_power.loc['2019-01-02', 'inv1'] = comms_value + + return inverter_power, meter_power, expected_loss + + +def test__calc_loss_subsystem(power_data): + # implicitly sweeps across the parameter space because power_data is + # parametrized + inverter_power, meter_power, expected_loss = power_data + # these values aren't relevant to this test, but the timeseries are + # checked for timestamp consistency so just pass in dummy data: + energy_cumulative = pd.Series(np.nan, meter_power.index) + power_expected = pd.Series(np.nan, meter_power.index) + aa = AvailabilityAnalysis(meter_power, + inverter_power, + energy_cumulative=energy_cumulative, + power_expected=power_expected) + aa._calc_loss_subsystem(low_threshold=None, relative_sizes=None, + power_system_limit=None) + actual_loss = aa.loss_subsystem + # pandas <1.1.0 as no atol/rtol parameters, so just use np.round instead: + assert_series_equal(np.round(expected_loss, 1), + np.round(actual_loss, 1)) + + +@pytest.fixture +def dummy_power_data(): + # one inverter off half the time, one always online + N = 10 + df = pd.DataFrame({ + 'inv1': [0] * (N//2) + [1] * (N//2), + 'inv2': [1] * N, + }, index=pd.date_range('2019-01-01', freq='h', periods=N)) + # return dummy data for cumulative energy and expected power + dummy = pd.Series(np.nan, df.index) + return df, df.sum(axis=1), dummy + + +def test_calc_loss_subsystem_threshold(dummy_power_data): + # test low_threshold parameter. + # negative threshold means the inverter is never classified as offline + inverter_power, meter_power, dummy = dummy_power_data + aa = AvailabilityAnalysis(meter_power, + inverter_power, + energy_cumulative=dummy, + power_expected=dummy) + aa._calc_loss_subsystem(low_threshold=-1, relative_sizes=None, + power_system_limit=None) + actual_loss = aa.loss_subsystem + assert actual_loss.sum() == 0 + + +def test_calc_loss_subsystem_limit(dummy_power_data): + # test system_power_limit parameter. + # set it unrealistically low to verify it constrains the loss. + # real max power is 2, real max loss is 1, so setting limit=1.5 sets max + # loss to 0.5 + inverter_power, meter_power, dummy = dummy_power_data + aa = AvailabilityAnalysis(meter_power, + inverter_power, + energy_cumulative=dummy, + power_expected=dummy) + aa._calc_loss_subsystem(low_threshold=None, relative_sizes=None, + power_system_limit=1.5) + actual_loss = aa.loss_subsystem + assert actual_loss.max() == pytest.approx(0.5, abs=0.01) + + +@pytest.fixture +def difficult_data(): + # a nasty dataset with lots of downtime and almost no periods where + # the two inverters are online simultaneously, so calculating the + # relative sizes automatically gives the wrong answer. + + # generate a plausible clear-sky power signal + times = pd.date_range('2019-01-01', '2019-01-06', freq='15min', + tz='US/Eastern', closed='left') + location = pvlib.location.Location(40, -80) + clearsky = location.get_clearsky(times, model='haurwitz') + # just scale GHI to power for simplicity + base_power = 2.5*clearsky['ghi'] + # but require a minimum irradiance to turn on, simulating start-up voltage + base_power[clearsky['ghi'] < 20] = 0 + + # 1 and 3, so the relative sizing is 0.5 and 1.5 (1/2 and 3/2) + df = pd.DataFrame({ + 'inv1_power': base_power, + 'inv2_power': base_power * 3, + }) + relative_sizes = {'inv1_power': 0.5, 'inv2_power': 1.5} + + # inv1 offline days 1 & 2; inv2 offline days 3 & 4. Both online on day 5 + df.loc['2019-01-01', 'inv1_power'] = 0 + df.loc['2019-01-02', 'inv1_power'] = 0 + df.loc['2019-01-03', 'inv2_power'] = 0 + df.loc['2019-01-04', 'inv2_power'] = 0 + + # no need for communication outages here, so just take meter=inv sum + expected_power = meter_power = df.sum(axis=1) + + return df, meter_power, expected_power, relative_sizes + +def test_calc_loss_subsystem_relative_sizes(difficult_data): + # test that manually passing in relative_sizes improves the results + # for pathological datasets with tons of downtime + invs, meter, expected, relative_sizes = difficult_data + aa = AvailabilityAnalysis(meter, + invs, + energy_cumulative=meter.cumsum()/4, + power_expected=expected) + # verify that results are bad by default -- without the correction, the + # two inverters are weighted equally, so availability will be 50% when + # only one is online + aa.run(rollup_period='d') + ava = aa.results['availability'] + assert np.allclose(ava.iloc[0:4], 0.5) + assert np.allclose(ava.iloc[4], 1.0) + + # now use the correct relative_sizes + aa.run(rollup_period='d', relative_sizes=relative_sizes) + ava = aa.results['availability'] + assert np.allclose(ava.iloc[0:2], 0.75) + assert np.allclose(ava.iloc[2:4], 0.25) + assert np.allclose(ava.iloc[4], 1.0) + +# %% + +ENERGY_PARAMETER_SPACE = list(itertools.product( + [0, np.nan], # outage value for power + [0, np.nan, None], # value for cumulative energy (None means real value) + [0, 0.25, 0.5, 0.75, 1.0], # fraction of comms outage that is power outage +)) +# display names for the test cases. default is just 0..N +ENERGY_PARAMETER_IDS = ["_".join(map(str, p)) for p in ENERGY_PARAMETER_SPACE] + + +def _generate_energy_data(power_value, energy_value, outage_fraction): + """ + Generate an artificial mixed communication/power outage. + """ + # a few days of clearsky irradiance for creating a plausible power signal + times = pd.date_range('2019-01-01', '2019-01-15 23:59', freq='15min', + tz='US/Eastern') + location = pvlib.location.Location(40, -80) + # use haurwitz to avoid dependency on `tables` + clearsky = location.get_clearsky(times, model='haurwitz') + + # just set base inverter power = ghi+clipping for simplicity + base_power = clearsky['ghi'].clip(upper=0.8*clearsky['ghi'].max()) + + inverter_power = pd.DataFrame({ + 'inv0': base_power, + 'inv1': base_power*0.7, + 'inv2': base_power*1.3, + }) + expected_power = inverter_power.sum(axis=1) + # dawn/dusk points + expected_power[expected_power < 10] = 0 + # add noise and bias to the expected power signal + np.random.seed(2020) + expected_power *= 1.05 + np.random.normal(0, scale=0.05, size=len(times)) + + # calculate what part of the comms outage is a power outage + comms_outage = slice('2019-01-03 00:00', '2019-01-06 00:00') + start = times.get_loc(comms_outage.start) + stop = times.get_loc(comms_outage.stop) + power_outage = slice(start, int(start + outage_fraction * (stop-start))) + expected_loss = inverter_power.iloc[power_outage, :].sum().sum() / 4 + inverter_power.iloc[power_outage, :] = 0 + meter_power = inverter_power.sum(axis=1) + meter_energy = meter_power.cumsum() / 4 + # add an offset because in practice cumulative meter data never + # actually starts at 0: + meter_energy += 100 + + meter_power[comms_outage] = power_value + if energy_value is not None: + meter_energy[comms_outage] = energy_value + inverter_power.loc[comms_outage, :] = power_value + + expected_type = 'real' if outage_fraction > 0 else 'comms' + + return (meter_power, + meter_energy, + inverter_power, + expected_power, + expected_loss, + expected_type) + + +@pytest.fixture(params=ENERGY_PARAMETER_SPACE, ids=ENERGY_PARAMETER_IDS) +def energy_data(request): + # fixture sweeping across the entire parameter space + power_value, energy_value, outage_fraction = request.param + return _generate_energy_data(power_value, energy_value, outage_fraction) + + +@pytest.fixture +def energy_data_outage_single(): + # fixture only using a single parameter combination, for simpler tests. + # has one real outage. + outage_value, outage_fraction = np.nan, 0.25 + return _generate_energy_data(outage_value, outage_value, outage_fraction) + + +@pytest.fixture +def energy_data_comms_single(): + # fixture only using a single parameter combination, for simpler tests. + # has one comms outage. + outage_value, outage_fraction = np.nan, 0 + return _generate_energy_data(outage_value, outage_value, outage_fraction) + + +def test__calc_loss_system(energy_data): + # test single outage + (meter_power, + meter_energy, + inverter_power, + expected_power, + expected_loss, + expected_type) = energy_data + + aa = AvailabilityAnalysis(meter_power, inverter_power, + meter_energy, expected_power) + aa.run() + outage_info = aa.outage_info + + # only one outage + assert len(outage_info) == 1 + outage_info = outage_info.iloc[0, :] + + # outage was correctly classified: + assert outage_info['type'] == expected_type + + # outage loss is accurate to 5% of the true value: + assert outage_info['loss'] == pytest.approx(expected_loss, rel=0.05) + + +def test__calc_loss_system_multiple(energy_data): + # test multiple outages + (meter_power, + meter_energy, + inverter_power, + expected_power, + _, _) = energy_data + + date = '2019-01-08' + meter_power.loc[date] = 0 + meter_energy.loc[date] = 0 + inverter_power.loc[date] = 0 + aa = AvailabilityAnalysis(meter_power, inverter_power, + meter_energy, expected_power) + aa.run() + outage_info = aa.outage_info + assert len(outage_info) == 2 + + +@pytest.mark.parametrize('side', ['start', 'end']) +def test__calc_loss_system_startend(side, energy_data_outage_single): + # data starts or ends in an outage + (meter_power, + meter_energy, + inverter_power, + expected_power, + _, _) = energy_data_outage_single + + if side == 'start': + # an outage all day on the 1st, so technically the outage extends to + # sunrise on the 2nd, but it doesn't wrap around to the previous dusk + date = '2019-01-01' + expected_start = '2019-01-01 00:00' + expected_end = '2019-01-02 07:45' + idx = 0 + else: + # last day doesn't have a "sunrise on the next day", so it doesn't + # wrap around + date = '2019-01-15' + expected_start = '2019-01-14 17:15' + expected_end = '2019-01-15 23:45' + idx = -1 + + meter_power.loc[date] = 0 + meter_energy.loc[date] = 0 + inverter_power.loc[date] = 0 + + aa = AvailabilityAnalysis(meter_power, inverter_power, + meter_energy, expected_power) + aa.run() + outage_info = aa.outage_info + actual_start = outage_info['start'].iloc[idx].strftime('%Y-%m-%d %H:%M') + actual_end = outage_info['end'].iloc[idx].strftime('%Y-%m-%d %H:%M') + assert actual_start == expected_start + assert actual_end == expected_end + + +def test__calc_loss_system_quantiles(energy_data_comms_single): + # exercise the quantiles parameter + (meter_power, + meter_energy, + inverter_power, + expected_power, + _, _) = energy_data_comms_single + + # first make sure it gets picked up as a comms outage with normal quantiles + aa = AvailabilityAnalysis(meter_power, inverter_power, + meter_energy, expected_power) + aa.run(quantiles=(0.01, 0.99)) + outage_info = aa.outage_info + assert outage_info['type'].values[0] == 'comms' + + # set the lower quantile very high so that the comms outage gets + # classified as a real outage + aa = AvailabilityAnalysis(meter_power, inverter_power, + meter_energy, expected_power) + aa.run(quantiles=(0.999, 0.9999)) + outage_info = aa.outage_info + assert outage_info['type'].values[0] == 'real' + + +# %% plotting + +@pytest.fixture +def availability_analysis_object(energy_data_outage_single): + (meter_power, + meter_energy, + inverter_power, + expected_power, + _, _) = energy_data_outage_single + + aa = AvailabilityAnalysis(meter_power, inverter_power, meter_energy, + expected_power) + aa.run() + return aa + + +def test_plot(availability_analysis_object): + result = availability_analysis_object.plot() + assert_isinstance(result, plt.Figure) + + +# %% errors + +def test_plot_norun(dummy_power_data): + _, _, dummy = dummy_power_data + aa = AvailabilityAnalysis(dummy, dummy, dummy, dummy) + # don't call run, just go straight to plot + with pytest.raises(TypeError, match="No results to plot"): + aa.plot() + + +def test_availability_analysis_index_mismatch(energy_data_outage_single): + # exercise the timeseries index check + (meter_power, + meter_energy, + inverter_power, + expected_power, + _, _) = energy_data_outage_single + + base_kwargs = { + 'power_system': meter_power, + 'power_subsystem': inverter_power, + 'energy_cumulative': meter_energy, + 'power_expected': expected_power, + } + # verify that the check works for any of the timeseries inputs + for key in base_kwargs.keys(): + kwargs = base_kwargs.copy() + value = kwargs.pop(key) + value_shortened = value.iloc[1:] + kwargs[key] = value_shortened + with pytest.raises(ValueError, match='timeseries indexes must match'): + aa = AvailabilityAnalysis(**kwargs) + + +def test_availability_analysis_doublecount_loss(availability_analysis_object): + # test that a warning is emitted when loss is found at both the + # system and subsystem levels. I don't know how to trigger the warning + # with real data, so we'll "hack" the analysis object: + loss = pd.Series(0, index=availability_analysis_object.power_system.index) + loss.iloc[0] = 1 + availability_analysis_object.loss_system = loss + availability_analysis_object.loss_subsystem = loss + match = 'Loss detected simultaneously at both system and subsystem levels.' + with pytest.warns(UserWarning, match=match): + availability_analysis_object._combine_losses() diff --git a/rdtools/test/conftest.py b/rdtools/test/conftest.py new file mode 100644 index 00000000..ed2b5c2f --- /dev/null +++ b/rdtools/test/conftest.py @@ -0,0 +1,2 @@ +def assert_isinstance(obj, klass): + assert isinstance(obj, klass), f'got {type(obj)}, expected {klass}' diff --git a/rdtools/test/plotting_test.py b/rdtools/test/plotting_test.py index 5da59f41..3062b696 100644 --- a/rdtools/test/plotting_test.py +++ b/rdtools/test/plotting_test.py @@ -1,16 +1,21 @@ import pandas as pd import numpy as np +import rdtools from rdtools.degradation import degradation_year_on_year from rdtools.soiling import soiling_srr +from rdtools.normalization import energy_from_power from rdtools.plotting import ( degradation_summary_plots, soiling_monte_carlo_plot, soiling_interval_plot, - soiling_rate_histogram + soiling_rate_histogram, + availability_summary_plots, ) import matplotlib.pyplot as plt import pytest +from conftest import assert_isinstance + # bring in soiling pytest fixtures from soiling_test import ( times, # can't rename this or else the others can't find it @@ -18,10 +23,11 @@ insolation as soiling_insolation, ) - -def assert_isinstance(obj, klass): - assert isinstance(obj, klass), f'got {type(obj)}, expected {klass}' - +# availability pytest fixture +from availability_test import ( + energy_data_outage_single, + availability_analysis_object +) # can't import degradation fixtures because it's a unittest file. # roll our own here instead: @@ -162,3 +168,24 @@ def test_soiling_rate_histogram_kwargs(soiling_info): ) result = soiling_rate_histogram(soiling_info, **kwargs) assert_isinstance(result, plt.Figure) + + +def test_availability_summary_plots(availability_analysis_object): + aa = availability_analysis_object + result = availability_summary_plots( + aa.power_system, aa.power_subsystem, aa.loss_total, + aa.energy_cumulative, aa.energy_expected_rescaled, + aa.outage_info) + assert_isinstance(result, plt.Figure) + + +def test_availability_summary_plots_empty(availability_analysis_object): + # empty outage_info + aa = availability_analysis_object + empty = aa.outage_info.iloc[:0, :] + result = availability_summary_plots( + aa.power_system, aa.power_subsystem, aa.loss_total, + aa.energy_cumulative, aa.energy_expected_rescaled, + empty) + assert_isinstance(result, plt.Figure) + diff --git a/requirements.txt b/requirements.txt index 9344820c..23b191f6 100644 --- a/requirements.txt +++ b/requirements.txt @@ -14,4 +14,4 @@ pytz==2019.3 scipy==1.3.2 six==1.14.0 sphinx-rtd-theme==0.4.3 -statsmodels==0.11.1 \ No newline at end of file +statsmodels==0.11.1 From a32bed6ef413b7a9f99913cb6233520bd5f5269e Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Thu, 1 Oct 2020 15:46:01 -0600 Subject: [PATCH 132/146] Feat/monthly soiling metrics (#193) * Add monthly soiling calculations (adds pep8 compliance in a few spots also) * Add the monthly calculations to example notebook * update api.rst * update changelog * clean up docs * Add annual soiling ratio calculation * Add parameter to control confidence interval in annual and monthly functions * update sphinx * minor pep8 clean up * annual_soiling_ratios tests * Update pandas in requirements required to use the atol kwarg in pd.testing.assert_frame_equal() * Fix bug that occurs when some months are untouched by all intervals * further bug fix for untouched months * monthly_soiling_rates tests * update notebook kernel * Format docstring for sphinx Co-authored-by: Kevin Anderson <57452607+kanderso-nrel@users.noreply.github.com> * typo fix Co-authored-by: Kevin Anderson <57452607+kanderso-nrel@users.noreply.github.com> * Doc updates * Change output of annual_soiling_ratios() * bump matplotlib version * Run notebook * docs typo Co-authored-by: Kevin Anderson <57452607+kanderso-nrel@users.noreply.github.com> * simplify annual_soiling_ratios() * Correct monthly_soiling_rates() docstring * Reword `monthly_soiling_rates()` docstring * rename min_interval_length * Update soiilng docstrings * Change from slope to soiling rate * typo * Fix table * add soiling rate units * turn off smartquotes * Changlog entry for soiling interval summary column name changes Co-authored-by: Kevin Anderson <57452607+kanderso-nrel@users.noreply.github.com> --- ...radation_and_soiling_example_pvdaq_4.ipynb | 393 ++++++++++++++++-- docs/sphinx/source/api.rst | 2 + docs/sphinx/source/changelog/pending.rst | 10 +- docs/sphinx/source/conf.py | 1 + rdtools/__init__.py | 2 + rdtools/plotting.py | 2 +- rdtools/soiling.py | 329 +++++++++++++-- rdtools/test/soiling_test.py | 163 +++++++- requirements.txt | 4 +- 9 files changed, 824 insertions(+), 82 deletions(-) diff --git a/docs/degradation_and_soiling_example_pvdaq_4.ipynb b/docs/degradation_and_soiling_example_pvdaq_4.ipynb index fef481b9..c1f2b5a1 100644 --- a/docs/degradation_and_soiling_example_pvdaq_4.ipynb +++ b/docs/degradation_and_soiling_example_pvdaq_4.ipynb @@ -90,7 +90,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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    " ] @@ -175,7 +175,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -224,7 +224,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -271,7 +271,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -307,7 +307,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -440,7 +440,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -461,7 +461,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
    " ] @@ -504,9 +504,9 @@ " \n", " start\n", " end\n", - " slope\n", - " slope_low\n", - " slope_high\n", + " soiling_rate\n", + " soiling_rate_low\n", + " soiling_rate_high\n", " inferred_start_loss\n", " inferred_end_loss\n", " length\n", @@ -579,19 +579,26 @@ "" ], "text/plain": [ - " start end slope slope_low \\\n", - "0 2010-02-25 00:00:00-07:00 2010-03-07 00:00:00-07:00 0.000000 0.000000 \n", - "1 2010-03-08 00:00:00-07:00 2010-03-11 00:00:00-07:00 0.000000 0.000000 \n", - "2 2010-03-12 00:00:00-07:00 2010-04-08 00:00:00-07:00 -0.002423 -0.005208 \n", - "3 2010-04-09 00:00:00-07:00 2010-04-11 00:00:00-07:00 0.000000 0.000000 \n", - "4 2010-04-12 00:00:00-07:00 2010-04-20 00:00:00-07:00 0.000000 0.000000 \n", + " start end soiling_rate \\\n", + "0 2010-02-25 00:00:00-07:00 2010-03-07 00:00:00-07:00 0.000000 \n", + "1 2010-03-08 00:00:00-07:00 2010-03-11 00:00:00-07:00 0.000000 \n", + "2 2010-03-12 00:00:00-07:00 2010-04-08 00:00:00-07:00 -0.002423 \n", + "3 2010-04-09 00:00:00-07:00 2010-04-11 00:00:00-07:00 0.000000 \n", + "4 2010-04-12 00:00:00-07:00 2010-04-20 00:00:00-07:00 0.000000 \n", "\n", - " slope_high inferred_start_loss inferred_end_loss length valid \n", - "0 0.0 0.669120 0.896014 10 False \n", - "1 0.0 1.048615 1.011925 3 False \n", - "2 0.0 1.058734 0.993322 27 True \n", - "3 0.0 1.045265 1.045265 2 False \n", - "4 0.0 1.036445 1.026461 8 False " + " soiling_rate_low soiling_rate_high inferred_start_loss \\\n", + "0 0.000000 0.0 0.669120 \n", + "1 0.000000 0.0 1.048615 \n", + "2 -0.005208 0.0 1.058734 \n", + "3 0.000000 0.0 1.045265 \n", + "4 0.000000 0.0 1.036445 \n", + "\n", + " inferred_end_loss length valid \n", + "0 0.896014 10 False \n", + "1 1.011925 3 False \n", + "2 0.993322 27 True \n", + "3 1.045265 2 False \n", + "4 1.026461 8 False " ] }, "execution_count": 16, @@ -612,7 +619,38 @@ "outputs": [ { "data": { - "image/png": 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+ "text/plain": [ + "0 2010-02-25 00:00:00-07:00\n", + "1 2010-03-08 00:00:00-07:00\n", + "2 2010-03-12 00:00:00-07:00\n", + "3 2010-04-09 00:00:00-07:00\n", + "4 2010-04-12 00:00:00-07:00\n", + " ... \n", + "59 2016-04-10 00:00:00-07:00\n", + "60 2016-04-16 00:00:00-07:00\n", + "61 2016-05-04 00:00:00-07:00\n", + "62 2016-07-13 00:00:00-07:00\n", + "63 2016-12-06 00:00:00-07:00\n", + "Name: start, Length: 64, dtype: datetime64[ns, Etc/GMT+7]" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "soiling_summary['start']" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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    " ] @@ -633,6 +671,295 @@ "These plots show generally good results from the SRR method. In this example, we have slightly overestimated the soiling loss because we used the default behavior of the `method` key word argument in `rdtools.soiling_srr()`, which does not assume that every cleaning is perfect but the example artificial soiling signal did include perfect cleaning. We encourage you to adjust the options of `rdtools.soiling_srr()` for your application." ] }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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    monthsoiling_rate_mediansoiling_rate_lowsoiling_rate_highinterval_count
    01-0.000941-0.001944-0.0006896
    12-0.001798-0.006173-0.0007497
    23-0.001096-0.002236-0.00039610
    34-0.000946-0.001920-0.0001099
    45-0.000276-0.000614-0.0000777
    56-0.000315-0.000728-0.0000868
    67-0.000397-0.001254-0.0001398
    78-0.000676-0.001778-0.0001787
    89-0.000833-0.001559-0.0001838
    910-0.000874-0.001411-0.0001938
    1011-0.000917-0.001887-0.0002238
    1112-0.000946-0.002453-0.0006886
    \n", + "
    " + ], + "text/plain": [ + " month soiling_rate_median soiling_rate_low soiling_rate_high \\\n", + "0 1 -0.000941 -0.001944 -0.000689 \n", + "1 2 -0.001798 -0.006173 -0.000749 \n", + "2 3 -0.001096 -0.002236 -0.000396 \n", + "3 4 -0.000946 -0.001920 -0.000109 \n", + "4 5 -0.000276 -0.000614 -0.000077 \n", + "5 6 -0.000315 -0.000728 -0.000086 \n", + "6 7 -0.000397 -0.001254 -0.000139 \n", + "7 8 -0.000676 -0.001778 -0.000178 \n", + "8 9 -0.000833 -0.001559 -0.000183 \n", + "9 10 -0.000874 -0.001411 -0.000193 \n", + "10 11 -0.000917 -0.001887 -0.000223 \n", + "11 12 -0.000946 -0.002453 -0.000688 \n", + "\n", + " interval_count \n", + "0 6 \n", + "1 7 \n", + "2 10 \n", + "3 9 \n", + "4 7 \n", + "5 8 \n", + "6 8 \n", + "7 7 \n", + "8 8 \n", + "9 8 \n", + "10 8 \n", + "11 6 " + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Calculate and view a monthly soiling rate summary\n", + "rdtools.monthly_soiling_rates(soiling_info['soiling_interval_summary'],\n", + " confidence_level=cl)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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    yearsoiling_ratio_mediansoiling_ratio_lowsoiling_ratio_high
    020100.9750220.9341110.992382
    120110.9585940.8721320.984363
    220120.9454950.8674140.989819
    320130.9572870.9068410.987823
    420140.9597870.9023340.991943
    520150.9590140.8991790.985713
    620160.9646050.8423940.987011
    \n", + "
    " + ], + "text/plain": [ + " year soiling_ratio_median soiling_ratio_low soiling_ratio_high\n", + "0 2010 0.975022 0.934111 0.992382\n", + "1 2011 0.958594 0.872132 0.984363\n", + "2 2012 0.945495 0.867414 0.989819\n", + "3 2013 0.957287 0.906841 0.987823\n", + "4 2014 0.959787 0.902334 0.991943\n", + "5 2015 0.959014 0.899179 0.985713\n", + "6 2016 0.964605 0.842394 0.987011" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Calculate and view annual soiling ratios and their confidence intervals\n", + "# based on the Monte Carlo simulation. Note that these losses include the\n", + "# assumptions of the cleaning assumptions associated with the method parameter\n", + "# of rdtools.soiling_srr(). For anything but 'perfect_clean', each year's soiling\n", + "# ratio may be impacted by prior years' soiling profiles. The default behavior of\n", + "# rdtools.soiling_srr uses method='half_norm_clean'\n", + "\n", + "rdtools.annual_soiling_ratios(soiling_info['stochastic_soiling_profiles'],\n", + " confidence_level=cl)" + ] + }, { "cell_type": "markdown", "metadata": { @@ -658,7 +985,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -691,7 +1018,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -722,7 +1049,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -748,7 +1075,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -766,19 +1093,19 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "The P95 exceedance level with the clear sky analysis is -0.91%/yr\n" + "The P95 exceedance level with the clear sky analysis is -0.92%/yr\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -813,17 +1140,17 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 26, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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    " ] }, - "execution_count": 23, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } diff --git a/docs/sphinx/source/api.rst b/docs/sphinx/source/api.rst index 0b8a3eb6..16fc976e 100644 --- a/docs/sphinx/source/api.rst +++ b/docs/sphinx/source/api.rst @@ -46,6 +46,8 @@ Functions for estimating soiling rates from PV system data. :toctree: generated/ soiling.soiling_srr + soiling.monthly_soiling_rates + soiling.annual_soiling_ratios soiling.SRRAnalysis soiling.SRRAnalysis.run diff --git a/docs/sphinx/source/changelog/pending.rst b/docs/sphinx/source/changelog/pending.rst index 38bfcf7b..418ed629 100644 --- a/docs/sphinx/source/changelog/pending.rst +++ b/docs/sphinx/source/changelog/pending.rst @@ -5,9 +5,14 @@ Pending API Changes ----------- +* Change the column names 'slope', 'slope_low', and 'slope_high' to 'soiling_rate', 'soiling_rate_low', and 'soiling_rate_high' in ``calc_info['soiling_interval_summary']`` returned from :py:meth:`~rdtools.soiling.SRRAnalysis.run()` and :py:func:`rdtools.soiling.soiling_srr()` (:pull:`193`). + Enhancements ------------ + +* Add new function :py:func:`~rdtools.soiling.monthly_soiling_rates` (:pull:`193`). +* Add new function :py:func:`~rdtools.annual_soiling_ratios` (:pull:`193`). * Create new module :py:mod:`~rdtools.availability` and class :py:class:`~rdtools.availability.AvailabilityAanlysis` for estimating timeseries system availability (:pull:`131`) @@ -27,16 +32,17 @@ Documentation * Update landing page and add new "Inverter Downtime" documentation page based on the availability notebook (:pull:`131`) - Requirements ------------ Example Updates --------------- +* :py:func:`~rdtools.soiling.monthly_soiling_rates` added to degradation_and_soiling_example_pvdaq_4.ipynb * Add new ``system_availability_example.ipynb`` notebook (:pull:`131`) - + Contributors ------------ * Kevin Anderson (:ghuser:`kanderso-nrel`) +* Mike Deceglie (:ghuser:`mdeceglie`) diff --git a/docs/sphinx/source/conf.py b/docs/sphinx/source/conf.py index 420d26b3..c27f345b 100644 --- a/docs/sphinx/source/conf.py +++ b/docs/sphinx/source/conf.py @@ -80,6 +80,7 @@ # relative to this directory. They are copied after the builtin static files, # so a file named "default.css" will overwrite the builtin "default.css". html_static_path = ['_static', '_images'] +smartquotes = False master_doc = 'index' # A workaround for the responsive tables always having annoying scrollbars. diff --git a/rdtools/__init__.py b/rdtools/__init__.py index 64c19904..d3ffc54e 100644 --- a/rdtools/__init__.py +++ b/rdtools/__init__.py @@ -15,6 +15,8 @@ from rdtools.filtering import clip_filter from rdtools.filtering import normalized_filter from rdtools.soiling import soiling_srr +from rdtools.soiling import monthly_soiling_rates +from rdtools.soiling import annual_soiling_ratios from rdtools.plotting import degradation_summary_plots from rdtools.plotting import soiling_monte_carlo_plot from rdtools.plotting import soiling_interval_plot diff --git a/rdtools/plotting.py b/rdtools/plotting.py index 4706cb43..f001609a 100644 --- a/rdtools/plotting.py +++ b/rdtools/plotting.py @@ -224,7 +224,7 @@ def soiling_rate_histogram(soiling_info, bins=None): soiling_summary = soiling_info['soiling_interval_summary'] fig, ax = plt.subplots() - ax.hist(100.0 * soiling_summary.loc[soiling_summary['valid'], 'slope'], + ax.hist(100.0 * soiling_summary.loc[soiling_summary['valid'], 'soiling_rate'], bins=bins) ax.set_xlabel('Soiling rate (%/day)') ax.set_ylabel('Count') diff --git a/rdtools/soiling.py b/rdtools/soiling.py index d9327425..5be9812a 100644 --- a/rdtools/soiling.py +++ b/rdtools/soiling.py @@ -25,7 +25,7 @@ class SRRAnalysis(): In either case, data should be insolation-weighted daily aggregates. insolation_daily : pd.Series Daily plane-of-array insolation corresponding to - `energy_normalized_daily` + `energy_normalized_daily`. Arbitrary units. precipitation_daily : pd.Series, default None Daily total precipitation. (Ignored if ``clean_criterion='shift'`` in subsequent calculations.) @@ -147,7 +147,8 @@ def _calc_daily_df(self, day_scale=14, clean_threshold='infer', if clean_criterion == 'precip_and_shift': # Detect which cleaning events are associated with rain within a 3 day window - precip_event = precip_event.rolling(3, center=True, min_periods=1).apply(any).astype(bool) + precip_event = precip_event.rolling( + 3, center=True, min_periods=1).apply(any).astype(bool) df['clean_event'] = (df['clean_event_detected'] & precip_event) elif clean_criterion == 'precip_or_shift': df['clean_event'] = (df['clean_event_detected'] | precip_event) @@ -160,7 +161,8 @@ def _calc_daily_df(self, day_scale=14, clean_threshold='infer', '{"precip_and_shift", "precip_or_shift", "precip", "shift"}') df['clean_event'] = df.clean_event | out_start | out_end - df['clean_event'] = (df.clean_event) & (~df.clean_event.shift(-1).fillna(False)) + df['clean_event'] = (df.clean_event) & ( + ~df.clean_event.shift(-1).fillna(False)) df = df.fillna(0) @@ -248,7 +250,8 @@ def _calc_result_df(self, trim=False, max_relative_slope_error=500.0, # Filter results for each interval, # setting invalid interval to slope of 0 - results['slope_err'] = (results.run_slope_high-results.run_slope_low)/abs(results.run_slope) + results['slope_err'] = ( + results.run_slope_high - results.run_slope_low) / abs(results.run_slope) # critera for exclusions filt = ( (results.run_slope > 0) | @@ -371,7 +374,7 @@ def _calc_monte(self, monte, method='half_norm_clean'): # Use a half normal with the infered clean at the # 3sigma point x = np.clip(end + row.inferred_recovery, 0, 1) - inter_start = 1 - abs(np.random.normal(0.0, (1 - x)/3)) + inter_start = 1 - abs(np.random.normal(0.0, (1 - x) / 3)) # Update the valid rows in results_rand valid_update = pd.DataFrame() @@ -476,10 +479,10 @@ def run(self, reps=1000, day_scale=14, clean_threshold='infer', method : str, default 'half_norm_clean' How to treat the recovery of each cleaning event: - * `random_clean` - a random recovery between 0-100% - * `perfect_clean` - each cleaning event returns the performance + * 'random_clean' - a random recovery between 0-100% + * 'perfect_clean' - each cleaning event returns the performance metric to 1 - * `half_norm_clean` (default) - The three-sigma lower bound of + * 'half_norm_clean' (default) - The three-sigma lower bound of recovery is inferred from the fit of the following interval, the upper bound is 1 with the magnitude drawn from a half normal centered at 1 @@ -518,23 +521,55 @@ def run(self, reps=1000, day_scale=14, clean_threshold='infer', Returns ------- insolation_weighted_soiling_ratio : float - P50 insolation weighted soiling ratio based on stochastic rate and + P50 insolation-weighted soiling ratio based on stochastic rate and recovery analysis confidence_interval : np.array confidence interval (size specified by confidence_level) of - degradation rate estimate + insolation-weighted soiling ratio calc_info : dict - * `renormalizing_factor` - value used to recenter data - * `exceedance_level` - the insolation-weighted soiling ratio that + * 'renormalizing_factor' - value used to recenter data + * 'exceedance_level' - the insolation-weighted soiling ratio that was outperformed with probability of exceedance_prob - * `stochastic_soiling_profiles` - List of Pandas series + * 'stochastic_soiling_profiles' - List of Pandas series corresponding to the Monte Carlo realizations of soiling ratio profiles - * `soiling_interval_summary` - Pandas dataframe summarizing the - soiling intervals identified - * `soiling_ratio_perfect_clean` - Pandas series of the soiling + * 'soiling_ratio_perfect_clean' - Pandas series of the soiling ratio during valid soiling intervals assuming perfect cleaning - and P50 slopes. + and P50 slopes + * 'soiling_interval_summary' - Pandas dataframe summarizing the + soiling intervals identified. The columns of the dataframe are + as follows: + + +------------------------+----------------------------------------------+ + | Column Name | Description | + +========================+==============================================+ + | 'start' | Start timestamp of the soiling interval | + +------------------------+----------------------------------------------+ + | 'end' | End timestamp of the soiling interval | + +------------------------+----------------------------------------------+ + | 'soiling_rate' | P50 Soiling rate for interval, in day^−1 | + | | Negative value indicates soiling is | + | | occurring. E.g. a rate of −0.01 indicates 1% | + | | soiling loss per day. | + +------------------------+----------------------------------------------+ + | 'soiling_rate_low' | Low edge of confidence interval for soiling | + | | rate for interval, in day^−1 | + +------------------------+----------------------------------------------+ + | 'soiling_rate_high' | High edge of confidence interval for | + | | soiling rate for interval, in day^−1 | + +------------------------+----------------------------------------------+ + | 'inferred_start_loss' | Estimated performance metric at the start | + | | of the interval | + +------------------------+----------------------------------------------+ + | 'inferred_end_loss' | Estimated performance metric at the end | + | | of the interval | + +------------------------+----------------------------------------------+ + | 'length' | Number of days in the interval | + +------------------------+----------------------------------------------+ + | 'valid' | Whether the interval meets the criteria to | + | | be treated as a valid soiling interval | + +------------------------+----------------------------------------------+ + ''' self._calc_daily_df(day_scale=day_scale, clean_threshold=clean_threshold, @@ -562,9 +597,9 @@ def run(self, reps=1000, day_scale=14, clean_threshold='infer', ['start', 'end', 'run_slope', 'run_slope_low', 'run_slope_high', 'inferred_start_loss', 'inferred_end_loss', 'length', 'valid']].copy() - intervals_out.rename(columns={'run_slope': 'slope', - 'run_slope_high': 'slope_high', - 'run_slope_low': 'slope_low', + intervals_out.rename(columns={'run_slope': 'soiling_rate', + 'run_slope_high': 'soiling_rate_high', + 'run_slope_low': 'soiling_rate_low', }, inplace=True) df_d = self.analyzed_daily_df @@ -600,7 +635,7 @@ def soiling_srr(energy_normalized_daily, insolation_daily, reps=1000, In either case, data should be insolation-weighted daily aggregates. insolation_daily : pd.Series Daily plane-of-array insolation corresponding to - `energy_normalized_daily` + `energy_normalized_daily`. Arbitrary units. reps : int, default 1000 number of Monte Carlo realizations to calculate precipitation_daily : pd.Series, default None @@ -619,12 +654,12 @@ def soiling_srr(energy_normalized_daily, insolation_daily, reps=1000, Whether to trim (remove) the first and last soiling intervals to avoid inclusion of partial intervals method : str, default 'half_norm_clean' - how to treat the recovery of each cleaning event + How to treat the recovery of each cleaning event - * `random_clean` - a random recovery between 0-100% - * `perfect_clean` - each cleaning event returns the performance metric + * 'random_clean' - a random recovery between 0-100% + * 'perfect_clean' - each cleaning event returns the performance metric to 1 - * `half_norm_clean` (default) - The three-sigma lower bound of recovery + * 'half_norm_clean' (default) - The three-sigma lower bound of recovery is inferred from the fit of the following interval, the upper bound is 1 with the magnitude drawn from a half normal centered at 1 clean_criterion : {'precip_and_shift', 'precip_or_shift', 'precip', 'shift'} \ @@ -640,7 +675,7 @@ def soiling_srr(energy_normalized_daily, insolation_daily, reps=1000, The daily precipitation threshold for defining precipitation cleaning events. Units must be consistent with precip. min_interval_length : int, default 2 - The minimum duration for an interval to be considered + The minimum duration, in days, for an interval to be considered valid. Cannot be less than 2 (days). exceedance_prob : float, default 95.0 the probability level to use for exceedance value calculation in @@ -664,22 +699,51 @@ def soiling_srr(energy_normalized_daily, insolation_daily, reps=1000, P50 insolation weighted soiling ratio based on stochastic rate and recovery analysis confidence_interval : np.array - confidence interval (size specified by `confidence_level`) of + confidence interval (size specified by ``confidence_level``) of degradation rate estimate calc_info : dict - Calculation information from the SRR process. - - * `renormalizing_factor` - value used to recenter data - * `exceedance_level` - the insolation-weighted soiling ratio that + * 'renormalizing_factor' - value used to recenter data + * 'exceedance_level' - the insolation-weighted soiling ratio that was outperformed with probability of exceedance_prob - * `stochastic_soiling_profiles` - List of Pandas series - corresponding to the Monte Carlo realizations of soiling - ratio profiles - * `soiling_interval_summary` - Pandas dataframe summarizing the - soiling intervals identified - * `soiling_ratio_perfect_clean` - Pandas series of the soiling + * 'stochastic_soiling_profiles' - List of Pandas series + corresponding to the Monte Carlo realizations of soiling ratio + profiles + * 'soiling_ratio_perfect_clean' - Pandas series of the soiling ratio during valid soiling intervals assuming perfect cleaning - and P50 slopes. + and P50 slopes + * 'soiling_interval_summary' - Pandas dataframe summarizing the + soiling intervals identified. The columns of the dataframe are + as follows: + + +------------------------+----------------------------------------------+ + | Column Name | Description | + +========================+==============================================+ + | 'start' | Start timestamp of the soiling interval | + +------------------------+----------------------------------------------+ + | 'end' | End timestamp of the soiling interval | + +------------------------+----------------------------------------------+ + | 'soiling_rate' | P50 Soiling rate for interval, in day^−1 | + | | Negative value indicates soiling is | + | | occurring. E.g. a rate of −0.01 indicates 1% | + | | soiling loss per day. | + +------------------------+----------------------------------------------+ + | 'soiling_rate_low' | Low edge of confidence interval for soiling | + | | rate for interval, in day^−1 | + +------------------------+----------------------------------------------+ + | 'soiling_rate_high' | High edge of confidence interval for | + | | soiling rate for interval, in day^−1 | + +------------------------+----------------------------------------------+ + | 'inferred_start_loss' | Estimated performance metric at the start | + | | of the interval | + +------------------------+----------------------------------------------+ + | 'inferred_end_loss' | Estimated performance metric at the end | + | | of the interval | + +------------------------+----------------------------------------------+ + | 'length' | Number of days in the interval | + +------------------------+----------------------------------------------+ + | 'valid' | Whether the interval meets the criteria to | + | | be treated as a valid soiling interval | + +------------------------+----------------------------------------------+ ''' srr = SRRAnalysis(energy_normalized_daily, @@ -701,3 +765,192 @@ def soiling_srr(energy_normalized_daily, insolation_daily, reps=1000, max_negative_step=max_negative_step) return sr, sr_ci, soiling_info + + +def _count_month_days(start, end): + '''Return a dict of number of days between start and end (inclusive) in each month''' + days = pd.date_range(start, end) + months = [x.month for x in days] + out_dict = {} + for month in range(1, 13): + out_dict[month] = months.count(month) + + return out_dict + + +def annual_soiling_ratios(stochastic_soiling_profiles, confidence_level=68.2): + ''' + Return annualized soiling ratios and associated confidence intervals based + on stochastic soiling profiles from SRR. Note that each year may be affected + by previous years' profiles for all SRR cleaning assumptions (i.e. method) except + perfect_clean. + + Parameters + ---------- + stochastic_soiling_profiles : list + List of pd.Series representing profile realizations from the SRR monte carlo. + Typically ``soiling_interval_summary['stochastic_soiling_profiles']`` obtained with + :py:func:`rdtools.soiling.soiling_srr` or :py:meth:`rdtools.soiling.SRRAnalysis.run` + + confidence_level : float, default 68.2 + The size of the confidence interval to use in determining the upper and lower + quantiles reported in the returned DataFrame. (The median is always included in + the result.) + + Returns + ------- + pd.DataFrame + DataFrame describing annual soiling rates. + + +------------------------+-------------------------------------------+ + | Column Name | Description | + +========================+===========================================+ + | 'year' | Calendar year | + +------------------------+-------------------------------------------+ + | 'soiling_ratio_median' | The median insolation-weighted soiling | + | | ratio for the year | + +------------------------+-------------------------------------------+ + | 'soiling_ratio_low' | The lower edge of the confidence interval | + | | for insolation-weighted soiling ratio for | + | | the year | + +------------------------+-------------------------------------------+ + | 'soiling_ratio_high' | The upper edge of the confidence interval | + | | for insolation-weighted soiling ratio for | + | | the year | + +------------------------+-------------------------------------------+ + ''' + + all_profiles = pd.concat(stochastic_soiling_profiles) + annual_groups = all_profiles.groupby(all_profiles.index.year) + annual_soiling = pd.DataFrame({ + 'soiling_ratio_median': annual_groups.quantile(0.5), + 'soiling_ratio_low': annual_groups.quantile(0.5 - confidence_level/2/100), + 'soiling_ratio_high': annual_groups.quantile(0.5 + confidence_level/2/100), + }) + annual_soiling.index.name = 'year' + annual_soiling = annual_soiling.reset_index() + + return annual_soiling + + +def monthly_soiling_rates(soiling_interval_summary, min_interval_length=14, + max_relative_slope_error=500.0, reps=100000, + confidence_level=68.2): + ''' + Use Monte Carlo to calculate typical monthly soiling rates. Samples possible + soiling rates from soiling rate confidence intervals associated with soiling + intervals assuming a uniform distribution. Soiling intervals get samples + proportionally to their overlap with each calendar month. + + Parameters + ---------- + soiling_interval_summary : pd.DataFrame + DataFrame describing soiling intervals. Typically from + ``soiling_info['soiling_interval_summary']`` obtained with + :py:func:`rdtools.soiling.soiling_srr` or + :py:meth:`rdtools.soiling.SRRAnalysis.run` Must have columns + ``soiling_rate_high``, ``soiling_rate_low``, ``soiling_rate``, ``length``, ``valid``, + ``start``, and ``end``. + + min_interval_length : int, default 14 + The minimum number of days a soiling interval must contain to be + included in the calculation. Similar to the same parameter in soiling_srr() + and SRRAnalysis.run() but with a more conservative default value as a + starting point for monthly soiling rate analyses. + + max_relative_slope_error : float, default 500.0 + The maximum relative size of the slope confidence interval for an + interval to be included in the calculation (percentage). + + reps : int, default 100000 + The number of Monte Carlo samples to take for each month. + + confidence_level : float, default 68.2 + The size of the confidence interval, as a percentage, to use in determining the + upper and lower quantiles reported in the returned DataFrame. (The median is + always included in the result.) + + Returns + ------- + pd.DataFrame + DataFrame describing monthly soiling rates. + + +-----------------------+--------------------------------------------------+ + | Column Name | Description | + +=======================+==================================================+ + | 'month' | Integer month, January (1) to December (12) | + +-----------------------+--------------------------------------------------+ + | 'soiling_rate_median' | The median soiling rate for the month over | + | | the entire dataset, in units of day^−1. | + | | Negative value indicates soiling is occurring. | + | | E.g. a rate of −0.01 indicates 1% soiling loss | + | | per day. | + +-----------------------+--------------------------------------------------+ + | 'soiling_rate_low' | The lower edge of the confidence interval | + | | for the monthly soiling rate in units of | + | | day^−1 | + +-----------------------+--------------------------------------------------+ + | 'soiling_rate_high' | The upper edge of the confidence interval | + | | for the monthly soiling rate in units of | + | | day^−1 | + +-----------------------+--------------------------------------------------+ + | 'interval_count' | The number of soiling intervals contributing | + | | to the monthly calculation. If only a few | + | | intervals contribute, the confidence interval | + | | is likely to underestimate the true uncertainty. | + +-----------------------+--------------------------------------------------+ + ''' + + # filter to intervals of interest + rel_error = 100 * abs((soiling_interval_summary['soiling_rate_high'] - + soiling_interval_summary['soiling_rate_low']) / soiling_interval_summary['soiling_rate']) + intervals = soiling_interval_summary[(soiling_interval_summary['length'] >= min_interval_length) & + (soiling_interval_summary['valid']) & + (rel_error <= max_relative_slope_error) + ].copy() + + # count the overlap of each interval with each month + month_counts = [] + for _, row in intervals.iterrows(): + month_counts.append(_count_month_days(row['start'], row['end'])) + + # divy up the monte carlo reps based on overlap + for month in range(1, 13): + days_in_month = np.array([x[month] for x in month_counts]) + if days_in_month.sum() > 0: + intervals[f'samples_for_month_{month}'] = np.ceil( + days_in_month / days_in_month.sum() * reps) + else: + intervals[f'samples_for_month_{month}'] = 0 + intervals[f'samples_for_month_{month}'] = intervals[f'samples_for_month_{month}'].astype(int) + + # perform the monte carlo month by month + ci_quantiles = [0.5 - confidence_level/2/100, 0.5 + confidence_level/2/100] + monthly_rate_data = [] + relevant_interval_count = [] + for month in range(1, 13): + rates = [] + sample_col = f'samples_for_month_{month}' + + relevant_intervals = intervals[intervals[sample_col] > 0] + for _, row in relevant_intervals.iterrows(): + rates.append(np.random.uniform( + row['soiling_rate_low'], row['soiling_rate_high'], row[sample_col])) + + rates = [x for sublist in rates for x in sublist] + + if rates: + monthly_rate_data.append(np.quantile(rates, [0.5, ci_quantiles[0], ci_quantiles[1]])) + else: + monthly_rate_data.append(np.array([np.nan]*3)) + + relevant_interval_count.append(len(relevant_intervals)) + monthly_rate_data = np.array(monthly_rate_data) + + # make a dataframe out of the results + monthly_soiling_df = pd.DataFrame(data=monthly_rate_data, + columns=['soiling_rate_median', 'soiling_rate_low', 'soiling_rate_high']) + monthly_soiling_df.insert(0, 'month', range(1, 13)) + monthly_soiling_df['interval_count'] = relevant_interval_count + + return monthly_soiling_df diff --git a/rdtools/test/soiling_test.py b/rdtools/test/soiling_test.py index e194861a..b4e17e56 100644 --- a/rdtools/test/soiling_test.py +++ b/rdtools/test/soiling_test.py @@ -1,6 +1,8 @@ import pandas as pd import numpy as np from rdtools import soiling_srr +from rdtools import annual_soiling_ratios +from rdtools import monthly_soiling_rates from rdtools.soiling import NoValidIntervalError import pytest @@ -57,7 +59,7 @@ def test_soiling_srr(normalized_daily, insolation, times): 'soiling_info["stochastic_soiling_profiles"] is not a list' # Check soiling_info['soiling_interval_summary'] - expected_summary_columns = ['start', 'end', 'slope', 'slope_low', 'slope_high', + expected_summary_columns = ['start', 'end', 'soiling_rate', 'soiling_rate_low', 'soiling_rate_high', 'inferred_start_loss', 'inferred_end_loss', 'length', 'valid'] actual_summary_columns = soiling_info['soiling_interval_summary'].columns.values @@ -69,14 +71,14 @@ def test_soiling_srr(normalized_daily, insolation, times): "'{}' was expected as a column, but not in soiling_info['soiling_interval_summary']".format(x) assert isinstance(soiling_info['soiling_interval_summary'], pd.DataFrame),\ 'soiling_info["soiling_interval_summary"] not a dataframe' - expected_means = pd.Series({'slope': -0.002617290, - 'slope_low': -0.002828525, - 'slope_high': -0.002396639, + expected_means = pd.Series({'soiling_rate': -0.002617290, + 'soiling_rate_low': -0.002828525, + 'soiling_rate_high': -0.002396639, 'inferred_start_loss': 1.021514, 'inferred_end_loss': 0.9572880, 'length': 24.0, 'valid': 1.0}) - expected_means = expected_means[['slope', 'slope_low', 'slope_high', + expected_means = expected_means[['soiling_rate', 'soiling_rate_low', 'soiling_rate_high', 'inferred_start_loss', 'inferred_end_loss', 'length', 'valid']] pd.testing.assert_series_equal(expected_means, soiling_info['soiling_interval_summary'].mean(), @@ -103,7 +105,7 @@ def test_soiling_srr_with_precip(normalized_daily, insolation, times): sr, sr_ci, soiling_info = soiling_srr(normalized_daily, insolation, clean_criterion='precip_and_shift', **kwargs) assert 0.983270 == pytest.approx(sr, abs=1e-6),\ "Soiling ratio with clean_criterion='precip_and_shift' different from expected" - np.random.seed(1977) + np.random.seed(1977) sr, sr_ci, soiling_info = soiling_srr(normalized_daily, insolation, clean_criterion='precip_or_shift', **kwargs) assert 0.973228 == pytest.approx(sr, abs=1e-6),\ "Soiling ratio with clean_criterion='precip_or_shift' different from expected" @@ -212,6 +214,7 @@ def test_soiling_srr_max_negative_slope_error(normalized_daily, insolation): assert 0.952995 == pytest.approx(sr, abs=1e-6),\ 'Soiling ratio different from expected when max_relative_slope_error=50.0' + def test_soiling_srr_with_nan_interval(normalized_daily, insolation, times): ''' Previous versions had a bug which would have raised an error when an entire interval @@ -224,3 +227,151 @@ def test_soiling_srr_with_nan_interval(normalized_daily, insolation, times): sr, sr_ci, soiling_info = soiling_srr(normalized_corrupt, insolation, reps=reps) assert 0.947416 == pytest.approx(sr, abs=1e-6),\ 'Soiling ratio different from expected value when an entire interval was NaN' + +# ########################### +# annual_soiling_ratios tests +# ########################### + + +@pytest.fixture() +def srr_profiles(): + times = pd.date_range('01-01-2018', '12-31-2019', freq='D') + data = np.array([0]*365 + [10]*365) + profiles = [pd.Series(x + data, times) for x in range(10)] + + return profiles + + +def test_annual_soiling_ratios(srr_profiles): + expected_data = np.array([[2018, 4.5, 1.0, 8.0], + [2019, 14.5, 11.0, 18.0]]) + expected = pd.DataFrame(data=expected_data, + columns=['year', 'soiling_ratio_median', 'soiling_ratio_low', 'soiling_ratio_high']) + expected['year'] = expected['year'].astype(int) + + result = annual_soiling_ratios(srr_profiles) + + pd.testing.assert_frame_equal(result, expected, atol=1e-8) + + +def test_annual_soiling_ratios_confidence_interval(srr_profiles): + expected_data = np.array([[2018, 4.5, 0, 9.0], + [2019, 14.5, 10.0, 19.0]]) + expected = pd.DataFrame(data=expected_data, + columns=['year', 'soiling_ratio_median', 'soiling_ratio_low', 'soiling_ratio_high']) + expected['year'] = expected['year'].astype(int) + + result = annual_soiling_ratios(srr_profiles, confidence_level=95) + + pd.testing.assert_frame_equal(result, expected, atol=1e-8) + +# ########################### +# monthly_soiling_rates tests +# ########################### + + +@pytest.fixture() +def soiling_interval_summary(): + starts = ['2019/01/01', '2019/01/16', '2019/02/08', '2019/03/06'] + starts = pd.to_datetime(starts).tz_localize('America/Denver') + ends = ['2019/01/15', '2019/02/07', '2019/03/05', '2019/04/07'] + ends = pd.to_datetime(ends).tz_localize('America/Denver') + slopes = [-0.005, -0.002, -0.001, -0.002] + slopes_low = [-0.0055, -0.0025, -0.0015, -0.003] + slopes_high = [-0.004, 0, 0, -0.001] + valids = [True, True, False, True] + + soiling_interval_summary = pd.DataFrame() + soiling_interval_summary['start'] = starts + soiling_interval_summary['end'] = ends + soiling_interval_summary['soiling_rate'] = slopes + soiling_interval_summary['soiling_rate_low'] = slopes_low + soiling_interval_summary['soiling_rate_high'] = slopes_high + soiling_interval_summary['inferred_start_loss'] = np.nan + soiling_interval_summary['inferred_end_loss'] = np.nan + soiling_interval_summary['length'] = (ends - starts).days + soiling_interval_summary['valid'] = valids + + return soiling_interval_summary + + +def _build_monthly_summary(top_rows): + ''' + Convienience function to build a full monthly soiling summary + dataframe from the expected_top_rows which summarize Jan-April + ''' + + all_rows = np.vstack((top_rows, [[1, np.nan, np.nan, np.nan, 0]]*8)) + + df = pd.DataFrame(data=all_rows, + columns=['month', 'soiling_rate_median', 'soiling_rate_low', 'soiling_rate_high', 'interval_count']) + df['month'] = range(1, 13) + + return df + + +def test_monthly_soiling_rates(soiling_interval_summary): + np.random.seed(1977) + result = monthly_soiling_rates(soiling_interval_summary) + + expected = np.array([[1.00000000e+00, -2.42103810e-03, -5.00912766e-03, -7.68551806e-04, 2.00000000e+00], + [2.00000000e+00, -1.25092837e-03, -2.10091842e-03, -3.97354321e-04, 1.00000000e+00], + [3.00000000e+00, -2.00313359e-03, -2.68359541e-03, -1.31927678e-03, 1.00000000e+00], + [4.00000000e+00, -1.99729563e-03, -2.68067699e-03, -1.31667446e-03, 1.00000000e+00]]) + expected = _build_monthly_summary(expected) + + pd.testing.assert_frame_equal(result, expected, check_dtype=False) + + +def test_monthly_soiling_rates_min_interval_length(soiling_interval_summary): + np.random.seed(1977) + result = monthly_soiling_rates(soiling_interval_summary, min_interval_length=20) + + expected = np.array([[1.00000000e+00, -1.24851539e-03, -2.10394564e-03, -3.98358211e-04, 1.00000000e+00], + [2.00000000e+00, -1.25092837e-03, -2.10091842e-03, -3.97330424e-04, 1.00000000e+00], + [3.00000000e+00, -2.00309454e-03, -2.68359541e-03, -1.31927678e-03, 1.00000000e+00], + [4.00000000e+00, -1.99729563e-03, -2.68067699e-03, -1.31667446e-03, 1.00000000e+00]]) + expected = _build_monthly_summary(expected) + + pd.testing.assert_frame_equal(result, expected, check_dtype=False) + + +def test_monthly_soiling_rates_max_slope_err(soiling_interval_summary): + np.random.seed(1977) + result = monthly_soiling_rates(soiling_interval_summary, max_relative_slope_error=120) + + expected = np.array([[1.00000000e+00, -4.74910923e-03, -5.26236739e-03, -4.23901493e-03, 1.00000000e+00], + [2.00000000e+00, np.nan, np.nan, np.nan, 0.00000000e+00], + [3.00000000e+00, -2.00074270e-03, -2.68073474e-03, -1.31786434e-03, 1.00000000e+00], + [4.00000000e+00, -2.00309454e-03, -2.68359541e-03, -1.31927678e-03, 1.00000000e+00]]) + expected = _build_monthly_summary(expected) + + pd.testing.assert_frame_equal(result, expected, check_dtype=False) + + +def test_monthly_soiling_rates_confidence_level(soiling_interval_summary): + np.random.seed(1977) + result = monthly_soiling_rates(soiling_interval_summary, confidence_level=95) + + expected = np.array([[1.00000000e+00, -2.42103810e-03, -5.42313113e-03, -1.21156562e-04, 2.00000000e+00], + [2.00000000e+00, -1.25092837e-03, -2.43731574e-03, -6.23842627e-05, 1.00000000e+00], + [3.00000000e+00, -2.00313359e-03, -2.94998476e-03, -1.04988760e-03, 1.00000000e+00], + [4.00000000e+00, -1.99729563e-03, -2.95063841e-03, -1.04869949e-03, 1.00000000e+00]]) + + expected = _build_monthly_summary(expected) + + pd.testing.assert_frame_equal(result, expected, check_dtype=False) + + +def test_monthly_soiling_rates_reps(soiling_interval_summary): + np.random.seed(1977) + result = monthly_soiling_rates(soiling_interval_summary, reps=3) + + expected = np.array([[1.00000000e+00, -2.88594088e-03, -5.03736679e-03, -6.47391131e-04, 2.00000000e+00], + [2.00000000e+00, -1.67359565e-03, -2.00504171e-03, -1.33240044e-03, 1.00000000e+00], + [3.00000000e+00, -1.22306993e-03, -2.19274892e-03, -1.11793240e-03, 1.00000000e+00], + [4.00000000e+00, -1.94675549e-03, -2.42574164e-03, -1.54850795e-03, 1.00000000e+00]]) + + expected = _build_monthly_summary(expected) + + pd.testing.assert_frame_equal(result, expected, check_dtype=False) diff --git a/requirements.txt b/requirements.txt index 23b191f6..d2be6fb5 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,11 +1,11 @@ cycler==0.10.0 h5py==2.10.0 kiwisolver==1.2.0 -matplotlib==3.1.2 +matplotlib==3.3.2 nbsphinx==0.4.3 nbsphinx-link==1.3.0 numpy==1.17.3 -pandas==1.0.3 +pandas==1.1.0 patsy==0.5.1 pvlib==0.7.1 pyparsing==2.4.7 From 1cb2a08ea57bd64edf159d94c2e1251863b72c76 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Fri, 2 Oct 2020 09:32:18 -0600 Subject: [PATCH 133/146] Add note about pending changes (#204) * Add note about pending changes * reorder changelog sections --- docs/sphinx/source/changelog.rst | 3 ++- docs/sphinx/source/changelog/pending.rst | 1 + 2 files changed, 3 insertions(+), 1 deletion(-) diff --git a/docs/sphinx/source/changelog.rst b/docs/sphinx/source/changelog.rst index 5ec3eed6..26d47df2 100644 --- a/docs/sphinx/source/changelog.rst +++ b/docs/sphinx/source/changelog.rst @@ -1,5 +1,6 @@ RdTools Change Log ================== -.. include:: changelog/v2.0.0b0.rst .. include:: changelog/pending.rst +.. include:: changelog/v2.0.0b0.rst + diff --git a/docs/sphinx/source/changelog/pending.rst b/docs/sphinx/source/changelog/pending.rst index 418ed629..d5f98490 100644 --- a/docs/sphinx/source/changelog/pending.rst +++ b/docs/sphinx/source/changelog/pending.rst @@ -1,6 +1,7 @@ ************************ Pending ************************ +These changes are not yet part of a tagged release, but are available in the `development branch on github `_. API Changes ----------- From e85ed0ab7ee1cc79d04c0c5a233273a9a2659ff1 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Wed, 7 Oct 2020 21:36:41 -0600 Subject: [PATCH 134/146] Fix/issue 205 (#207) * Clean up debugging cell in notebook * Update annual_soiling_ratios * Run example notebook with new calculation * Update tests * update changelog * pin nbconvert version * consolidate changelog entries * adjust docstring * typo * Handle overlap between insolation and soiling profiles * fix typos * ensure insolation sum is correct in normalization for monte carlo * bump nbsphinx version * Run notebooks * get rid of print statements * Explicitly test warning message --- docs/degradation_and_soiling_example.ipynb | 59 +++++---- ...radation_and_soiling_example_pvdaq_4.ipynb | 116 +++++++----------- docs/sphinx/source/changelog/pending.rst | 2 +- rdtools/soiling.py | 37 ++++-- rdtools/test/soiling_test.py | 42 +++++-- setup.py | 5 +- 6 files changed, 138 insertions(+), 123 deletions(-) diff --git a/docs/degradation_and_soiling_example.ipynb b/docs/degradation_and_soiling_example.ipynb index cf4de875..2dd2be04 100644 --- a/docs/degradation_and_soiling_example.ipynb +++ b/docs/degradation_and_soiling_example.ipynb @@ -95,7 +95,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -191,7 +191,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -242,7 +242,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -287,7 +287,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -322,7 +322,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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Ohg0bOPbYY5k7dy7z58/nww8/5OOPP6auro4bb7yR22+/nT/96U94PB7uvPNO3njjjR59LF26lFNOOWW3zykSiWCx7L8qkLacDTLdLTW7u30g+rLIJNaPK3DvpiVMEYnF2FjffkBbz/qyAHa39HQfv8GwHCb6mFeWe1Bayw5VxIgKvx8oAs5WSoX7aKri76Z4nFktMDtl+2y6ukM1mn6pqKhg3rx5yc/HHHMM0WiU1tbWfS5LZ2cnTz75JLfccgtut5sjjzySz3/+8zz00EP97vf444+Tk5PDCSec0GX99OnTsdvtgDHxQkTYunUrANu3b+fII4/EbrdzwgknsG3bNgB+/OMf8/3vf5+srKwe/SxdupTTTjsNgDvvvJOzzz67y/Zrr72Wb33rW4Ax6eaOO+5g1qxZuFwuIpHe5vPsH2jlbJAZyJ21t+6uvtxKifXbmry7pfzNK8tj/phcmr2hPVYYuzMcrtJ0ld7u47c7yvJA53UouvwOcu4GpgKfU0r5EytF5HARmSwiJhHJB/4AvK6UStxE/wBuFJFcEZkCXA48sI9l1+wh5dc/n3wNF5988gnz588HoK2tjR/96EfMnz+fCRMm7NZxzjjjDHJycnp9nXHGGWkdY9OmTVgsFiZNmpRcN3v2bNau7fv/Rnt7Oz/96U+5667eM8h84xvfICMjgylTplBSUpJUrqZPn85bb72F3+/nlVdeYfr06SxfvpyNGzdy7rnn9jhOOBzmzTff5MQTTwQMl+mLL75IW1sbYFjHHn/8cS688MLkPo899hjPP/88bW1t2nJ2MLG3isfuPMD3pK90lL/ucVdnzx/NcVNGDJrFZ2+tg3vCniq9u7Nfuud1sMfxHQqISBlwJTAHqBMRb/x1HjAOY+ZlB7AGCALnpOx+E0ZetCrgDeDOgdJoaDSpVFRU8Pvf/56srCxyc3NpaGjgxRdf7JLiI5VbbrmFl156qcf65557jra2tl5fzz33XFqyeL3eHhar7OxsOjr69tT/5Cc/4dJLL+0zFuwvf/kLHR0dvPXWW5x11llJS9qMGTM4++yz+cxnPsOOHTv4wQ9+wLXXXssf/vAH/vCHP3D00Udz3nnnJZWvN998k9mzZ5OZaYR0lpSUcPTRR/Pvf/8bgBdffJGCgoKkoguGJW306NE4nc60zn+4OCSVsxZviIffq6TFG9rtfYfKbdn9ge4PRXny4528tqGh12Ol68ZLR8bBtvgMRzD8np7D7uyX7nkNh3KqGVyUUlVKKVFKOZRS7pTXI0qpx5RSY5VSLqVUiVLqQqVUXcq+QaXUJUqpLKVUUToJaDX7F7UPfIvaB77V5aG+rwgGg6xfv55Vq1bR3t7OE088wfvvv4/Vau1zn3Xr1jFr1qxB6f+RRx7B7Xbjdrs59dRTcbvdtLe3d2nT3t6eVIi6U1FRwcsvv8y3v/3tfvsxm80ceeSR7Nq1i7vvvju5/tvf/jYrV67kn//8J//61784+uijicVi3HPPPbzyyitMnTqV22+/Hejq0kxw0UUX8fDDDwPw8MMPc8EFF3TZPnr06PQGYpjZf216Q8jS1TU8u6qWUCTGrNE5uxWcP1Aqgeml2QTDUYLhWNIylQ7dA9XX1nio8QQozXb06CuhuNV6Ask+d2eSwVCnQxju9Bl7ykCTNdI9r0M13YRGc7AQqjdioFbU7/u+16xZg8PhYNy4cQCcffbZ/OxnP+PJJ5/kkksuSba7++67efDBB5k8eTINDQ0UFRX1ONapp57KW2+91Ws/Rx11FC+88EKP9eeddx7nnXde8nNnZyeRSITNmzczceJEAFauXNnnZIDXX3+dysrKZGoYr9dLNBpl3bp1rFixokf7SCSSjDlLpb6+nnvuuYf33nuPZ599llmzZmG1WjnssMP4/e9/DxjK2X/+858u+y1ZsoSvf/3rrFmzhueee45f/epXXbb3ZX3c30jLciYiswdudeBw2sxSPjerhPIC9267qfqztCQe7iB8WNmyW5aT7laZ6aXZHD9lBGfPH92jr4TiVhJX3NbWeHh1QwNPfrwTfyh6yMVGDXS+/W1P3TZYFq99Ob7aharRHFx88sknTJ8+vYsScdppp/HMM88kP69evZo33niD9957j6uuugqTqfdH+QsvvIDX6+311Zti1hsul4uzzjqLn/70p3R2dvLOO+/w9NNP97BIJbjiiivYunUrFRUVVFRUcNVVV3H66aezbNkyGhoaePzxx5MK27Jly3jsscd6TBoA+M53vsPNN99MRkYGY8eO5aOPPsLr9fL6668zbtw4tm/fTjAYZOrUqV32czgcfPGLX+Tcc89l4cKFB2z+wHTdmi+LyEoR+Z6IlAypRPuARGb1RePzkwpRfw+51Id2Ou2CkQiFbhvjCtw92qRLfw/4cQVuSrMdHDeliPe2NvL+tmY6AmF2tPhZW+PZLSWjxRvib29t49X1DT3OaTAe/OkcY2/72RtX89oaD8vW1nHX/zZSku1kYXlu0uq5u+zPEyE0Gs2BQUVFRQ8X5SmnnMJLL71EIGB4S5566imuuOKK5GzHmTNn9naoQeMvf/kLfr+fESNGcM4553D33Xd3sZydeuqp3HbbbQBkZGRQXFycfLndbhwOB4WFhYgId999N6NGjSI3N5fvfe97/O53v+Pzn/98l/5effVV2traOPPMMwFYuHAhp59+OqNHj+a1117j+uuv5/nnn+/h0kxw0UUXsXr16j4VyAOBdN2aJcDpwPnAzSLyLsaMpP8opXxDJdxQkeq+6l4DEnrmv0q1ZvWWFyxR4/C4KUUcNbGAYDhGozfEtiYvee703Hu7k39rW5OXRm+I1zbU88qGBrY3eRmT5+KkaUW9lk7qj6Wra/jn8l24bGbsFlOXXGd7kxMsMcbBcIwPK1v6Pcbe5h4bV+BmQ217n8pwf27G6aXZPLeqhve3tVCQacdlM1PrCWC3mnZblv7Owx+KsqKqBRDmleUOmlVtoHMfbNI9jwOlHqxGs7/xpz/9qce6Y489ls7OzuTn5uZmwmEjs8sf/vAHTjrppCGVKS8vj6eeeqrP7f1Z4W6++ebkcmFhYa+5yrpz/PHHc/zxx3dZ97vf/Y7f/e53yc9Lly7l6quv7nX/MWPG4HQ6e6TVqKysHLDv/YW0lLN4cd+ngadFJBv4EvAD4G4R+S/wf0qpd4ZOzMGlt4dobw/wVKWrsSPAHS/WMnd0DpFYjDU1bbQHQtR6goSjMV7d0EAoEmNycSbBSIyF5XkDzphMfTDtTn3GRJtxBW5Kcxxsbuhk4ohMFo3PT7ZbUJ6XtOT09/A7bWYpG2vb2dbsI9gt58vexE4lxnhhedfcX6ljWtnkJRiJAQw4Xv2RUFb7UoYHihUrcNlwWARfMMKamjbyXY49Unb6G6+1NR6eqjAKKKcqfnuroGxr8lLjCbB0dU2vLvDBpq/z6K1d9+9Y93M9WEtcaTRDzQUXXMAFF1zA6NGjqa+v53vf+95wi7TPOfbYYznuuON6rI/FYtx111189atf7TUv2oHCbk0IEBE3Ro24rwKjgMeBHcAjIvK8Uuqbgy7hENDbQ7S3B/hTFdU8/lEVz62qpcMfZpfHTzQSZf6YXN7a0sg9b23HaTHx1YVj+NysEkpzMnhixS6avSGOnTyCeWW5fcrQ/cHUW/9JN2k4it1qTj7UUtvOGZ1HTVuAOaNzeo1N623/VOvH1JIsinIcrKppJxhRXfbfk8D+xAO4JNtJodvG1JJs8ty25PbEZIyqZh9NnUEqm3yMLXBx7uFj9lix2JvC42trPGys92ISE1aLCW8gitW0e1bPBP2N1/TSbJbMiQJCSbaTh9+r5LSZpcm8dLBn1sl2fwhfKJp0aQ+VkpMYz3EFbpbMKQWkX2W6N4te93teT5zQaPaM+fPns27duuEWY1j5wQ9+0GNdZ2cnRUVFlJWV8eKLB3b2mrSUMxE5HbgAOBV4B7gPeEopFYhv/zOGknZAKGfpKh35LivNnWHafWFGZDkpcNtZMDafoyYW8tyqGvzBEIKN0blORuZmUJLt5LX1ZrZ0hqjY2cqsUdn9PqxT31NJKE8JCxzQ5aGW+qC8+/UtfFzVytpdbdjtVi4/ahwjc51djt29rFCq9WNjXTsvrWugzRdiR0snyytbGFfgZluTt1dlbiCXXOIBXOi29WrNOm1mKQCLxhfwwNvbsFtMTC527/UDOhiOsqKqNSlfulaZ6aXZTC52s6PFx+jcDOaOzmEgxSMdehuzxRON2okPv1fJs6tqATh7/uikHAMdL3HNE9dmbY2HF9bUE4nFmD8md0iVnNTxTJxHf/Rmzex+zx+os3o1Gs3+icvlwuv1DtzwACBdy9ntGDFm31ZK1XbfqJRqEZHrBlOwfUF/1hV/KMonO9uwmBS+UAxfOIwANotQsbOVQCiGw2bGahKe+qSaiUVZFGfZ2dzkxRMI4Qs6KMnuO8ldfw+mtTUeHv6wii31nXznxIkcO7kIu9WUtLjku+0sXVNDJKrIdVixWUy8va2Zls4wkWiUW8+c1aUPfyiK3Wrq8nBMWHGCkRhj8p3MHZNLcZaTP7+2hfllOWxt7GTmyGzOWVjG2hoPT6zYRZsvzGWM7ffhnOpyTSgRqSQmYyyvbKHJH6K5M8SYvIy9csf15mpLxypT3erngXe2YzULrb4gyyubueH06clj7k0sVH/uv+OmFLGxtp02Xxh/KJqWgpJQjjbUttMYz8+Xeh0HM46tN3bXytWb5UwrY5r9mb4qAiTWV95++r4UR3OIk27M2YBTQZRS9w3UZn8hNVj9na3GAy9hwUg8lFdUtdDcGWRkTgbbG73sbPZhNpl4dUMDE0a42dHaiccfBaJEYjEmjMikJMdJU3uIdn+YVbvauPetrfzwlKm9Kn79Pfynl2ZDDFo6g3ywvYXDxxawobadj6taeXVDA1OLM9lW30l1m49Zo7LxBY1YMZvFRL7L1sX61d0KBiStOP5QlPe2NjJ3dB4nTy/m3re2Ut3mx2o2EQxHWVPdnrTWuKxmGqLBZIxYX6Q+gPtyC/pDUYLhKDkOK/5whFfX11PrCbJkzsguLtB0XZO5GTY8/jBTizOTykCqYtrXeDzwznaeW13DqNwMcjPsNHhD3PbcWjAJTqvx1dhTZSJVcUrUO00oNsvW1rK6pp0Pqlrx+MN856TJAypWvSm9qda43RmvdOl+vN0Zi/W17azc5aE0x0mW06qD/jUajWY3SNet+fM+NgWBXcCLSqlhSNe3Z6QGqxe4bKzY0UppjoOatkAysSsIDouFoyYUsL2pk2AUzLEYa6s9EIsxqSiL6tZOfMEwxZkOZozMxm4xM3VkJr6gi4aOAC2doV7jgAZyuTltZm48Yzp/enkjwXCMRz+o4q0tTRw1IZ9pxZnMGZPLtkYvW5s6afWF8QQiLCjLITvDwZSS7C4WllRLS/fA7GA4lnSLbWvoYFO9lyyHhWA4SkcgwpzROUlloNEbZEeTj45A+oVi+1IW1tZ4eGdrM+FIlHAkysvr6nlnazPbGjo4dWbpbrsmH/9wBx9XtVDZ1Mns0dlkOW1JuROzRTfUtlPjCbAsUocIbKhtZ8nckVTsbEMpxYnTRtDkDfPyujrC0RinzihJy0qUsL5dvHhs0p2cuIYJxSl1JnAwHOX1jY04rSZKchyISPIe6U+5SlWOnLbekw4PdoB99+PtnvJnxC9ubuhgS0Nnl9nNGo1Go+mfdN2ak4AzgQ+BncBoYCHwLPA54C8icvaBUj9uXIGbVTvbaA9ECMdigLC5wcuGug5mjjQUkoqdLUwY4cYXjJBptxKJRCnOyWB6aTbvbWvG4w8jxPCHFeEWH79/ZROnzCjGbjLhyDDz+dmlFLjtfaZvSH3vjZG5TswWM8+srGZGaQ5uu4WqZh/BiOLtLU2UZjvIdprJzbCS57IzvjCTqhY/oUgUXzDCotmltPpCvboXE7m9vL4QKIXDYmZdbQfra9vJzjDj8UeJxhSRWIyjJhUyrsCNxx+hMxzhkx2tfGHuyD7lTn2A9zVjLxiOku208vYmL53BKL5QjM5QlDc3N9EejBCMRKhpCyRTkwykJF28eCw7mjtpD0bY3NCJL9SeVEoTs0XHFbhZurqGbY1eatuD1HmChKIxnDYTO1r8ZNgsXHt8OdFolO3NPo6eNAJgwNmu9761lWdX1lDV0slFi8YytSSrh6Uy4eIryXaybG0tboeFLLuDUXkZTCvJTp7fQMrVQOlJut9X3ZWp3bWsdT/e7ih/88rysFvNVLf6eXFNPe2BcJ9tdUoNzf5G4dk/GW4R9hqlFJdccglPPfUUEydO5De/+Q2XXXYZGzdu7LX9xRdfzKhRo7j11lv3saS9c9ttt7Ft2zbuu2//d8ode+yxnH/++Vx22WWDdsx0lTMT8FWl1H8TK0TkC8C5SqnPiMhFGHFpfSpnInI1cDEwE3hMKXVxP22/DfwQyACeAL6ulAqmKeuAbGvy8smuVh77aCcTi9wcMS6f0hwnWxo6mVzkZn1tOw+9v4NYTBGMxBATTC7OZtboHI6ckA8oPqxsIcthpbrNTzASoaE9yNMVNTR2BDCL4A1GuOsrc9MuA9TbAyrfZUMpqGnz4Q8biU2PmpCPy27hc7NKaA9EiAFzxxizQoORCC+uraOpI0RZfgbnLyrvUqszMckgGImyo8XH8u1N+EKKmaOyEQxlrLkjRlgZN0YwEsNpNfPvj3cQjsQYW5DB3DG5fZal8oeiPPZhFWuq2zl73qjkbNVU5crIE1dDWZ6TTKeNeWNsrKnx4A1EaPYGaGgP8pNn1hCLQmcwwpXHTui1n/e2NlLZ7GfJnJGMzHVy4RHlPLFiF6BYWJ6XVJLGFbhZX+uhYmcrpTlOGr0BXllfj8kknDB1BBcfUc7mhk7yXXaeqqjm4sXjeGNjAwD/W1vHA+9WcsXR4zh1Zu+5lw8fm8dbm5uobvPz5IqdzBuTS40nkHSV+0NRfvvSBrY3+2jzhdnY0I5SsLPVT8WuNjy+MHNG53SZANKXMpqoBFHgsvXarvt9lapMTS/N7lLyKx3LWvfj9fWnoi/lKhiO8tamBqpbO3lzUwOHj83vobh2l1PHpGn2BzImHD7cIuw1b7/9Ni+99BK7du3C5XIB9KmY7Y/ccMMNabe9+eab2bJlS7Km5sFAusrZycA53dY9BzwUX34Y+OMAx6gBbo0fq89IeRE5GbgeOD6+z3+Bn8XXDQrTS7PJcRrxTtkOC2ML3JQXuKhp8zO1JJsPtjfR1B5kSokbi9lMjcePxWzCLMLk4mze3NSE1WJiRJaDCSNcvLu1hXAkSiASJRoFi01QsFupDVZUtfBURQ1L5kST8WAZdjMzSrMpyLSypb6TOo+fXW1B2mo7iESjeENRjJ4UG+o6yHPZMQGjcjI4bkoR72xuZGO9lzqPn1AkxuZGL95AhBynlWAkSigKkViMWExxxqyRbG7owBcyYsosZqjz+LnlubUgsL25k1G5Tt7e0sTIXGev57W2xsPqag9tvjCgesR9TS/NJhiJ0OQNUppjB8DlMDMy20kkM4Y/EmNTnYcWfxSzwPvbWphY1NAlfxvAe1sb+eULGxEBm1k4e/5ogpEoDouJ1zY2AjCvLJcF5XksrzTGtb49gNkkmAVq2wNYTMJTFbv4zLgCxuRl8JfXN9PQHmJzfTt17UHW1HgIhKLsbPXxwbbmPpWzYycXUesJsLyqlSynjeOmFLFsbS0rdrRRmuPktY31PFNRjZhMlGTa2NUSIN9tw2W3MCYvAxFh6eoaPtjeQnWrn6uPn9in9Wh6aTYbatuTSXIHsjIlLcT+CCuqWvus1Zou/lC0S5B/fxbS1zc28NuXNhFTio5glG2NnTxVsYtPdraS73Jw7fETk/GF+zqRrkZzKFBVVUV5eXlSMdP0TSQSwWLZv0qNp1u+aSvw9W7rroqvBygA+q0UoJT6j1LqKaB5gL4uAu5XSq1VSrUCt2BY3AaNqspKPvz33TS9+RjvPfUgP739Ln5y55/433NP8cDjT/DKK6+wa9MnrFm1CltnPUeMy2dsgQsRYdmaWpp9QXIzbOxs8dMRiGK1mCjKySDLZiHPbWVqcRbF2bubyFS6vK+t8eDxR5gxMptGb4gtDV5aA1G2NXbgtFooznKQ77ZxxIRCfMEoW+q9ZFjNjMpzcfHisSxbU8s9b26lYmcLSkGLL0hLR5D6dj8ZdjNOm4URWXaynFZyXTbe2dKISYQsp1EpQIBoDDIdVsbmZTAyx8mREwqYWpLV47wSyldJtpOZpdlc8Jly5pV96sZ87MMqHv1gB+9tbWJzg5doTNHui7Kmuo1XNzSyvr6DVn8YEaG8wIXLKjisJlbXeHjg3e09ymZVNvtRxMjLMJShFVWtPPT+Dlbt8rCproO3NjexoqolKdPU4kwWlueR6bCQm2GlJMuB02pm9S4Pf3t7G/9dsQsVNZRcgJwMK5OLszh5RjFnzCrl8qPH93vlJhdlsqAsL15dwM/kokzCsSiPf7SDD7a1EokpcjNslOa6yLCZaQ+EaWgP4LCYOGZSIafNLKXAZcMXilLZ1Pc0cKfNzNnzR3PclBF9pmBJLR+1rcnL+roOXlhTCygWj89n7F4oQIkcdUtX17CiqpV/frST97Y20e4PkWEz09gR5NX19byzuYl3tjTR3BkEpXDbTGQ6LOS77Gyo9fLu1iaWrq5JHjcxeWB9bfsey6bRHMjs3LmTs846i8LCQvLz85OZ72OxGLfeeitlZWWMGDGCCy+8EI/HKNVWWVmJiPDggw8yZswYCgoK+MUvfgHA/fffz2WXXcZ7772H2+3mpptu4vXXX2fUqFHJPj/55BPmzZtHZmYmX/nKV5KloRI899xzzJkzh5ycHI444ghWrVqV3FZeXs6vf/1rZs2aRXZ2do/9n376aebMmUNWVhbjx49P5hzzeDxceumllJSUMHLkSG688Uai0d7L3d18882cf/75A57riy++yG233cY///lP3G43s2fPHrCvBx54gMWLF/Ptb3+b/Px8fvKTn5CTk8OaNWuS/Tc2NuJ0OmloaKC1tZUzzjiDwsJCcnNzOeOMM9i1a9fuXubdIl1V8VLgvyLyQ6AaGAlEgbPi2ycDg+Wkn45RjSDBSqBIRPKVUgMpdmnx2vLV/O/RvwLQ3cj7ULfPbxSM5LifPMr4QhcTR7jxhSKsfONFPnr4DsRiw+F0ElQW3K4Mstwust0utpmtrItZ+PihPD575GF861vf6nLMtWvXsnLlSpxOJ06nk4yMDMRiY35WlNxoK7W1YfItZrKtiqIRWWxv8mI2QTQK4wpcTCjKoijLidViWE7e3dZEZXMnkZiiMNPO9iYv25o6QRlJao+ZVMgDb2/DYTPT2RZl5Y42osqwbI3MdpKTYeGDba0oIN/tICsWw2kxU5LtxGIWPjO+kIgSrBbh2ZU1lGTbOTWerww+dUtlOyysrvGAwKLx+YDhxnx9YyMCVDZ3sqGuA4D3tzfhC0Vx20yUF2aRYTOzsa6dQCjCiCwH3mCETIeFxRPye1hnTp5ezCc7WinMtFPr8ROMGMXebRYTE0a4jRJakRhPrNhFttOKCejwh9jZ4sNsEhaOzaOq2U9HIER1WwBfKMrMkdlYrGaWzBnJi2vqGJOXwYodrYhSbKzrIM9l63XWbcJVeMT4fOyjshlX4OaD7U00todo7AgQiykKsxx8Zlw+4wrdvLm5iXy3Db8pipgkaQE7alIBo/NdnDy9uM84t9RcZ69vrOedLc3MHpVDRzDCkjkjWV/r6WJ9TcwYNVzZMSqbfdR5/Gxv8nLazFIqdrYkXcOps2R763N6aXYyR91xU4r47yc72VzfQVmek61NnWxr6EREke20MiLLyfFTCnFazUwqyuThD6oIRGLsbPWR77LhdpjJd9uTSuTGunaisRjBSGTAGD+N5mAjGo1yxhlncPzxx/PQQw9hNptZvnw5YCgRDzzwAK+99lpSObv66qt56KFPn1Rvv/02GzduZNOmTSxcuJCzzjqLSy+9FLPZzH333cfbb78NwOuvv57cJxQKsWTJEq677jquvvpqnn76ac455xx++MMfAobidskll/Dss8+yYMECHn74YT7/+c+zceNG7HbD6/Gvf/2LF198EYfDweLFi3nggQe46qqr+PDDD7nwwgt54oknOOGEE6itraWjw/jdv/jiixkxYgRbtmyhs7OTM844g9GjR3PllVemNVa9nespp5zCDTfc0MOtOVBfH3zwAV/96lepr68nHA5TX1/PY489llT6/vWvf3HMMccwYsQImpub+drXvsa//vUvotEol1xyCVdffXWvJa127NjBrFmzWLVq1V4VXR9QORMRE5CLESs2BygFaoH3lFJhAKXUm8CbeyxFV9xAahXnxHIm3axuInIFcAWwW4NQlJGuwRCiJiveQJg5o/OYXJTJ48ur6OjwEug0bjZ/XDof0NBt3w2At6Wuh3L2zDPPpO1PH7foFD7ztZs4ZUYx3lCMXKeVJx74K39Z/SZmqx2x2hGLjYhY6XBlsEqsYLbhcmUwo6yQcPZRvBCM8NKGBorcdkblOHEGGtlc08TEsSNwWlyEvDE6O72IyYqgmFCYycnTinl1YwO1bX4qdrSyZM5InvpkFxvr2nny42qOnVyUfIAmrDjt/givb2rkjY2NTC7KZF5ZHmtq2ghHYpQXOCnJdlKe76Ky2ceanYaF5/KjxpHntvGnV7YQjin8oQgLyvOYMTKHMXkZgOKxD3dw8vTiZGD/U5/sIhSNUtXcyftbmxk/wo0/HKG+I0BpVgbhiBEr2OwN0tAeJMtp5aPtLbT6QmQ5LYzNd9HsC9HiDdIZjLK1sYPsDCsZCC+uqWNVtYdsp4XVu9qobOnkrS1N3HDaVI6fWtTl2qyt8SRdhVNLsllf6+HBd7fz7493EolGyXXZKRvhZtWuNjbXdwAKq0lo84XIzbARisRo7Ajy2Ic7aPYGOWJ8Pq9tqO8zLiyhoH5c1cJD7+3AEwjxxsZGMp0WbGahNCeDJm+Q9sCnSs68sjye/HgnK3a0GpNflACGS/fZlbX4w1FsZuH8ReW93n/dXZaJHHUfbm+hzR8GAbfNjDcYptUf5uSiTJr9YbyBKMdOHsHUkiw6AmHW1HiwmgWnzUw4onh1QwOFmXaC4SirazzMHJmN3WLRsWea/YJdf74wuTzqm/8Y0r4+/PBDampquPPOO5OutSOPPBKARx55hO985zuMGzcOgF/+8pfMmDGDv//978n9b7rpJpxOJ7Nnz2b27NmsXLmSqVOn9tvn+++/Tzgc5rrrrkNE+OIXv8hdd92V3H7PPfdw5ZVXcvjhRuzdRRddxG233cb777/PMcccA8C1115Laanxh+1zn/scFRUVgGG1u+SSSzjxxBMBGDnSmEBWX1/P0qVLaWtrw+l04nK5+Pa3v53sKx3SPdd0+iotLeWaa64BwGKxcO6553LllVcmlbNHH3002TY/P79Lnc4f//jHvZaOAkMXaWtrS+t8+mNA5UwpFRORp5VSmcBbe93jwHiB1IJYieWOXmS7B7gHYMGCBar79r6YMW0Kl113PSsrGyASorrRQygUwG2JEfD78Xb6MMdCBAMBrHkjmTcml/L8DNoDIVxWC+ZYKO2TaQ9Jj3V+vz/t/UvzsynKsjO5OJM3NzVS2+rH6a+ndfuaHm1bun3eDNTUNzHx1EsJhCLExEZdh5/ND/+azs0f0PMIIBYbZpuDR212sNiYv+Ry1ttOojjHQWGmDbMIb/zzbr76YpSxxbk4nU6sdgeekDAiN5PWqg5aQsKyzlE8GTaxKZpHXchBJBajrn0nF3ymjCKn4r1gGIvFxOpqD63+MM2+IIFQlHAUNtS1c/2p01i1q5VbnlsPqGSajfW17SyvauHjyjYisRjr69qZPSqXYyeP4NmV1UatyQ99lOe5mTcmh1W7PIzKtbO+2kRLJ6holHU17XiDYaxmKM11ku2wkue0MirfRXGWgwy7mZfW1bG9qROLSQiazKyr9VDZ1El5gTtpFWzsMKxuc8fkcvfrW6hp87O8qoXGjhAWE/jDMWpa/fhCMbz+MLXtfvzBCOFoDKvFTEmOk8omLyaTiWMnFwJCVYsPFJRkO3tYkcYVuHl/axNLV9XgC4YYl+di4bg8vMEI+W47oChwG9bEhIUSoMYTYFyBi1XV7ZhEUZztoDw/g+IcOyjDEjZQHdfUGaDBcJSz543ik50eRue6eHtzMzUeH6EIvLyhgfZAmPe3NXHE+AKOnFDAkrmjmBVPyzKjNDs5KWXVLg8l2Q4sJhOTi7KYV5bbJVmyRjNcRL3df02Hjp07d1JWVtZrzFNNTQ1lZWXJz2VlZUQiEerrP81cVVxcnFzOyMhIK0N+TU0NI0eOROTT51NqP1VVVTz44IP88Y+fhpKHQiFqaj4NR+jeb2Lbzp07Oe2003r0WVVVRTgcpqTk0/jdWCzG6NGjB5S3rz77Otd0+ure73HHHYfP5+ODDz6gqKiIiooKzjzzTAB8Ph/f/va3efHFF2ltbQWgo6ODaDSK2Tw0Vv503ZpvishnlFLvD4kUXVkLzAb+Ff88G6gfLJcmwKRJk7jjlp/x1Ce78PjDvLC6htr2AIWZdiIxRXmei3y3jfV1XmxmYUpJNi+sqaOmzUe9J8ikY87kxmsvxyYRRjhNVFTW8+a6anY1ephe7CDDFGVZxQ5c5ignHz6jx+zGGTNmcMLpZ1JV30qeA2xE8Pv9+Hw+fD4/bR1eAn4/kXCQaaMLmFGajS8cpcMfxhuKYJfeffS90R4Watv9RBU4LCbafFGi4b6VSxUJEYmEiMQjCL0+P5VNnbxlEo6aWMCoXCdvVrzBlrpt/fb7bvy97Ks3YRt7GNVmoSzfxMqdbfzoS0cQbG9BzBbesNoxWQ2FUJmsxMw26q125t6bQdRkI/e4r+EuHMXWpk6eWLGTGSVZrFn6ELWtQZxOJ7EMF29vsNI6upCZOZlUdPip98dY2+DAFioGRxavrG+gviNADGgLKrz1HYzMdWC32vj8rBIybBZ8oSjvbmkiO8NKszfE+poOQgqmFmWwYGwBKOGfy3fhshkxeXariX8t30V1m4+PK1tQMYUC3DYLTRJCYZTNisVAxIgBaG4PElUQUeCIRWkPhLCZzTiskGm38uLqGgKRGMGIYtnaWjx+I6dcwopUsbOFR96vor4jhNNqojjHQU2bn9XVHt7Y1MjlR47DbTOTabcSjira/UauOqbAx1WtrKttwyRCJBYj3zWSw8ryafYGqfX4qfX4e7Va+UPR5KSCOaNzeOqTXVTsaiXDaqbWEyDbYaHJG8RuMSPEiMZiRKIQjUWpbQvw/Kpa1ta0ceK00h4lrJatrePkaUXxWp306FujORQYPXo0O3bs6DUovbS0lKqqquTnHTt2YLFYKCoq2quYp5KSEqqrq1FKJRW0HTt2MH78+KRMP/7xj/nxj3+8R+ezdevWXtfb7XaampoGPfg+VclMt6/u+5jNZr785S/z2GOPUVRUxBlnnEFmZiYAv/nNb9i4cSMffPABxcXFVFRUMHfuXJRK2ya026Q7QlXACyLyNEaes6RESqmfpnMAEbHE+zMDZhFxABGlVPespv8AHhCRRzBma94IPJCmnGmzrcnL6hoP2xo6afeH8Ydi1LYFsZgFhyXA9uZOjpyQzxmzRjG1JIv1tR6eW1XLjhYfZYU5tETtNHuhRTnYGMojWujAYg8hJVk4M6xkxSZgM5toy8/pMWvzy1/+Mp9bcnaPHFQrqlqSsyuLsxxMLs7CH4rwyIc7yHRYOG7KCDY1dDL7m9/jsJO/RLFLWL+zmUXlmThNUZZvqeV/q3biNEUZ6Taxvb6VjNJJ+IJhzKLY0ujFagJ7ThGOkeOJhIJILIQ5Fibg9/cICAXwR01Yo1FyM6wUZzlxOSyEQz3b9YXV7sBht4CAPxhlfV0HkZCRFUVFI0SiEQh0dtknxKezSwqPOZ+cDEMBmFjg4qmPK3nrsT/06Kc3K+Aa4Lw/LCPf5aIzGEV8IUIdTez6x/dpdDjJcrtoy89GWaw0ByBmspHlziAsVjwBRdhkx//5y2nqDLKzxU+G1USWKcA7ry1jxphCJsQ6WVnZCFYrZouDqMmC1e4w2mXYcFosNHQEcDnMuO1WYjFoaA8QiMRw2EyEI4qdLV5yMuw8u6qaD7a1kJ1hoSQ7g1NnFjNrlL2LxcrIAxcmBjhtJrIdVrY2eqluCxBVcP8723FYzbywrg6nxcTI3AwuWTwWu8VEOBojx26ltsOoOtHiDfPdkyZhH2XkWes+EzPB0tU1PLFiF7kZNvJcNmIxRY0nQCAcob49yIhMB+NGuLCaBV84QnVzAJsFTGIipmKsr/Wyvs7DulovdssU5pXlsrbGw6LxBVQ1+zh5RklSMexe5kqjORRYuHAhJSUlXH/99fzsZz/DbDbz8ccfs3jxYs455xzuuOMOTj31VAoLC7nhhhv4yle+stfKzaJFi7BYLPzhD3/gG9/4Bs8++ywffvhh0lV3+eWXc+aZZ/LZz36WhQsX4vP5eP311zn66KOTCktfXHrppZx00kmcccYZHHfcccmYsylTpnDSSSfx3e9+l1tuuQW328327dvZtWtX0lW6pxQVFfHSSy8Ri8UwmUyUlJTsUV/nnnsuS5YsIT8/P+neBMNK5nQ6ycnJoaWlhZ/97Gd7JW86pHuFncBT8eVR/bTrjxuBm1I+nw/8TET+BqwDpimldiilXhSRXwGvxft9stt+g8L00mxmjsxOliPy+D24bUJZQSaRaJSaNj+RKMlcXXarkdbi7c1N5GY4jHQQ2Q5Om1nK2AIXn+xs5f2tLUwvzeSMWSOJRGNsbPDispt6nbXZW06qx5fvYEeTn2OnFLCj1c+uVj9KKTIdZuaMziEcVWxv8uKyZpE/YTbzxuaRUdfB4RMLWFCexznxmZEVO9tw2czYqttp6gzS7g8Tiiqi0RgWExx32Q2Mys1gdbWHEZkOTplRzDkLy7BbhEAgwLsba3h1zU7e21hLZaeFps4IH1e10toZwuMLUXzCxYx1xRjhMuH1+pBokLU7mggEfJhiYWwqitMUwR/wM6FsFEcuGEVVs58JhW42NXQgYjLMSWn86ygvyaOqPWQkxY3GaG3zDLhPKu9VdXDSnDyOmTyCNzc3sm5tLUFPI0EPtNfDrp5/8JKYrHaO+/6PWVntYU21hyyHGQnt5Ie3Xj5gvyaLjcyiMqZ+8y9MLHSzy+PHYjKR7dlC2+uPYXe5qPYrImLF5cpgk8WGN2LGl+HAn+nmsR1FfPnYuSwoPyU547WhI8gYp2Jjcx0dITufbI+R6crAYgJiYDIrGtt9+MIKi0kwibC5oYM1NR4qG3yGazrbiccX5jPj8ghGFPPKspPVGGo8AZauruHs+aOTfxhKcxx8Yc5IKps6+aCyifwMO+cuHMPSNTU0d4YozXHi8lvY0tBBW2eYCGBWkJNhwWo2kWE33t0OC6A+nTzitNDUGeS5VTVMHOHuN7/bcCAiduAvwGeBPIyZ6T9SSr0Q334C8GdgDPABcLFSqipl37uBL2L8z/iVUuquHp1oNBgWm2effZZrr72WMWPGICKce+65LF68mEsuuYSamhqOPvpoAoEAJ598chdX455is9n4z3/+w+WXX86NN97IaaedxllnnZXcvmDBAu69916uvvpqNm/ejNPp5Mgjj+Too48e8NgLFy7k73//O9/+9rfZvn07RUVF/PnPf2bKlCn84x//4Prrr2fatGl0dHQwbty45CSEveFLX/oSDz/8MPn5+YwdO5YVK1bsUV+HH344LpeLmpoaTj311OT66667jnPPPZeCggJKS0v57ne/2+tkADAskNOmTWPdunV7NSFAhtIsty9ZsGCBSsxwSYdEItM3NzdT1+Zn1a42QtEoM0cZytjaGg+TRmRy3YmTAHhrcxPrazy8t62JiUWZXH3cpGT+LX8oyj/e3c67W5u46Ihyjp9azKvr6/jjq1sZnefkwkXlAyadbfGGuPG/q9jS2Mn4ES7qPEEybGYmF2UyrtDFaTNLefSDSp6qqMZqNuEPRznnsDHML8/rUjdyfa2HT3a08tyqOoLRKEeOy+PDqlbMQBjFjJIcGjqCbGnoIBSJke+2M600i4XleV0eymtrPAjw/X+vpNkbINNp47DyPD7Y1kxrZ5AMu4UTphYxa1QObf4wj35YictmJRSJ4g/HyHJYMZlgclEW4wpc/HvFTpxWE76gMUuxyO3g2uPGMnekC5/Px9vrd/HUx9tpbPXS2ekj26YodpkonbGQ5Ts7ae7wY7VZKHIIu157hHAwgAoHqaxvJRoO4jLHyDBH8XR0EgsHCQUDhIMBRn7jAUbnuVg4No9F4/L5479f4q0708vibHVlc+lfX6apPcj62nYmFmfiblzLwz+7Kq39nUXlzP/2/Swen8dHVW20+0OEN7zOykd+mdb+0+Yfwf9eepm/vraZ5VWtmExC+4dP8vajXS2HYjJjttlRZhtY7JgsNsxWO6NmH8Xl132fjypbqW3zU5bvIrrtA1Z/8iEWq53sTDeHTSxhbFEu1R1htrZGcTocLJpcwpyxRbTgZmOHjaMmFtDuD3Pb8+sJRmMcOSGfNbvaCcWiFGU5QEFViw+PP4Q/GMVqEfJddiYWZ2Izm5lWmkmGzcqSOSOTimBjR5B73txGht1MabaTrxw2eo+sZiLysVJqwW7vOPBxXcD3Maz2O4DTgMcwJkZ5MZS1yzCqpNwCHKWU+kx8318CRwKfB4ox/mhePFAFld39DdMMLqmFz6vuOCO5XPbD5wBd+Fwz+PT3+5W2bVREpgBfAoqUUleLyGTArpRaNcCu+x0JS8QbGxtx2Mwo4PBxeVTsbGNNdRt5GTZG5TiZX5bLuAJ3SkC2i3W1HXQEItS0+XDajBI/a2s8rKn10B4wCl0D2C0WRuU5yHPZk5azvkobTS/NZunqGgrcNsxmExcfUc4D71aSm2FlVK6T0hwnT1VUs6neS2mOkXOsus3PxKKsZKLV1HqaNa2dVDZ7cdksbG7sRCkhFFOU5mZw0vQidjT7WFCei9VsYnyhm1qPUVM04X5NWPWWV7YwKi+Dls4A3kCYNl+IkmwH7YEwrb4IK3e1MaUkm6JMB06rlVDEKMPktluYOTKTNn+U+vYAHl+QVm+YxlgMm1lYOK6Az4zLZ3ZZITluGzk5OXyuoIhx4ydQku3k9hfWs2JHK3XBCKs2xMtsRRX4w7R6hcLFF3BseS5NnRHs1a34w4rReRl0BCLkBsOMyLLjCYTweg0XoMcXZHllK+MK3JxwxHzm37OMbLuitd1LliVGY5sXb2cnG3c1k2VT5Dvgk211WCxWfMEo7cEwE4szmVLsRpkLmXLY0bgtMTq8PnY2tiHREOFQkFg4iAoHiYYNt63D4WRysZtF4wvJc9l5cW0dZkf692nMbOVPr27imYpqIlFFnttOR3tnj3YqFiUS8JFwBkeBMOAZOZ4XVtciJqEk28mCslz+9fT7rFv2eHLf3mb4JOamfes732fWkqto7AgCirljsnnotm/z7rr3Ia4AYrYhVjuujAxMVhsmqwPMVpqtdrJPPoslp54EIjR7g6yv9fDi889QsbWWLFcGrd4oI8sKGecuxFsd5ImtMY6ZO5XCvOG3oCmlOoGbU1Y9JyLbgflAPrBWKfVvABG5GWgSkSlKqQ0YuRovjudpbBWRezFyNR4Q5e00Gs3wk27h8y9hmPifBM4FrsZIbXE7htn/gCKRyV4BJoHtTT5GZNn5THkeH1a2EIrG8HeGWFXtYVuTlwXleSwoz2N6aZRMh5nNDZ2U5mQkA/2nl2Yzd3QuVlM79njusXlluaypaePNTU08+N52sp02yvNdrNzVBnSdBbe2xkNVi4/69iDecJT3tjVhMRsJWScXZfFURTWRWIw5o3OYXJzVpTTR8sqWpPJXku1k2ZpaPukIIkCey0p2ho0JIzJx2ky8tqGBDbUdIMJREwt7FEJPdSslZuWds3A0I3OcRiLYSIwYEq/j2cnkoiyWrq4lz2XDItARDjOtOJuFY/Op2NnG8soWTCIUZzvIz7QSiSqyHFaKs+y0+8Nsa/KS504U8/7UzXv9qVP5+TNr2NbspbkzSIYF7A4TjZ0xnFYTWU4rHaEoK3e2YBbhxGkjcFjN1HmC1Hh8tAfCNHWEk17TaFQRjAZA4PQ5YwiGR/HO1iYmTHSwaHwBj3+4gyVzR/L25kYQwW2zUPPGVgozbayubqMjEKHAZaOy2ccZM8Zz7LV3cfzkEazY0cIbm420IeX5Gby7rYWR2U5G5zlpbGtnR2Mn4UiM1zc1EAjHsJnNHHPiKZy0cAbb61upaWqjub2TfDvEIkGq6ltpaGsnGgoyKtPCosPm0dARIhxTiIDFAi6Xi/yikbR7O4nElUFUrNf7PKQs+IJhMhwWdrZ28v522NnYlvb3pDkIT1fUEInFMAtEFQT9PmLhIISDxPyfzgjtbYpJ7gnHMLk4i9c3NYCC9kCE3//6DjqqNyfbvNFtn1/88T5uuPrStGXcV4hIEUaN4bUYCblXJrYppTpFZCswXUTqgZLU7fHlJX0cd4/SAWk0moObdC1nPwc+q5RaKSJfia9biTGT8oBjemk2X5w3CjAUhwfe3kZRtpPxI9wEYorxhW6sZhMTR2R2UVicNjPHTy0my2lYqrKclqSl6ZyFZV0UHKfNjNVkorrNR22FnxhwzsIxyVxdiVqKK6paKc52sKOpkw31HYSiMQLxhKpT4oqYMf9CkkpZgvW17V0KYC+vbGF9XQf+cJScDBv5Ljs7mjrJy7DiDSja/BGaO0MsmTuyx3n1llPrna3NFLhsnDitiBOnGTm+OgJhnllZi8UsKGKYTBAMRahrDxCKKtp8YaxmYVebH18witthZtbIbDY3dFDX4aehI0h9exC33dpnBYVaj5/SXCdVrX6iUVAI3jCYBTpDUaYVZ/HVhWPYWNtBVClqPQGmlWQzYYSVUDTGrhYfKgZF2TbsVhON7UFG5bqYVpKZLCeVSNnw5Mc7WVVtpHRo8oao2NlGnstwyeY4rdSahFgM6jtCxIB/r6iGmOKVdXXkuW2YRAiEY7y1uZkaj59oVHH+Z8qAQjY3dDImL4NaT4BdLZ2MynFy5bETyHPbkgls393WxMY6L4WZdiZFY3TubCMSA+U00ViczSiHiRmlOTitJna0+lAzz+AXX7+GIycUcstz6zhjZgken49H39lMXUsHZZlmWjt9tHg6iNgyaQ9GaQ9ECUQUmU4LkxedRNhdTDhkTATJtMSYOsKO3x+gurENUyxMNBzA5/OzocNGrM2HxSxYBDyBSL8zfbuzaNJIQFGS7aTZG2RHi+Fy7o+JJflpH39fISJW4BHgQaXUBhFxA43dmnkw/rC6Uz5339aDPU0HpNFoDm7SVc5GAAn3pUp5PyB/TFKn9C+vbCEQVVS1+JhWmsnM0mzKC9xMLs7ktQ31+EM5SbdmaoZ26FkAujtL5o4iHI2xpaGDna0BEg+qP76yifV1HXQEwsRiihjQ5A1CLIaYTWysa8dmNhLlzijN7iLrqxsaWBapw2YxccT4fI6aWNDFCrdkTpQ1Ne28sLqGbc2d+ENROsNRvjx/FGfOGcnFi8cyMrfP0qZJppdms2pnG29samBNjZ2z5xnzQN7c6WF7o5cmb4CNdUJ2hpXRuRlkZ1gR4MiJhWyMp6rwByPkue2U5jopzXWydFUtXr+f9kCY5s4Q62vbWTyxoEff4wrcNHlDhKJR8tx2LCahpsWHy24iEI6xvamT5VWt5LrshMJRmjpDxJTi6mMnUrGzhaWr7Gys93LZUWMpcNsJRmLYLebk5I5UZTSR9b40J4Pa9gBzRucwY2Q2oWg188fkYDILn1S20BmMEopBIKIQjBu/sSPE5CI34wvdzB2dw9ubmzhpehGLxhewtsaDL9ROYaadYyePSN4325q8OG3ZyVJMa2s8NHr8tPlCnDajhB0tnXQGogSjwtpdbTS1O5lamkVtu59mbwCL2UI4GsMfjjJzVDZVLT4uXjyWcUU5fLC9leklhqU1y2lYEke47ayqacXrj2LGRO7UhWRnTCIUA4vAsZMLOWxsPq9vqKe5pg2z2czYAjcmE8kJKVaz0OQNEQwrSr96C1ailLrNSDREVX0zOTbItilGZ1nZWtuCTSKMybLgHj2NpypqOHVGMbNGZdPuD1M651jammopsAs2idDU1o7fHyDHrggHAzSGLD1Szwwn8STcD2EYB6+Or+6ei5H45474tsTnQLdtGo1GkxbpKmcfAxfwaTgKwFeBDwddon1EInVFMBLj1BlGYrvKZh9rajysr+vgva1NrKo2/vwmsqf3VuA5Qfdt/lCUbU1eZozMobLJS0N7gKpmHw+8s513t7UQjcaIoaj3BAhGYuS7rRTnZLChroNwFJQVfKEoqfpvovD1jhYfJfGs9KmWtITSOa8sjzF5houzsSNMaY6DM+eNTkspSz3W5OIsVtd4mDEyByOrfDWBiFFeqdUXJBCMMiLTzfdPnsxdL22iMxShwG1j8YR8NtZ7sZvNbG7wsryqFbOAzWyiONvJ4vH51HiC9KXbb2vyUpztoMBl46hJI+gIhPnb29sZk+9keVUrNR4/m+s8TC/NIsthZU2Nh6MnjSDPbeP4qcXMGZ3H0tU1HDVxRJ9liRLkuW2cv6jcsKZZJDl797IjxzG1JAuPfwu1LX7q2gM4YzF8YeNatXjD5GXamT06B5tZ8IeiXHfi5OQkkVSFOTWGL/UecdrMjMx1EoopwqEoDe0BjphQyJg8J5vqOvh4RxsWixCOKjoDUUIRyLCbmFZipL9YtqaOip1tvLahnvMXlXPqzFLe2dxIVoYFFFx8xFieXLGTvAwHTkuUXJeN8YVuWrwhKht95GQY+dCe+aSaQNSwrkXDEWo8PrLsVmKxGMVZTnyhKBYJkZ/jYESmg3A0xskziplWkmV8Z6rbMJtMnDqjiMomH+GYot0fpkbFeG9rHXNGZZPltDJndC5//d0dbG7opDjLwc5WHxU726hs7mRcvotgJMYWk71H6pnhQoxESPcDRcBpiYooGK7Ni1LauYDxGHForSJSi+FVeCneZHZ8H41Go0mLdJWza4H/icilgEtElmHEX5w0ZJINMWtrjDqEAF85zMgUXOvxk+2wctSkEUnL2WkpNSS7Z0tPpfu2FVUtcatBEdubfdR4/Gxr9PKLM2cRicaYVprNrjYfL6+tZ2tDB5l2K6W5LjbWdTC20MkZM0cypSSLYCTGO5ubmFeW28Xa0n1SQerDzGkzk+WwUtUSoKHDT6M3yMa69t1SzoAuGdv9oSgb69qTVsUb/7OS5VVtmEV4bmUN2RkWJha5WTJ3VNLqEY7GsJhhUlEm1a1+/OEY84rdfH7OKN7b2sTUkt4tj90VG38oSkcgzI4WH5+dYmVVdTu1HSFs5gidGRFOmlbEovH5Sctmuz/Myl0exha4klbHgXDazNit5i73RJ7bxtePnUBdewCL2USe2051m4+69gB2qwmTCPPG5PHm5kaq2/yMH+HGaRuRdrZ9gGkl2cwZnUt2hoVrj5/EB9uaafIG+bCylUAoQqHbjsNiZlSeE4sIFy8ey6LxBThtZr5+7ASWrq7htJmlyT6nlmRDDD7Y3kxTR5A8t40Mm5nReRnMHZPDxBGZLJ6Qz31vbWdTfQd17QHafCEiSpHrsmG3mCjLc1HV4qMjECEQ8pKXacdkMjG3LIfJRVkpcudgt5goz89Ixlp6AhEWludit5q5962tNHcGeXZVDQ1ewx16/NRioIFfvrAeXyhCrsNKtsPKzlYfboeVsU5Ln+7uYeBuYCpGSEdqWY//AneKyNnA88BPgVXxyQBg/Im9UUSWYyh2lwNf23dia/ojdVZmXzMwiy/63T6Spm9++9vfcscdd+Dz+fjiF7/I3XffnaxrmUplZSVjx47F5XIl1/3whz/kJz8xyl1/73vf4+mnn6auro6RI0dyww03cOGFF/Y4Dhj1N88///xBLepdWVnJ1772NT744APGjBnDn/70Jz772d5D1X/wgx/w2GOP4fF4yM3N5corr0yWOmxqauILX/gCGzZsIBqNMnXqVH7961+zePHiXo/16KOP8t3vfhe73c7f//73ZA63rVu3csEFF/DWW2/1yO7/y1/+ko6ODm677bZBO/89JS3lLB5nMQU4A3gOIxHtc0qpgetE7KdML83m1BkhKpv9yRmZq3a2UbGrlcpmL4vG5/eoN9hbbFbf2z6dtXn2vFFUNvsozLTz8vp6rBYT62o8bG7owBuMEI4ZkxJyM21MK83hoiPKGZnrpN0f5oF3twPClUePZ/HEgqRVZm2Nh5JsJ4VuWx8PM2FUngOLWfD4wlQ295zlNxCp57S2xoMnECHLaWFkrpP5Y/NYV9dBToaV5s4QHl+EEZnGOb++sZ573tzOxUeUMb9sLMFwjI31VbR6Q2xv8vHGpkY83SYE9DeWqUppYtJDSY7TyNQfd1c6beakZSrbmbite5bO6o+EWxgkqUDluW387PMzWLq6hs5QlIff78AM5Gfb6fBHWbGjheJsB8VZjqQi35vS3JfCtmh8AVlOa/Karq/r4OPKFtp9YdxOM+MKM3DZTUwqyqW9IEww8ml1iITVD+hilfv8nFK2NHaS77ZjAjyBMNNHZjNxRCYvrKljyZxSjpsyguo2P0eMz2NLg492f4glc0ZR1eqjusVHMBzFZjYRjcVo8PiJxoTVOz20+yKYTEJVs4+aNh+N3hBHxfPsJWL5Eu7ba4+fhM1s5qpjxuMPR5NK/v/W1tDS4cNusxJWig5vAF8wgsNqZkuDl4qdbRw/dcRuXbvBRkTKgCuBIFCXkk38SqXUI3HF7E/Awxh5zr6asvtNGIpdFeAH7hgojYZm/8JePGFY+1+2bBm33347r776KqWlpZx55pncdNNN3H777X3u09bW1mtyWpfLxbPPPsukSZP46KOPOOWUU5gwYQJHHHHEUJ5CknPOOYdFixaxdOlSli5dyhe/+EU2b95MYWHPP86XXnopN910Ey6Xi+rqak466SSmTJnCWWedhdvt5m9/+xsTJ05ERHj66af53Oc+R0NDQ4/zjkQiXH/99axYsYKPP/6Ya665hjVrjFTl1157Lb/97W97Lbv0/PPP9zvGvdFbZYfBIO0jKqV8fFpS6YDHaTNjt5hZX9vO5CI3iycWMrk4i7e2NLGmun2vXStGfJPhtst3O8h32XhtQyOb6zsYmeuips1HZzBCMBLFaoZAFEKhGD84ZQpraoxyPJOL3URj0BkME4x8WkhhRVUrT1VUx91uvSs5CatXSbazhwVwT+hu9ZlWks2YPBet/hAnTy9hbW07a6s9LF1dw8b6drY2drB0TS2/+8o8ADbWt9PqDWMWoTzfSZYze8CYve4KzYLyPF5d38BbW5r48oLRZDmNSQWJNonjjStwM2uUd4+Smtqt5h4KVEIJavGG8AXDbKj3MiLTxvOr6sjNsHH81KIu+/RmIevPyplQzMYVuFkyp5TSHDvLVtfRHorw5uZm3HYLJ00tojjHwYodbYwtcPeI1evaZzZZDitN3iDPrKwl32Xn6ImFhtuwwUuTN8S0kkyuOHo8vmCE/1RX4wtGMZmqGZ2XgRIIx2LYLILFbKOxPQiicNrMHDEhn4kjMrFbzMkJKqmTYBaU5/HO5iaeqqhmyZyR/PHceV3kXF7Zws42P6GYYIrGCEVjqJgiJoI/HKXVF6KyyYsR5jp8xBPK9qndK6VeBqb0sS0IXBJ/aTS7zYMPPsill17K9OnTAfjJT37Ceeedt9uKA9Alm/3hhx/OUUcdxXvvvddDOevs7OTUU08lGAzidht/+Ddt2kR+fj4//OEP+de/jMf/l7/8Ze64445erXjd2bRpEytWrOB///sfTqeTs88+m9/97nc8+eSTXHVVz3yRkydP7vLZZDKxZcsWABwOR3J7LBbDbDbT2tpKS0sLI0Z0/b1obm5m5MiRlJSU8NnPfpZt24xyg0888QQjR45MFnRPpbW1lU2bNrFo0SJmzJjBL3/5Sz73uc8BJOt0vvTSS+Tm5jJ27Fjuu+8+fvazn1FeXs6bb7454FjsLumm0hgL/AKYw6ezkQBQSh3A87+ly/u8slwuYyyplpO94cPKZp6uqGHu6BzyXTY213fQ0B7AH47h8YexW0xEo4qiHDuhsOL8z5QDwpubmugMRjhx2giOnlTAO1uaAVPKkQ2lLx0lJ89l62EB3BO6W7MWjS/g/re3s3JXO29ubkxal06bWUq+28b721qxmExJJfechWVMLsqkt1mnfVmVelNo1tV6WF/r4c1NDkZkOZK53RJtEu16s8gNRH8xhYkxaPdH2NrgpbIJXHYL2U5rj7a9WVj7c4mn9rt4YiHlBW5eXtdAc3uQcAwy7RaiCqwmE2ZTYjpCT9kS1qu1NR7mleVx1/82sq7Ww4KyPCYXZ/GL59bSGYzwyc5WMmwWSrMdlIxw4bSY8YWiNHkDxGJQmucgFDHm++RaLeRn2uLnmcuX5o/pEsfX+zgb8gUjkR7F26eXZvPl+aOxmsxkOsw4LGbW1bYT8YcYme1k4bh8lszd0yIkGs3Bwdq1a/nCF76Q/Dx79mzq6+tpbm4mP7/3Gc1lZWWICCeeeCJ33nknBQU9J1v5/X4++ugjvvGNb/TY5nK5eOGFF3q4NX/605/y/vvvU1FRgYjwhS98gVtvvZVbbrklrfMYN25cl5JPs2fPZu3avkMwb7/9dm699VY6OzsZO3Ys5557bpfts2bNYsOGDYTDYS677LIeihlAYWEhzc3N7Nq1i08++YTp06fT0dHBrbfeyiuvvNJrv8uWLeOEE07AbDZz4YUX8vDDDyeVs6VLl1JSUsLcuXOprKwE4I033mD9+vWYTKZej7e3pGs5exQjI/Z3+bTs4QFPakwVdJ3F2Rt9KRG9saKqhX99uJPajhB1bQHml+WQ67IRjUbx+IJkOW3MHp3Dx1WthCNw8owSzphdyusb66n3BCjMspPlsDGj1MqWhk7sFukSV9SbhSeVgRSNvcVpM/PzL8zgdy9v4rrPTuriYjt2chFZDisgyVxs07vNOk2VrS9Ze1NorGbBYbUwMtfBZ8YVJF1og6FM96dAgTGmTZ0h/KEoMRRzRufypQXp/TfpzyU+rsDdpa7laxvqjfqbVhNWJUSVotUX4spjxjNrdE6/55o6lhcvHpt8f21DPdVtAQoz7VzwmXLe29rEtkYva3dFOGxsLh5fFJfDzMa6DtZVBwlHotisZoqznZwwtQir2ZRMJDvQvTevzDjPjfVemr1GZYSatgCnzSwlz22jzhNgfW0bbpuVyaWZzBudAyZBFDR19J9qQ6MZLtKJVRssvF4v2dmffs8Tyx0dHT2Us4KCAj766CPmzJlDc3Mz3/zmNznvvPNYtmxZj+NeddVVzJ49m5NPPjltWR555BH++Mc/JpWgm266iSuvvDIt5az7eSTOpbq6us99rr/+en74wx9SUVHBU0891WP/VatWEQgE+O9//0so1HtqH5PJxN13380Xv/hF7HY79957LzfddBPXXHMNq1at4uc//zk2m43f/OY3zJgxAzBcmqeddhoA559/Prfccgvt7e1kZWXx0EMPccEFF3Tp4+abb+4S5zfYpKucTQcWK9VHtssDlP4emL2xewqPkJNhpckbAhGaOsOYRGgLRokpyM6ADr+RE8ztsHL0xEKcNjM7WnyEYjEmjHB1qevZ3wSA3hhI0RgMxo9w93BbgaHEbm/q5LSZpWxr8vaQubtsfcna2/X50vwxuGyW5IMe9sxK1hsD3Q/TS7P56mGjGVfo4o2NDXx+dsmAs0H7I6FsB8MxGr2hpHv6uClFbG3wMmFEJp/saKG5M0xMKSqbvANOcOg+meLHZ0wDjJQhVc0+RIRWX4iz54/mjhfW87+NDQRDMQozbZgQAtEoo3NcxBDG5bs4ZvIIzlloKKAJWQe6BxOTKxL1Zyub/SxbWwfA2fNHs6vNRwzBahEaO0IIwhmzSnimooatTZ2U5Di55MixezyuGs3e0lv5pqHikUce4corrwTgqKOO4oUXXsDtdtPe3p5sk1jurei42+1mwQKjAlBRURF/+tOfKCkpoaOjo0v773//+6xZs4bXXnuNlBjKAampqaGsrCz5uaysjJqaml7bTp8+naqqKoBezyNxLgMVTxcR5s6dy7Jly7jpppu4666upWkdDgfnnHMOU6dOZc6cOcye3TPl6gknnMAJJ5wAwMqVK1m+fDl33nkn5eXlvP322+zcuZPLLruM999/n1gsxksvvZTsp7S0lMWLF/Pkk09y5pln8sILL/D73/++y/FHjx7d7znsLekqZ28CczFSahyydFci+rOkzSvL5funTOF/a+upbPYxtsBJZZMPiwlC0Rh5LjubGzuJRGMcNzmPReMNE/SYPBf5LjtHjC9MHrMvpaY/dlfx3F0SqUhAkgH5CZ76ZBdPrNhFKBLjnMONL3V/SW93R9ZUC92+5lPLqlDTFiDLseeKGXyq7C8sz+2Sr67W4ycrw4Y3FGZrkw+TCarb/LQHIgMcsWcMW8KqmOe28Z2TJne5Xw8fl8eLa2oJKEVMQVG2A4fFxOoaD7GYIstp5ZyFY7rch6kJfPsj9V71h6LYzMJxU4p48uOdWE0mzphRQiAS443NDTR7g2Q5LDR7Q8RiipLsgWNZNJqDhfPOO4/zzjuvy7rp06ezcuVKvvzlLwOGclFUVNSnSzOVhOIVi31qS7npppt44YUXeOONN8jK6p6ir+e+qZSWllJVVZWMf9uxYwelpb3HMHd3V27atIlt27Z1URRXrlzZw1XZF5FIhK1bt/a5PRwOs23btl6VswRKKa6++mr++Mc/0tTURDQapaysjOLiYlatMtK3fvTRR5SVlXWZpHDRRRdx3333EYlEWLRoESNHjuxy3N1RcPeEdJWzSuBFEfkvUJe6QSn108EWal/QvWRRb8vdFa7uSkR/lqxENYFEzq1F4wt4eV0dWxo6WLmrnSZvgNE5LtwOCxcsKk/2ZbcYFje7RXrIOdQK1+6QSEXiDYV5/KMdXH/q1GSqjvICN0VZDsrjs2AHU+bdcS0PFd3d4XtKdytX9/UfV7XgD0fIdFgwmQylLR0S9+WqnW2sr+tgyZwo88rykgpbYvyyHDbGj3DT7o9w8owippVk88j7VQRCEcbku7j+1KkDfgf6IrWd02bm/EXlLK9soarFh9lk4uvHTqBiZyvrattRSrG92UdLZ4jiHMdeK70azYHOhRdeyMUXX8x5551HaWkpt956KxdffHGvbT/44ANycnKYOHEira2tXHvttRx77LFJd+Avf/lLHn30Ud56660BlbuioiKam5vxeDzJ/c855xxuvfVWDjvsMESEn//855x//vlpncekSZOYM2cOP/vZz7j11lt54YUXWLVqFU8++WSPtrFYjHvvvZcvf/nL5OTk8NFHH/HnP/+ZH/3oRwC8//77RCIRFi5cSDQa5Q9/+AP19fW9Bvenct999zFv3jzmzJlDJBLB7/ezbt06duzYwbhx4wAjpuz007u6qpcsWcI3vvEN6uvr+cEPfpDW+Q4m6SpnLowUGlZgaG15+4jEAywYNlxwtZ5Acttgug7X13r4oLKZl9fXs6PFR77LRktnCF84Skz5yHRYePzDHXz92AnxIHkTBW47ICyvbCEYjnUp0bS/kEg78fd3K3lnewPZTgu3njkLgEXj88lyWobEpTrUsXTpMFgKZ1/HSawfV+DGZbOwaHwB721tSnvGbWLc2/0R1td1EIzEePLjndR6AmzI/nQCxbyyXC49ciyVzX6WzBnJtiYvFrOQ53Jw1TETdjsvXjpybahtp9YTYFuTl0XjC7BbTLQHwry5qZFoTDG2ICNeskyjGXpS48j2J0455RR+8IMfcNxxx+H3+zn77LO7zLqcPn06N9xwA+eddx7btm3jhhtuoKGhgaysLE488UQee+yxZNsbbrgBm83GhAkTuqxL5A9LZcqUKZxzzjmMGzeOaDTKunXruPHGG2lvb2fWLOP3/Utf+hI33nhj2ufy+OOPc/HFF5Obm8uYMWN44oknkhaqRx55hNtuuy1pcfvvf//Lj370I0KhEKWlpVxzzTVcc801AASDQa699lq2bduG1Wpl5syZPP/8831a8cDIjfb73/+ed999FwCLxcKf/vQnjj/+eBwOB3//+98BI97sr3/9a5d9E7NLH3vsMc4666y0z3ewEJWoDn2As2DBArV8+fK026fG+7yztYnSbAdnzzf0zsG0zLy63ki42dARIByJMb00i+wMKx5fmCVzRrG50YvNbGJMnpNGbyiZwLPdH+GFNbWcOqM4mQdrfylpA5+O31ubGvnn8p2cf/gYrj5h0j7rd38bj6EgtVxYwj25O+fc2z2eiANMKHAJpe24KSOYXprNP97bzrtbmvnqwtEUZjoGfZx7u37LK1t48L3trKvpoDjbwTeOGZ928mAR+VgptWDQBBxGdvc3TLNnpKOQDRRzNtQTAjT7jvr6eubOnUt1dXUPV+XPf/5zNm3axMMPPzwkfff3+5V2nrN4EtovAUVKqatFZDJgV0qtGmDX/ZLU1AMJF1X3GK/BwG4RppS4mT0yE6fdysVHjOW9rU3UegJMLsnkrPmjen0Av7M5UVd5/1Se19Z4eHVDA9kOC1ccPZ4lc0YOvNMgsD+5doeahJWwe7qQdOnrHk9MoHhncxMf72hl5sic5LYZpdlsaTAsyRvqvLvdZ7oypTK9NJsZpdlUNfriSW2GNpZDo9FoEng8Hn7zm9/0UMxaWlq4//77eeihh4ZFrnTznH0J+AvwJHAuRgHgTOB2oPc6DAcI3R8Wg22ZmVeWl5xtCcYDN9V6kdp/6qzDxH7pzI4bKtn7Y1yBm2WROpo7w5w0PW+vZi1qeic1qe7epAvpW6FV3d4/ve8GM0VJgv7uT6vJRHlhBnNG5yZnKWs0Gs1QM2nSJCZN6ur1uffee7nuuuu44IILOProo4dFrnQtZz/HqC+3UkS+El+3EqOg70HFYMU0pT6IEsd5Z3MjT1XUsGRO6YBum96sHvtK9t7OofvDdFuTF6vFRIHLRjAcwx+KHvRuxn1NX4r7YDGvLC8Zb5lIFjyUffZ1fybyxy0sz+fs+aP1faTRaIaVyy+/nMsvv3xYZUhXORsBJNyXqX+390+f214wWPnBen8QSbf3gdkdN95g5zbrT9lL9JGYsGC3mg4Zd+PBQmrN0kSy4D2Nb0uHvu7PvmatajQazaFKusrZx8AFwD9S1n0V+HDQJdoH9GcRGqyYplSXVCJD/mClYOiLwY7H6k/Z2xPLnmb/I3EdE1Ub9jS+bXf66m19IjebVtA0Go0mfeXsWuB/InIp4BKRZcAk4KQhk2wI2RfpGLo/9GBos/UPBYdS8P2hzmDFt+0p+0OKFI1Go9lfSEs5U0ptiM/WPAMj39lO4DmllLf/PfdP9kVpo9Q0CIm+VlS1xGPOommnCtjf0Q/Vg4Ohjm/rjVQL9r74Tmo06TLyGw8OtwiaQ5y0U2kopXzAv4ZQln3GvrAIDVbM2f6Ofqhq9pTuf1a0cq/ZX7BkDlwmSaMZStJWzjS7x3DEnA0H2vWp2XMOvj8rGo1GMxiYhluAg5WE0rKtyctbm5tYW+NJrusr4NkfirK8sgV/KLpbfe3pfoNBdaufXzy3jurW9Oo+ajQJ5pXl8pXDRuu8ZhqNRtMNbTkbYnbH7ben8Vv7Ou4rNVbogXe2s3RNLQA/PmPakPetOXjQVlfN/kqkozm5rF2cmuFAK2dDzL7IU7av475SlcGLF4/t8q7RHAyIyNXAxcBM4DGl1MXx9eXAdqAzpfkdSqlb4tvtwN3AFwEf8Cul1F37THDNoFD9l4uSy73V1tRohpo+lTMR2UkaSWaVUmMGVaKDjN0pqbSnloR9bYHonjRUW8w0ByE1wK3AyYCzl+05SqlIL+tvBiYCZUAx8JqIrFNKvThUgmo0moOP/ixn56csHwZcBPwBqML44bmarklpD2n6UsIOxlQT2h2lOdhRSv0HQEQWAKN2Y9eLgIuVUq1Aq4jci2GB08qZRqNJmz6VM6XUG4llEfkzcLJSqjpl3QsYPzi/GVIJDxD6UsJ0qokDh31ZOF5zwFMlIgp4Cfi+UqpJRHKBEoy6wwlWAkuGQT5NCuXXPz/cImg0u0W6szVLge4JZ73AyMEV58Blemk2R00s6KGEDTRDU7P/kFCw19Z4hlsUzf5LE4YnoQyYD2QCj8S3uePvqTeQJ96mV0TkChFZLiLLGxsbh0BcjUZzIJLuhIBngGdE5FZgFzAa+FF8vQbt6jsY0FZOzUDEq6Isj3+sj08cqBWRTD79A5sFBFKWO/o53j3APQALFiwYMMZXo9EcGqRrObsKeA/4K7ACYzbSB/H1mkOY4cyxNthoK6dmD0goVKZ4nFktMDtl+2xg7T6XSqPRHNCkW1szAFwff2k0SQ7GCQ8ajYhYMH4fzYBZRBxABMOV2QZsBnIxJkm9rpRKuDL/AdwoIsuBIuBy4Gv7VnqNRnOgk3aFABE5UUTuF5Fn458XiMjxQyea5kCgr1g7jeYA50bAj/GH9Pz48o3AOIyJUB3AGiAInJOy303AVoxZ7W8Ad+o0GhqNZndJy3ImItcA3wLuw0iuCMaP1R+AI4ZGNM2BgI610xyMKKVuxshZ1huP9bNfELgk/tJoNJo9Il3L2XXAZ5VStwOx+LoNwOShEGo4OZhiqDQajUaj0Rx4pDtbMxPYGV9OBMBagdCgSzTM6BgqjUajObTRJZs0w026lrM36TkZ4FrgtcEVZ/jRMVQajUaj0WiGk3SVs2uAM0WkEsgUkY3Al4HvpNuRiOSJyH9FpFNEqkTk3D7a2UXkryJSLyItIvKsiOyzZLcHQjoF7XrVaDQajebgJd1UGrUichifZsbeCXyolIr1v2cX/ozhBi0C5gDPi8hKpVT3HEDfAhYBszCya98D/BE4azf6OqjRrleNRqMZPlLLQVXefvowSqI5WEl3tuZPgaeUUh8CH6asvz4+SWCg/V3A2cCMeIbtt0XkGeACerpLxwLLlFL18X3/CdyVjpyHCjqTvUaj0QwdwbotyWV78YRhlERzqJKuW/MnwEsi8qVu629Ic/9JQEQptSll3Upgei9t7wcWi0ipiGQA5wEvpNnPIcGB4HrVaDSaA5W6B69LvjSa4SBd5SwAnAT8SkRuSVkvae7vBtq7reurIPBmDLdpdXyfqcDPezuoLhqs0Wg0Go3mYCNd5UwppVYCC4GjROQpEXHzaVqNgfBiFABOpa+CwH8G7EA+4AL+Qx+WM6XUPUqpBUqpBYWFhWmKotFoNBqNRrP/kq5yJgBKqUbgsxjFfT/EyHWWDpsAi4hMTFnXV0HgOcADSqmWeLbtPwILRaQgzb40Go1Go9FoDljSVc4eSCwopSJKqa8DvwfeT2dnpVQnhgXs5yLiEpHFwBeAh3pp/hFwoYhki4gV+AZQo5RqSlNWjUaj0Wg0mgOWtJQzpdQ1vaz7P6XUcbvR1zcAJ9CAUZvu60qptSJylIh4U9p9DyPGbTPQCJwGnLkb/Wg0Go1Go9EcsPSZSkNE7lFKXRFf/kdf7ZRSF6bTkVKqBVjSy/q3MCYMJD43Y8zQ1Gg0Go1Goznk6C/P2faU5a1DLYhGo9FoNBqNph/lTCn1y5Tln+0bcTQajUajOXDQ1QI0Q0F/bs3j0zmAUurVwRNHo9FoNBqN5tCmP7fm/Wnsr4BxgySLRqPRaDTDjtmtaxZrhpf+3Jpj96UgGo1Go9HsD4z6Zp9z4DSafUK6ec40Go1Go9H0Q/n1z3eJQdNo9pS0lDMRyRKRu0TkYxGpEpEdiddQC6jRaDT7GhG5Ol63NygiD3TbdoKIbBARn4i8JiJlKdvsIvI3EWkXkToR+c4+F16j0RzwpGs5+wswD6MAeR5wDbAD+O0QyaXRaDTDSQ1wK/C31JXxMnL/AX6C8Vu4HPhnSpObgYlAGXAc8AMROWUfyKvRaA4i+psQkMpJwFSlVLOIRJVST4vIcuBZtIKm0WgOMpRS/wEQkQXAqJRNZwFrlVL/jm+/GWgSkSlKqQ3ARcDFSqlWoFVE7gUuBl7ch+Jr9hLflg+SyxkTDh9GSTSHKukqZybAE1/2ikg2RvHzCUMilUaj0eyfTAdWJj4opTpFZCswXUTqgZLU7fHlJftUQs1e0/jkLcnlsh8+N4ySaA5V0lXOVgLHAK8Ab2G4Ob3ApiGSS6PRaPZH3Bg1f1PxAJl8WobO08u2XhGRK4ArAMaMGTN4Umo0mgOadJWzywGJL38LuA3IAdKqq6nRaDQHCV4gq9u6LKAjvi3xOdBtW68ope4B7gFYsGCBGlRJD3H0rEnNgUxayplSalvKcgNw2ZBJpNFoNPsvazHiygAQERcwHiMOrVVEaoHZwEvxJrPj+2g0Gk3apGs5Q0SOAubyqekeAKXUbYMtlEaj0QwnImLB+H00A2YRcQAR4L/AnSJyNvA88FNgVXwyAMA/gBvjE6aKMLwOX9vX8ms0mgObdPOc/RF4AjgamJrymjJ0omk0Gs2wcSPgB64Hzo8v36iUagTOBn4BtAKHA19N2e8mYCtQBbwB3KmU0jM1NRrNbpGu5ew8YIZSqmYohdFoNJr9AaXUzRg5y3rb9jJ9/DFVSgWBS+IvjUaj2SPSTUK7EwgOpSAajUaj0Wg0mvQtZ5cC94rIY0B96gal1JuDLpVGo9FoNBrNIUq6ytl84FSMmDN/ynoF6OQ8Go1Go9kv0Ck0NAcD6SpntwGfi8daaDQajUZz0GIrGj/cImgOcdJVzjoB7b7UaDQazUFPycW/H24RNIc46U4I+CnwOxEpFhFT6msohdNoNBqNRqM51EjXcva3+PuVKesEI+bMPKgSaTQajUZzAJMa91Z5++nDKInmQCVd5WwiRnZsjUaj0Wg0Gs0QMqByJiJmYA2QE0+wqNFoNBrNQUtHxadFHTLnnDKMkmgOVQZUzpRSURHZBOQDukKARqPRaA5qWpb9KbmslTPNcJCuW/MR4DkR+T2wCyPWDACl1KtDIZhGo9FoNBrNoUi6ytnX4+83d1uvgHGDJo1Go9FoNBrNIU5ayplSauxQC6LRaDQajUajSd9yhohYgCOAkRiuzfeUUnoGp0aj0Wg0Gs0gkpZyJiJTgGcBJ7ATGA0ERORzSqn1QyifRqPRaDQazSFFuhn+/wLcA4xWSi1SSo0C/hpfr9FoNBqNRqMZJNJVzuYAdymlVMq638XXazQajUaj0WgGiXSVsxrgmG7rjkLnPdNoNBqNRqMZVNKdEHAD8IyIPAdUAWXA6cD5QyWYRqPRaDQHOrrOpmZPSMtyppR6BpiHUcYpM/4+Xyn19BDKptFoNPslIvK6iARExBt/bUzZdq6IVIlIp4g8JSJ5wymrZvdxjj8s+dJohoO0U2kopTYBtw6hLBqNRnMgcbVS6r7UFSIyHfg/DM/CCoyJVH8BvrrvxdPsKSO+eNOQHFdb0TTpkm4qjTzgexgTANyp25RSRw++WBqNRnNAch7wrFLqTQAR+QmwXkQylVIdwyvawUuq0qPRHAykazl7FLAD/wJ8QyeORqPRHDD8UkRuBzYCP1ZKvQ5MB95NNFBKbRWREDAJ+HhYpNRoNAcc6SpnRwCFSqngnnYUt77dD5wENAE/Uko92kfbeRipOuYBncBtSqnf72nfGo1GM8j8EFgHhDBcls+KyBwMz4KnW1sPRqxuD0TkCuAKgDFjxgyVrBqN5gAjXeVsFTAK2LoXff0Z44esCMM9+ryIrFRKrU1tJCIFwIvAt4EnAFu8b41Go9kvUEp9kPLxQRE5BzgN8AJZ3ZpnAb26NJVS92DEpbFgwQLVWxvNvqft7UeSyzlHnjeMkmgOVdJVzl4FXhSRvwN1qRuUUn8baGcRcQFnAzOUUl7gbRF5BrgAuL5b8+8Ay5RSiW9HENAlojQazf6MAgRYC8xOrBSRcRghIZuGSS7NHuB557HkslbONMNBusrZURjFzk/stl4BAypnGPEWkfiMzwQr6ZnYFuAzwGoReReYAHwAfFMptSNNWTUajWbIEJEc4HDgDSACfAU4GvgWYAXeE5GjMGZr/hz4j54MoNFodoe0lDOl1HF72Y8baO+2rq84jFEYsWYnAquBXwGPAYu7N9TxGhqNZhiwYqQVmgJEgQ3AksSfTxG5CngEyAdeBr42THJqNJoDlLTznIlIPkZMRbFS6k4RKQVMSqldaey+O3EYfuC/SqmP4v3+DGgSkWylVJdAWx2vodFo9jVKqUagz+yk8YlOvU520mg0mnRIq0KAiByDMV38POCn8dUTgbvT7GcTYBGRiSnrZmPEZ3RnFYa7NIFWujQajUaj0RwypFv4/HfAV5RSp2DEWIARC7YwnZ2VUp3Af4Cfi4hLRBYDXwAe6qX534EzRWSOiFiBnwBvd7eaaTQajUaj0RyMpKuclSulXokvJyxZIXbDLQp8A3ACDRgxZF9XSq0VkaNExJtopJR6FaPQ+vPxthOAc3ejH41Go9FoNJoDlnSVq3UicrJSalnKus9iBOynhVKqBVjSy/q36FkS6m7Sd5lqNBqN5hBDl2zSHMykq5x9F3hORJ4HnCLyf8DnMFyTGo1Go9FoNJpBIi23plLqfT4N4P8bsB1YmJhRqdFoNBqNRqMZHNKOGVNKVWPkHANARGaKyG+VUl8aEsk0Go1Go0lhX7ky3bNP3if9aDR90a9yJiIZwI8wamFuBm4GCoDfYCSJfXBoxdNoNBqNZt+Sf8o1wy2C5hBnIMvZn4G5wDLgVGAmRlbsB4HLlVJNQyueRqPRaDQHH6lWwMrbTx9GSTT7IwMpZycDc5RSDSLyR2AHcEx8hqVGo9FoNBqNZpAZaEKAWynVABAv0+TViplGo9FoNBrN0DGQ5cwiIscBkljR/XM8aaxGo9FoNAcFzS/+Mbms4880w8FAylkDRuqMBM3dPitg3GALpdFoNBrNcOFd+Wm+9X2hnCXiz3TsmSZBv8qZUqp8H8mh0Wg0Gk0PdCUAzaHI7tTG1Gg0Go1myNEKmeZQRytnGo1Go9HsB6SjlGrX56GBVs40Go1Gs1+gLWYajYFWzjQajUajOUDoS4HVFrWDC62caTQajWbI0UqFRpM+WjnTaDSaQUZE8oD7gZOAJuBHSqlHh1eqwWcwShBpV+bgsKfpOHQaj/0TrZxpNBrN4PNnIAQUAXOA50VkpVJq7bBKNQjsjjKlFS+NZs/QyplGo9EMIiLiAs4GZiilvMDbIvIMcAFw/XDKNpTFtnUh7/2DwZjxubvXUlvfBh9RSg23DIOCiDQCVXtxiAIM98O+RPep+9R97l2fZUqpwn0sS7+IyFzgHaVURsq67wHHKKU+163tFcAV8Y+TgY37TNDeGY5ruz+jx6Mrejw+ZTDGos/fr4PGcra3P9AislwptWCw5NF96j51nwd2n3uBG2jvts4DZHZvqJS6B7hnXwiVDgfYOA85ejy6osfjU4Z6LExDdWCNRqM5RPECWd3WZQEdwyCLRqM5ANHKmUaj0QwumwCLiExMWTcbOOAnA2g0mn2DVs4+ZThcC7pP3afuc//tc49QSnUC/wF+LiIuEVkMfAF4aHglS4sDZpz3EXo8uqLH41OGdCwOmgkBGo1Gs78Qz3P2N+BEoBm4/mDMc6bRaIYGrZxpNBqNRqPR7Edot6ZGo9FoNBrNfoRWzjQajUaj0Wj2Iw4J5UxEzCnLso/6dKYsHxLjfDAjIuNEJCu+vK/uocNEZPK+6Etz8LOv7tsDCREpEBHrcMuh0XTnoFYaRGSMiPwT+KuIXAOghjjITkRGichzwGMi8nsRcSqlYkPZZ0rfkvq+j/q0pSzvk/tJRNz7sk8R+SawBqOI9b64h0aLyMvAP4Gcoeyrl76PFZHj93Gfx4jIjxPKr2ZoSL1vD/U/jCJSLiLvAE8Bz4rI7NQ/8YcaIjIl/t0viH8+ZBV5EZkgIvNFxBH/PCxjcdB+QeMlVF4HaoH1wDUi8piIZPS74971mQ88B+wE/gIsBh4VkdlD1We835Ei8gvgCBh65SHe5xgReRS4R0Rujfc7pEpovM//An8Xkb+JiGUfKb6zgVZgYbfcVYNGimL9K4x8WOuVUuOUUh+kbh8q4haEF4AngZn7wpoQV0KXAq8Bt6CTtA4JInKkiLwsIn8QkW/A0H9X92fiXo37gI8xaqC2AzcDFw2jWMOCiJhF5F7gA+CnwFsi8rl98QzZ3xARi4g8CHwE/AF4TkQWDddYHLTKGcYU9reUUtcppe4CTgW+AlyR6nIcZOYCnUqpryul/gccDziB80SkeCg6FJFzMB5uPwJO2Rf/fETkKmA5huL7KvAVEflbfNuQ3FMi8mNgBYbi+3OM6/vn+LYhOdeUf9KbMaxYhwNHioh9sPtK+QH4LPCmUuqauAwLRSSHof+ufg9oVkrlK6V+r5QKD2VnIvJ/GEroJqAc44/UKUPZ56FIPMfakxjf00qM3Gs3DuWf1AOAUYAD+ItSqh64DOO35XwRmTCsku17pgMTgPEYnoG/A38QkaOHVarh4VhgNMb9cS7wCfCEiIweDmEOGuVMREq7uUVMQIaIWOMP7xpgG3A+xgUYjD7t8feElaEDmJpYr5RqB+4HpgDHDEafvVAE3AmcBxyNoUAMmfUsrihMBK5WSn1XKfUP4EvAWSKSNRT/yOPXLwacopS6Vim1GngbyBIRGaxzTbmeZgClVDS+aRHGj9ZzGMlExw5Gf936dMRXXQAcLyJfF5H3gXuBpcA/hsLtIgZuYFa8L0Tki/FX+WD3Fz/+OCAEzFZKXQcEgfxUmYai30OUM4D/KKVui/9JPRc4Bzj9EHZtCjADo95p4nf6PxjPiK8Po1z7BBHJTrn2n8Eovt0ExJRSvwLeBy6Kf08PauLuy7L4x8OBrHgS6Z1Kqe9jGAN+OBx/Zg74L2f8RnseeAV4UUTOiz/wtmI80M+NP7zHYFiYyom7//b0ISAiuXFL0V8BUqwM9Rgm0dQv+JMYtfbmS0p81p6S8jBPHOt+4Aml1GPALuDzg/1QTelTMB6kjwEvxteZMOKi1mP86A12n5b49btLKbU8/mXaCHweQ9lesrfj2sv1jMbXJ74fOzEU+vsx/nGfIyK3isisQewzED/XtRhWuj9juF6OBL6LYYX9VnzfvRrnVCU0PrYujIdVu4g8BtwKXAL8R0Qu2Ju+eulTlFLblFLXKKW2i4g1br3wAMclmg9Gn4ciIpLV7f4IkvJnIm7RfwU4i0H8k3EgoZTaBKzGcOMl2AC8A5SLyEE5LiIyUUSWAY8AT8aVknXADhGZk/LH+pcYoRx7/Pt2ICAiX8Z4Xn8rvmorUCki5SljcR2G8WHSvpbvgFfOgNsAPzAHQ2H4CnCzUurfGDEFv44/cCqA5zFiwU6HPbMuichM4L/AYcAkETkrZXMDxhf86MQXPH6RnwbOVkqF9uD8Ev12f5iH4g+6DqVUa7zZbzG+VEfJIMQM9dKnUkr5lVLLlVLt8f5jgB3Daugdgj4j8fdgvEkp8CellAu4C7gJ+LGIZO5hf71eTxExpXxB5wIblVItQBj4MTATQzkctD759Pt4OXCCUuo+wKuUeg+4EbgS9twq2psSGlfQ6oGVGOVIqpVSU5RSpwFPYFhYBlMJTQ1KFyAS//gKUCYi9kM5HmpPESOg/XXgH8A/RaQkvmkTEBaRw1Oa/xZYgGEBP1QtlbcDZ4rIJEj+IVuPMSZ7/Tu2vyEil2K4tj8BfgDkAT8BLBhGhZMSbZVSqzAmQJ0f3/dg0BN6oxh4DxgpIkdiXP9cjN9lAJRS72PoDt+EfftdOWAHXURMcVNjGbA0/vD+BYa14SwROTFuoj0DeAaYq5R6ChiBEV+wpzedDaNG3sUYD5TLE5YbpZQvvi4A/DBlnx0Y/06y96C//h7mktJGlFLLgTeAM4Fpe9LXQH1Kimst5UG7BNiQ4gYcyj6fVUr9MX6+zRhWnosxrKR7Qq/XUykVS7HIfQD8TERWA1kYLtVKDIvTYPYZiitLEYwYLDB+PME4v0pJmam6OwzwpwKMh/oMjBjJBM9jxKLskWWyP8UXksp+4h6KAm6lVPAgfhgMOmLwLYxr9SrGA7cMY4IFwCqMP68nJv6wKaW2Y9zTF8Q/H3LB38DL8dc/Utatib8PVUzycDIW+LlS6nql1DqMMJivYijvKzA8OyektH8CI0Rnn2Ub2FekKFgKw5W9HWMyyBqM+OLTRWRGyi5PAaPifxz32XflgPoRFGO67zEiUhi/YczASIzZNol/P69iuBJ/Gl/3gVLqMaXUhrgFYAFx5Sydmy6lzxHxVasx3IgfA8swLvDVKbu8i/GFP1VE/k9EzgT+7//bO/doK4orD38/UCIsgYuCRBQfmMeA+IhJ1ESjThIxJjoSYoasRMVXjMxEoyYk6mQySEQSF45o1GUexpgY34/RCDNiluIT8BFHg3GcURARg4rKFZUo4p4/djW3OV7OfZ/ue87+1qp1T3d19a6urtv9q6pd1cCjZtbcyUuvJiCyipb9nYULiE9LmiJpujo3Xr4xm+sym0kg9wU+jg/FIel4SZ3122jTZo5MtKzGZ1K2axmGjtzPJJb6AFvjjrOzzGx/4Kd4y7NddLAOWbJtSYCula91diJwu5l1tlW/0bJN8QtTXg7IEpjZY/j/WGd7fNustzkhNgfvcR5eby+DniS9LHYAvmtm05I/5nHA1yRtaWaLcB+iPYDDc0mX4m4QDUlqzJ8AbClptqTT8Ybto8CKQjPXM1yKi4zMxeAtfBivP3A97lbwHbX4X+0JzDWzNbXPas+SPVuBwfgQ7zzcbeVz+MSoIcBxuef1WGB+bvSmZhktfcBfEL/EK9CdePfjl1PcTOBPFcfvjfuXfSFtD8crZjP+AeLO2jy04pjN8fHqe3CnynzcPrhQegD41w5ebzaBYKu03Q8YnDvvHOC0tN2nlfQX4D0tK4HxPWUTF4RDcEf5iamcXgQO6cnrBPqmv6Nxn4EZPXk/8VbngG6qt23aTOXaH3dQzertGT1Vhyqu87kU9x28y/8mYGBP11t8xth9wIEdLedGDbD+28g7AkNyZb4d3gD9u7RvKN6jtgT3JTw83ecJRV9D0SHV2WOA64BTi85PDevMx/BGYr+0PTY9axal/8OXgXFF57eHy2BG+r/oA5yOv8d+l/bfgrtFzcNXJfhMzfNZdEG1szB3xcXWULzH5Ad4y+9TwDC852xi7viRwL35yoV34w7qos3FwH4Vx40FrsF7VbJ9m+Z+b9IBm115mfcBNsX9SdZS8eLtAZuZQDuQFiH4oxpc50DcP+IWvMfszBrcz00qrlk1sClgFHAS7RRHXSzbTPCOAU7FH9TtEoRdvJ/Zg3Ir3LdjbHuvNcL77kNWPz8HPJSvq6msTwOuxJcwObLo/JYptPd/ul5C+h+/oWJfX3xkaVLR+atRGZwL7JN+X4UP/y/A36ODcd/0yYXlr+gCqlJwg3MPmxOAxel3tu8afHmDYfiQ0EvAh3LpHwIO6GabV+Mz9kbl0vTDl1f4Iz454X7goE5ec3cIiAnUToT2xf2JfoT7C9XCpvCeghNoQ7QUcT+7yeZ8OtmD1MWyzTcq3tcj25P1ttJ+hHaXfd9W9v0YuCy3rWrHR2icQEsj7Grg+PR7Mj7KM6zo/NW4LM7GGyqP424Xs4C5wJ5F582shOIMny1zO97FeDPu3Lov3r24e+64XfGFUMen7ZvxIcRZeOv8AdLwSk/ZzO0/BJ/hsxw4uoPX210C4uAa25wPfLYAm22KliLuZ53UoVqL0E43ZBo94A2jvOjaOv1VqoOHpe0pqaybis5zhHIEvAF1O3Am/q58Dvh80fkqoBwmpefzEWl7NHAWsFPReTMrmTjDHVmX4dOcx+AOmr/CnZSvBb5fcfzlwC3p9zB8iG0WHfDx6qTNG9Pvvsnm34BzO3itDSEgam2ziPsZdag2IjTCevHVN7c9Du+lvDBtD8J7Mb+Xyv9pYO+i8x2hPAFfBug93Jfqe0Xnp8By2IwS99YXnoGKwjob+GZue9v0IB+BD5VcS663BjgU75YckNvXId+BrtrEZ4s2ddBmQwiIgmwWcT+jDvWgCI2wvjzzQ8Ajcf++N4GTc/v3xV+8S4B/KjrPEcoX8B7s04DNis5LhCr3qegMbJAZf6kNS78/gC9X8Bi+1tIofJHMW2lxKJ4GnN8LbTaKgCjCZtShOrqfEVq9Dxfj68L9omJ/H3zCzClF5zFChAhdC9laUaXAzJ6H9Quqvi1pDP7AWWa+5tSF+AtitqRVwEfxWZi9yia+5szbyW5ra87sBJwi6RkzW4o73c81X+QWM1seNlsn6lB93c+gBUkjgAdxH6EPm9nitH8TYJ35+nCrcdeOIAh6MaUSZxlmZunnAfhnc95J+xdJ+gq+RsvOZnZFb7TZKAKiINGS2Y46VEf3MwDcR+gw88WLsy9nmKVPnAVBUD+UUpzJP2GzDl+lOPvA9mT8YT/d/DNFD/d2m/UuIIq0GXWovu5nsL7cH0mrm/exLn4uLQiC8lJKcWb+uZ5NcN+drSTdg3+i5Fgze7lebDaKgChItEQdqqP7GbSQRFoIsyCoY0opzhKj8dlduwLnmdnMerPZKAKiCJuJqEN1YjMIgqCRyD7tUTok9cNX/r/EzP5WxzZ3wWf2vUiNBEQD2Yw6VEc2gyAIGoXSirNGoYEERM1tNgpxP4MgCOqLEGdBEARBEAQlok/RGQiCIAiCIAhaCHEWBEEQBEFQIkKcBUEQBEEQlIgQZ0EQBEHDIukASc934Ph5ko7vyTy1F0m/kXR2F9K/IWlUd+Ypd+4Zkk7pZNoHJe3czVnqVYQ4C4IgCGpGEjevpe+zBjWiNVFpZptb+kZrN9saBhwF/Dxtj5S0QNKrks6rOPY/JX2i4hQzgWndna/eRIizIAiCoCZI2gH4DGDAPxSbm3KRFnauF44G5pjZmrR9BnAFsCMwPhNjkiYCS9JXRfLcCvy9pA/WKL+lI8RZUCokPStpjaTVklZJekDSiZLarKuSdpBkdfaQC4J64ihgAfAbYFI+Ig3RXSxpdvr/Xyhpp1y8pWfB/6Vnw8XpO6NImirpytyxGzwLJB0j6cl03sWSvtXeDEs6UNL/SGqWdBGgivhj07lfk3S7pO1zceMkPZXSXiLp7qz3StLRku6XdL6kV4CpknaSdKekVyStlPR7SU25831M0p/SdVwLbJaLGyLpNkkvp7zcJmnbFDcdF8UXpaHMi3Jl+qH0e7Ck36b0SyX9MHvuprzeJ2lmOvcSSQdXKbaDgbtz2zsCd5pZM/AQMErSIOB04MzKxGntxEeAg6rfnfolxFlQRg41s4HA9sBPgB8AlxWbpSAIuoGjgN+ncJCk4RXxXwPOAoYATwPTK+IPAT6Jfx7tH2n/y/ullHYQcAxwvqQ92kokaShwE/BDYCjwDLBPLv4wXFxMAIYB9wJX59LegPcabQk8BXy6wsRewGJgeLpWATOAEfin4EYCU9P5+gH/AfwO/3Ta9cBXcufqA1yOPze3A9YAFwGY2b+kvH07DWV+u5XL/RkwGBgF7I/fq2Mq8vpUKodzgcsycdwKu6RjMxYBByah+XHgCeDHwCwzW7WRczwJ7LaRuLonxFlQWsys2cxuBSYCkySNlfQlSY9Kel3SMklTc0nuSX9Xpdbhp6B6yzYIgtogaV9cOFxnZo/gQufrFYfdbGYPmtm7uIDbvSL+J2a2ysyeA+5qJb5VzGy2mT1jzt3AXLwnqS2+CDxhZjeY2VpgFrAiF38iMMPMnkx5PgfYPT1jsrQ3pbgLK9ICvGBmPzOzd81sjZk9bWZ3mNnb6Tu1/44LJYC9gU1xQbPWzG7Ae6Gya3zFzG40s7fMbDUu9vanHUjqiwvjM8xstZk9C5wHHJk7bKmZ/dLM1uFDlFvjorI1moDVue0ZeHnfDVwC9MMF9h8kXSXpHkmVgnF1Ok9DEuIsKD1m9iDwPP7P/SbeomsCvgRMljQ+Hbpf+tuUWofzq7VsgyCoKZOAuWa2Mm1fRcXQJhuKl7eAzTsY3yqSDlaLQ/oqXDgNbUfSEcCybMP8kzrLcvHbAxekYdZVwKt479c2G0lbOSs0fy4kDZd0jaTlkl4HrszlcwSw3Db8rM/SXNoBkn6ehiRfxxurTUl4tcVQXPgtze1bmq4jY33Zm9lb6efGyv81YGDu+FfNbKKZ7QZcgPfSnYQPay4CPg+cKGl07hwDgVXtyHtdEuIs6C28AGxhZvPM7M9m9p6ZPY4LrWqtw2ot2yAIaoCk/vgw5P6SVkhaAZwK7CapO4au3gQG5LbXO5LLZ4XeiM8AHG5mTcAcKnzHNsJf8aHF7FzKb+Pi6ltm1pQL/c3sgZR224q027Ihld9PPCft28XMBgFH5PL5V2CbiqHE7XK/vwt8FNgrpc0aq9nx1b7VuBJYi4vN/LmXV0lTjceBj2wk7gRggZktwoc/Hzazd4A/p+2M0cBjnbTf6wlxFvQWtgFelbSXpLuS02ozLr6qtYCrtWyDIKgN44F1wBh8KHJ3/OV7L94T3lX+G9hP0naSBuN+Xhn9gA8ALwPvJkf2ce0872xgZ0kT5JMLTiYn/IBLgTOU1uRKTvVfzaXdRdL4lPafK9K2xkDgDaBZ0jbAlFzcfOBd4GRJm0qaAOxZkXYN7taxBfBvFed+Efcnex9pqPI6YLqkganxehrec9cZ5tBKo1nSVng5TE27luCzMjcHPoH73yFpM9w37Y5O2u/1hDgLSo+kT+Ji6j58KORWYKSZDcYfjtVahtVatkEQ1IZJwOVm9pyZrcgC7rD+DXVxhrWZ3QFci/fYPALclotbjYuq6/Dhtq/jz5D2nHcl8FV8YtIrwIeB+3PxNwM/Ba5JQ4mL8JmK+bTnprRjgIeBt6uYPAvYA2jGxd1NOVvv4O4ZR+ONzIn5eNwfrj/eC7YA+K+Kc18AHJ58by9sxfZJeA/kYlqetb+uktdq/Bb4YuoxzTMTmGZmb6TtGcBn8ef0H3JLahwKzDOzFzppv9ejDYevg6BYJD0LHG9mf0xTrffDHyr3m9lRkl4CppjZFZL2xB/Cc83sCEkDcCfS0Wb2v+l8X8ZnBU00sydSq3qcmV1fwOUFQdCgpGUpnge+YWZ3FZ2fnkbSOcBLZjarE2kXAseloc+GJMRZUCqSOBuOd9+/B/wF71q/1MzWSTocn0W0BT7z51l8AsARKf00YDLu3PoFM1sg6Ujg+/gQZzNwh5kdW8vrCoKg8ZB0ELAQH26cgg/pjcotzhoErRLiLAiCIAh6gLTUz0m439tfgJPNbGGhmQp6BSHOgiAIgiAISkRMCAiCIAiCICgRIc6CIAiCIAhKRIizIAiCIAiCEhHiLAiCIAiCoESEOAuCIAiCICgRIc6CIAiCIAhKRIizIAiCIAiCEhHiLAiCIAiCoET8P9h/0V4ob6P/AAAAAElFTkSuQmCC\n", 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    " ] @@ -438,7 +438,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -459,7 +459,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
    " ] @@ -502,9 +502,9 @@ " \n", " start\n", " end\n", - " slope\n", - " slope_low\n", - " slope_high\n", + " soiling_rate\n", + " soiling_rate_low\n", + " soiling_rate_high\n", " inferred_start_loss\n", " inferred_end_loss\n", " length\n", @@ -577,19 +577,26 @@ "" ], "text/plain": [ - " start end slope slope_low \\\n", - "0 2008-11-13 00:00:00+09:30 2008-12-11 00:00:00+09:30 -0.001403 -0.004020 \n", - "1 2008-12-12 00:00:00+09:30 2009-01-01 00:00:00+09:30 -0.000641 -0.002886 \n", - "2 2009-01-02 00:00:00+09:30 2009-03-20 00:00:00+09:30 0.000000 0.000000 \n", - "3 2009-03-21 00:00:00+09:30 2009-03-24 00:00:00+09:30 0.000000 0.000000 \n", - "4 2009-03-25 00:00:00+09:30 2009-05-28 00:00:00+09:30 -0.000559 -0.000880 \n", + " start end soiling_rate \\\n", + "0 2008-11-13 00:00:00+09:30 2008-12-11 00:00:00+09:30 -0.001403 \n", + "1 2008-12-12 00:00:00+09:30 2009-01-01 00:00:00+09:30 -0.000641 \n", + "2 2009-01-02 00:00:00+09:30 2009-03-20 00:00:00+09:30 0.000000 \n", + "3 2009-03-21 00:00:00+09:30 2009-03-24 00:00:00+09:30 0.000000 \n", + "4 2009-03-25 00:00:00+09:30 2009-05-28 00:00:00+09:30 -0.000559 \n", "\n", - " slope_high inferred_start_loss inferred_end_loss length valid \n", - "0 0.000000 1.021948 0.982670 28 True \n", - "1 0.000000 0.990297 0.977467 20 True \n", - "2 0.000000 0.981110 0.995768 77 False \n", - "3 0.000000 0.987695 1.023433 3 False \n", - "4 -0.000244 1.039308 1.003510 64 True " + " soiling_rate_low soiling_rate_high inferred_start_loss \\\n", + "0 -0.004020 0.000000 1.021948 \n", + "1 -0.002886 0.000000 0.990297 \n", + "2 0.000000 0.000000 0.981110 \n", + "3 0.000000 0.000000 0.987695 \n", + "4 -0.000880 -0.000244 1.039308 \n", + "\n", + " inferred_end_loss length valid \n", + "0 0.982670 28 True \n", + "1 0.977467 20 True \n", + "2 0.995768 77 False \n", + "3 1.023433 3 False \n", + "4 1.003510 64 True " ] }, "execution_count": 15, @@ -610,7 +617,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", + "image/png": 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\n", 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    " ] @@ -793,7 +800,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
    " ] @@ -826,7 +833,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.7" + "version": "3.7.4" } }, "nbformat": 4, diff --git a/docs/degradation_and_soiling_example_pvdaq_4.ipynb b/docs/degradation_and_soiling_example_pvdaq_4.ipynb index c1f2b5a1..70a2ee1d 100644 --- a/docs/degradation_and_soiling_example_pvdaq_4.ipynb +++ b/docs/degradation_and_soiling_example_pvdaq_4.ipynb @@ -616,37 +616,6 @@ "cell_type": "code", "execution_count": 17, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0 2010-02-25 00:00:00-07:00\n", - "1 2010-03-08 00:00:00-07:00\n", - "2 2010-03-12 00:00:00-07:00\n", - "3 2010-04-09 00:00:00-07:00\n", - "4 2010-04-12 00:00:00-07:00\n", - " ... \n", - "59 2016-04-10 00:00:00-07:00\n", - "60 2016-04-16 00:00:00-07:00\n", - "61 2016-05-04 00:00:00-07:00\n", - "62 2016-07-13 00:00:00-07:00\n", - "63 2016-12-06 00:00:00-07:00\n", - "Name: start, Length: 64, dtype: datetime64[ns, Etc/GMT+7]" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "soiling_summary['start']" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, "outputs": [ { "data": { @@ -673,7 +642,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -835,7 +804,7 @@ "11 6 " ] }, - "execution_count": 19, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -848,7 +817,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -882,51 +851,51 @@ " \n", " 0\n", " 2010\n", - " 0.975022\n", - " 0.934111\n", - " 0.992382\n", + " 0.963661\n", + " 0.951828\n", + " 0.971463\n", " \n", " \n", " 1\n", " 2011\n", - " 0.958594\n", - " 0.872132\n", - " 0.984363\n", + " 0.944819\n", + " 0.936342\n", + " 0.950665\n", " \n", " \n", " 2\n", " 2012\n", - " 0.945495\n", - " 0.867414\n", - " 0.989819\n", + " 0.939456\n", + " 0.931768\n", + " 0.945988\n", " \n", " \n", " 3\n", " 2013\n", - " 0.957287\n", - " 0.906841\n", - " 0.987823\n", + " 0.954258\n", + " 0.944068\n", + " 0.961534\n", " \n", " \n", " 4\n", " 2014\n", - " 0.959787\n", - " 0.902334\n", - " 0.991943\n", + " 0.950645\n", + " 0.929716\n", + " 0.966537\n", " \n", " \n", " 5\n", " 2015\n", - " 0.959014\n", - " 0.899179\n", - " 0.985713\n", + " 0.951059\n", + " 0.921407\n", + " 0.966395\n", " \n", " \n", " 6\n", " 2016\n", - " 0.964605\n", - " 0.842394\n", - " 0.987011\n", + " 0.937259\n", + " 0.925394\n", + " 0.944943\n", " \n", " \n", "\n", @@ -934,29 +903,30 @@ ], "text/plain": [ " year soiling_ratio_median soiling_ratio_low soiling_ratio_high\n", - "0 2010 0.975022 0.934111 0.992382\n", - "1 2011 0.958594 0.872132 0.984363\n", - "2 2012 0.945495 0.867414 0.989819\n", - "3 2013 0.957287 0.906841 0.987823\n", - "4 2014 0.959787 0.902334 0.991943\n", - "5 2015 0.959014 0.899179 0.985713\n", - "6 2016 0.964605 0.842394 0.987011" + "0 2010 0.963661 0.951828 0.971463\n", + "1 2011 0.944819 0.936342 0.950665\n", + "2 2012 0.939456 0.931768 0.945988\n", + "3 2013 0.954258 0.944068 0.961534\n", + "4 2014 0.950645 0.929716 0.966537\n", + "5 2015 0.951059 0.921407 0.966395\n", + "6 2016 0.937259 0.925394 0.944943" ] }, - "execution_count": 20, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# Calculate and view annual soiling ratios and their confidence intervals\n", - "# based on the Monte Carlo simulation. Note that these losses include the\n", + "# Calculate and view annual insolation-weighted soiling ratios and their confidence\n", + "# intervals based on the Monte Carlo simulation. Note that these losses include the\n", "# assumptions of the cleaning assumptions associated with the method parameter\n", "# of rdtools.soiling_srr(). For anything but 'perfect_clean', each year's soiling\n", "# ratio may be impacted by prior years' soiling profiles. The default behavior of\n", "# rdtools.soiling_srr uses method='half_norm_clean'\n", "\n", "rdtools.annual_soiling_ratios(soiling_info['stochastic_soiling_profiles'],\n", + " daily_insolation,\n", " confidence_level=cl)" ] }, @@ -985,7 +955,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -1018,7 +988,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -1049,7 +1019,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -1075,7 +1045,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -1093,7 +1063,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -1140,7 +1110,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -1150,7 +1120,7 @@ "
    " ] }, - "execution_count": 26, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -1178,7 +1148,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.4" + "version": "3.7.9" } }, "nbformat": 4, diff --git a/docs/sphinx/source/changelog/pending.rst b/docs/sphinx/source/changelog/pending.rst index d5f98490..743b4623 100644 --- a/docs/sphinx/source/changelog/pending.rst +++ b/docs/sphinx/source/changelog/pending.rst @@ -13,7 +13,7 @@ Enhancements ------------ * Add new function :py:func:`~rdtools.soiling.monthly_soiling_rates` (:pull:`193`). -* Add new function :py:func:`~rdtools.annual_soiling_ratios` (:pull:`193`). +* Add new function :py:func:`~rdtools.annual_soiling_ratios` (:pull:`193`, :pull:`207`). * Create new module :py:mod:`~rdtools.availability` and class :py:class:`~rdtools.availability.AvailabilityAanlysis` for estimating timeseries system availability (:pull:`131`) diff --git a/rdtools/soiling.py b/rdtools/soiling.py index 5be9812a..cff68367 100644 --- a/rdtools/soiling.py +++ b/rdtools/soiling.py @@ -1,5 +1,6 @@ '''Functions for calculating soiling metrics from photovoltaic system data.''' +import warnings import pandas as pd import numpy as np from scipy.stats.mstats import theilslopes @@ -273,7 +274,7 @@ def _calc_result_df(self, trim=False, max_relative_slope_error=500.0, results.next_inferred_start_loss - results.inferred_end_loss, 0, 1) - # Don't consider data outside of first and last valid interverals + # Don't consider data outside of first and last valid intervals if len(results[results.valid]) == 0: raise NoValidIntervalError('No valid soiling intervals were found') new_start = results[results.valid].start.iloc[0] @@ -443,7 +444,7 @@ def _calc_monte(self, monte, method='half_norm_clean'): df_rand['soil_insol'] = df_rand.loss * df_rand.insol - monte_losses.append(df_rand.soil_insol.sum() / df_rand.insol.sum()) + monte_losses.append(df_rand.soil_insol.sum() / df_rand.insol[~df_rand.soil_insol.isnull()].sum()) random_profile = df_rand['loss'].copy() random_profile.name = 'stochastic_soiling_profile' random_profiles.append(random_profile) @@ -778,7 +779,7 @@ def _count_month_days(start, end): return out_dict -def annual_soiling_ratios(stochastic_soiling_profiles, confidence_level=68.2): +def annual_soiling_ratios(stochastic_soiling_profiles, insolation_daily, confidence_level=68.2): ''' Return annualized soiling ratios and associated confidence intervals based on stochastic soiling profiles from SRR. Note that each year may be affected @@ -791,7 +792,8 @@ def annual_soiling_ratios(stochastic_soiling_profiles, confidence_level=68.2): List of pd.Series representing profile realizations from the SRR monte carlo. Typically ``soiling_interval_summary['stochastic_soiling_profiles']`` obtained with :py:func:`rdtools.soiling.soiling_srr` or :py:meth:`rdtools.soiling.SRRAnalysis.run` - + insolation_daily : pd.Series + Daily plane-of-array insolation with DatetimeIndex. Arbitrary units. confidence_level : float, default 68.2 The size of the confidence interval to use in determining the upper and lower quantiles reported in the returned DataFrame. (The median is always included in @@ -820,12 +822,29 @@ def annual_soiling_ratios(stochastic_soiling_profiles, confidence_level=68.2): +------------------------+-------------------------------------------+ ''' - all_profiles = pd.concat(stochastic_soiling_profiles) - annual_groups = all_profiles.groupby(all_profiles.index.year) + # Create a df with each realization as a column + all_profiles = pd.concat(stochastic_soiling_profiles, axis=1) + all_profiles = all_profiles.dropna() + + if not all_profiles.index.isin(insolation_daily.index).all(): + warnings.warn('The indexes of stochastic_soiling_profiles are not entirely contained ' + 'within the index of insolation_daily. Every day in stochastic_soiling_profiles ' + 'should be represented in insolation_daily. This may cause erroneous results.') + + insolation_daily = insolation_daily.reindex(all_profiles.index) + + # Weight each day by insolation + all_profiles_weighted = all_profiles.multiply(insolation_daily, axis=0) + + # Compute the insolation-weighted soiling ratio (IWSR) for each realization + annual_insolation = insolation_daily.groupby(insolation_daily.index.year).sum() + all_annual_weighted_sums = all_profiles_weighted.groupby(all_profiles_weighted.index.year).sum() + all_annual_iwsr = all_annual_weighted_sums.multiply(1/annual_insolation, axis=0) + annual_soiling = pd.DataFrame({ - 'soiling_ratio_median': annual_groups.quantile(0.5), - 'soiling_ratio_low': annual_groups.quantile(0.5 - confidence_level/2/100), - 'soiling_ratio_high': annual_groups.quantile(0.5 + confidence_level/2/100), + 'soiling_ratio_median': all_annual_iwsr.quantile(0.5, axis=1), + 'soiling_ratio_low': all_annual_iwsr.quantile(0.5 - confidence_level/2/100, axis=1), + 'soiling_ratio_high': all_annual_iwsr.quantile(0.5 + confidence_level/2/100, axis=1), }) annual_soiling.index.name = 'year' annual_soiling = annual_soiling.reset_index() diff --git a/rdtools/test/soiling_test.py b/rdtools/test/soiling_test.py index b4e17e56..3a71076b 100644 --- a/rdtools/test/soiling_test.py +++ b/rdtools/test/soiling_test.py @@ -234,37 +234,55 @@ def test_soiling_srr_with_nan_interval(normalized_daily, insolation, times): @pytest.fixture() -def srr_profiles(): - times = pd.date_range('01-01-2018', '12-31-2019', freq='D') - data = np.array([0]*365 + [10]*365) +def multi_year_profiles(): + times = pd.date_range('01-01-2018', '11-30-2019', freq='D') + data = np.array([0]*365 + [10]*334) profiles = [pd.Series(x + data, times) for x in range(10)] - return profiles + # make insolation slighly longer to test for proper normalization + times = pd.date_range('01-01-2018', '12-31-2019', freq='D') + insolation = 350*[0.8] + (len(times)-350)*[1] + insolation = pd.Series(insolation, index=times) + + return profiles, insolation -def test_annual_soiling_ratios(srr_profiles): - expected_data = np.array([[2018, 4.5, 1.0, 8.0], - [2019, 14.5, 11.0, 18.0]]) +def test_annual_soiling_ratios(multi_year_profiles): + expected_data = np.array([[2018, 4.5, 1.431, 7.569], + [2019, 14.5, 11.431, 17.569]]) expected = pd.DataFrame(data=expected_data, columns=['year', 'soiling_ratio_median', 'soiling_ratio_low', 'soiling_ratio_high']) expected['year'] = expected['year'].astype(int) - result = annual_soiling_ratios(srr_profiles) + srr_profiles, insolation = multi_year_profiles + result = annual_soiling_ratios(srr_profiles, insolation) pd.testing.assert_frame_equal(result, expected, atol=1e-8) -def test_annual_soiling_ratios_confidence_interval(srr_profiles): - expected_data = np.array([[2018, 4.5, 0, 9.0], - [2019, 14.5, 10.0, 19.0]]) +def test_annual_soiling_ratios_confidence_interval(multi_year_profiles): + expected_data = np.array([[2018, 4.5, 0.225, 8.775], + [2019, 14.5, 10.225, 18.775]]) expected = pd.DataFrame(data=expected_data, columns=['year', 'soiling_ratio_median', 'soiling_ratio_low', 'soiling_ratio_high']) expected['year'] = expected['year'].astype(int) - result = annual_soiling_ratios(srr_profiles, confidence_level=95) + srr_profiles, insolation = multi_year_profiles + result = annual_soiling_ratios(srr_profiles, insolation, confidence_level=95) pd.testing.assert_frame_equal(result, expected, atol=1e-8) + +def test_annual_soiling_ratios_warning(multi_year_profiles): + srr_profiles, insolation = multi_year_profiles + insolation = insolation.iloc[:-200] + match = ('The indexes of stochastic_soiling_profiles are not entirely contained ' + 'within the index of insolation_daily. Every day in stochastic_soiling_profiles ' + 'should be represented in insolation_daily. This may cause erroneous results.') + with pytest.warns(UserWarning, match=match): + result = annual_soiling_ratios(srr_profiles, insolation) + + # ########################### # monthly_soiling_rates tests # ########################### diff --git a/setup.py b/setup.py index 7956cd16..e6070d9d 100755 --- a/setup.py +++ b/setup.py @@ -48,12 +48,13 @@ EXTRAS_REQUIRE = { 'doc': [ 'sphinx==1.8.5', - 'nbsphinx==0.4.3', + 'nbsphinx==0.5.0', 'nbsphinx-link==1.3.0', 'pandas==0.23.0', 'pvlib==0.7.1', 'sphinx_rtd_theme==0.4.3', - 'ipython', + 'ipython' + ], 'test': [ 'pytest', From 82220ec8cc8580bca9ccec9f6a38d93790de2f3b Mon Sep 17 00:00:00 2001 From: Kevin Anderson <57452607+kanderso-nrel@users.noreply.github.com> Date: Wed, 7 Oct 2020 21:47:35 -0600 Subject: [PATCH 135/146] Pass min_interval_length through to srr.run (#208) * pass min_interval_length through to srr.run * add tests * changelog Co-authored-by: Michael Deceglie --- docs/sphinx/source/changelog/pending.rst | 3 +++ rdtools/soiling.py | 1 + rdtools/test/soiling_test.py | 28 ++++++++++++++++++++++++ 3 files changed, 32 insertions(+) diff --git a/docs/sphinx/source/changelog/pending.rst b/docs/sphinx/source/changelog/pending.rst index 743b4623..ccedc8a5 100644 --- a/docs/sphinx/source/changelog/pending.rst +++ b/docs/sphinx/source/changelog/pending.rst @@ -20,8 +20,11 @@ Enhancements * Create new plotting function :py:func:`~rdtools.plotting.availability_summary_plots` (:pull:`131`) + Bug fixes --------- +* Pass ``min_interval_length`` through from :py:func:`~rdtools.soiling.soiling_srr` + to :py:class:`~rdtools.soiling.SRRAnalysis` (:issue:`201`, :pull:`208`) Testing diff --git a/rdtools/soiling.py b/rdtools/soiling.py index cff68367..92dee1b0 100644 --- a/rdtools/soiling.py +++ b/rdtools/soiling.py @@ -759,6 +759,7 @@ def soiling_srr(energy_normalized_daily, insolation_daily, reps=1000, method=method, clean_criterion=clean_criterion, precip_threshold=precip_threshold, + min_interval_length=min_interval_length, exceedance_prob=exceedance_prob, confidence_level=confidence_level, recenter=recenter, diff --git a/rdtools/test/soiling_test.py b/rdtools/test/soiling_test.py index 3a71076b..2a267473 100644 --- a/rdtools/test/soiling_test.py +++ b/rdtools/test/soiling_test.py @@ -1,6 +1,7 @@ import pandas as pd import numpy as np from rdtools import soiling_srr +from rdtools.soiling import SRRAnalysis from rdtools import annual_soiling_ratios from rdtools import monthly_soiling_rates from rdtools.soiling import NoValidIntervalError @@ -178,6 +179,19 @@ def test_soiling_srr_method(normalized_daily, insolation): 'Soiling ratio with method="perfect_clean" different from expected value' +def test_soiling_srr_min_interval_length(normalized_daily, insolation): + 'Test that a long minimum interval length prevents finding shorter intervals' + with pytest.raises(NoValidIntervalError): + np.random.seed(1977) + # normalized_daily intervals are 25 days long, so min=26 should fail: + _ = soiling_srr(normalized_daily, insolation, confidence_level=68.2, + reps=10, min_interval_length=26) + + # but min=24 should be fine: + _ = soiling_srr(normalized_daily, insolation, confidence_level=68.2, + reps=10, min_interval_length=24) + + def test_soiling_srr_recenter_false(normalized_daily, insolation): np.random.seed(1977) sr, sr_ci, soiling_info = soiling_srr(normalized_daily, insolation, reps=10, @@ -228,6 +242,20 @@ def test_soiling_srr_with_nan_interval(normalized_daily, insolation, times): assert 0.947416 == pytest.approx(sr, abs=1e-6),\ 'Soiling ratio different from expected value when an entire interval was NaN' + +def test_soiling_srr_kwargs(monkeypatch, normalized_daily, insolation): + ''' + Make sure that all soiling_srr parameters get passed on to SRRAnalysis and + SRRAnalysis.run(), i.e. all necessary inputs to SRRAnalysis are provided by + soiling_srr. Done by removing the SRRAnalysis default param values + and making sure everything still runs. + ''' + # the __defaults__ attr is the tuple of default values in py3 + monkeypatch.delattr(SRRAnalysis.__init__, "__defaults__") + monkeypatch.delattr(SRRAnalysis.run, "__defaults__") + _ = soiling_srr(normalized_daily, insolation, reps=10) + + # ########################### # annual_soiling_ratios tests # ########################### From 9f61463a365284ed9e1b31a9c8ad189ff5a36f13 Mon Sep 17 00:00:00 2001 From: Kevin Anderson <57452607+kanderso-nrel@users.noreply.github.com> Date: Mon, 12 Oct 2020 13:58:18 -0600 Subject: [PATCH 136/146] Add import warnings for soiling and availability modules (#213) * add warnings, remove from init.py * fix imports in tests * rerun notebooks to show import warnings * changelog * update warning text and add text to module docstrings * use automodule in api.rst so module docstrings are shown * mark the relevant plotting funcs as experimental * fix notebook imports; rerun --- docs/degradation_and_soiling_example.ipynb | 66 +++++++++---- ...radation_and_soiling_example_pvdaq_4.ipynb | 80 +++++++++++----- docs/sphinx/source/api.rst | 96 ++++++++++--------- docs/sphinx/source/changelog/pending.rst | 11 ++- docs/system_availability_example.ipynb | 32 ++++++- rdtools/__init__.py | 16 ++-- rdtools/availability.py | 10 ++ rdtools/plotting.py | 42 ++++++++ rdtools/soiling.py | 13 ++- rdtools/test/soiling_test.py | 6 +- 10 files changed, 271 insertions(+), 101 deletions(-) diff --git a/docs/degradation_and_soiling_example.ipynb b/docs/degradation_and_soiling_example.ipynb index 2dd2be04..6313b70d 100644 --- a/docs/degradation_and_soiling_example.ipynb +++ b/docs/degradation_and_soiling_example.ipynb @@ -95,7 +95,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -191,7 +191,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -242,7 +242,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -287,7 +287,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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    " ] @@ -322,7 +322,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -386,14 +386,24 @@ "cell_type": "code", "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\users\\kanderso\\software\\anaconda3\\envs\\rdtools-dev\\lib\\site-packages\\rdtools\\soiling.py:15: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", + " 'The soiling module is currently experimental. The API, results, '\n" + ] + } + ], "source": [ "# Calculate the daily insolation, required for the SRR calculation\n", "daily_insolation = filtered['insolation'].resample('D').sum()\n", "\n", "# Perform the SRR calculation\n", + "from rdtools.soiling import soiling_srr\n", "cl = 68.2\n", - "sr, sr_ci, soiling_info = rdtools.soiling_srr(daily, daily_insolation, confidence_level=cl)" + "sr, sr_ci, soiling_info = soiling_srr(daily, daily_insolation, confidence_level=cl)" ] }, { @@ -436,9 +446,17 @@ "execution_count": 13, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\users\\kanderso\\software\\anaconda3\\envs\\rdtools-dev\\lib\\site-packages\\rdtools\\plotting.py:151: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", + " 'The soiling module is currently experimental. The API, results, '\n" + ] + }, { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -449,7 +467,7 @@ ], "source": [ "# Plot Monte Carlo realizations of soiling profiles\n", - "fig = rdtools.soiling_monte_carlo_plot(soiling_info, daily, profiles=200);" + "fig = rdtools.plotting.soiling_monte_carlo_plot(soiling_info, daily, profiles=200);" ] }, { @@ -457,9 +475,17 @@ "execution_count": 14, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\users\\kanderso\\software\\anaconda3\\envs\\rdtools-dev\\lib\\site-packages\\rdtools\\plotting.py:211: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", + " 'The soiling module is currently experimental. The API, results, '\n" + ] + }, { "data": { - "image/png": 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\n", 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wqaQeq8PFhMxEHr96HIkWI/e8vZ1NJfXkZyd3G7YRTvgHtKuWcPRuFshAO6oCgSqCoiK3/16tSQ9gNuhwenzc/7cdrLv/4m7vSVcIZKKdQfj/BjKzycNTj2tiH2uBRfWYycNTACivd2Ay6HtFiurIUAMllcDn1fG5hHvOwOcH9FraWk/GEgqdqcId53pfhg2Fy9DuB1YLIf4FmIUQS1FsZ7P6hKpTBNsrbACUHrEzPjOR6sZWAK6ZmMGKLeW0uHxsq7Tx9ldV7KtpZlNJPQA1Ta0sWbevy4nW1UMNlKBm5aZrqiW0q8ELpufw9Lp9rN9Ty4D4aNbvqeWP//6OP/10HNA+eWaM7s+koTVBi1SNldtWYWVTSR1mg477LhvRqeTQkw5DXTFR/L83G/XkZyfjcHuobXbzwIwRxyVddEZfuEUCHG4vNocbj1eSm5HIzb0k6SzfXM6Sdftwur0sDCiVvbKwivV7ahmWFsOC6TlMGprSLfPszAan0t7q8WI26PtE0gmkuSfqYbjaT18h3LCNrUKIccB1wKtAFXCelPJAXxJ3MmG1u0myGKiyKmrlgQYHAE6Plxc2lOL0+NAJ8El496tKGp1t5GcnUdXgpLzeQYI5ivzs5GO6duAO7PR4efAHZ1FW28J9K4twuL0UlDWwdX89To+PrBQL1VaFtjU7D2kMLXASdVSf1Jr0gRLDii3lFJRZ+XT3Ee38qoqh0iKhy1r2XTHRQJqWbihle2UjAI+v3csbt+cf033qeK/UDSScBWRzuFn9TTWltXYALhnVD4ClG0qP21gdqizTnLwMPt9Xy6YSheGH0xegMxvciewpcLoFC4cVtiGEmAI0Sin/LKX8hZTyj1LKA0KIC/uYvj6BascoqrQGhWAEuqZXFlbxzcEm7TdHWhR39c6DjawtrgEUZgbQ6GxjWFoMuRlJmhTX6Gzj8bV7Ql67K/f3nLwMMpKUDoFFVYqUqKZrgSTREoXT4yPOpKe83oHbp/xu5tkDe+xeHzs4kflThlJtU+j2eH0MS4vRjL9qeANAq8fb5blURpKdFhsywFR1mowbFA9As9PNkv/s7TbwNRTys5PJSrFw0/lDOvUwLt1QSlltC0/9Z2/QdR5atYvSWjvpCSbGDornja0VLPlkb6+kLt18QRYPzhylOV2CIQL+7R5q2MnNF2SdlJSyngQLh5Oy19cIV+X8DNgthLhKSlka8PkaIL7XqepjqLvesLQY/w6thGC0h2QoUsbn+2ppdnrYEcDYvF4fk4Ym8++dNegEeCXEm6J4+cY8VhVVAxAXrafZ5WVY2tGG5XBE+KQYI5eM6sfyLRVkpVh46j97yUy2MHl4Kg/MGMHi1cVsr7TR6lE4WXqCiTl5Gdx0QdZRzoSujM9qHNrk4alUWZ0kWqJwebyU1trJSDIzY3R/kmKMjBwQR0FZA1+VN4SdzhXKMK9KVCrD3nGwiR0Hm45Sz8MNZl74bhHl9Q4G19qDnB6BalqgCiwBi1HPsLQYNpXUYXe3UX1QYeYfFB1g8vDUsLycXTkeOqtPl5+drNGqbhDh3MtwpM3eDoPoeL5wz6+q1KqnuDek3Z4iXIZmB54CvhBC3CilXOv/PNyN5pSCupPnZyfz+No9jOgfx/LN5UH5kysLqzQDfyCi9DrW7FQkNK9fQrMY9awqqmZWbjoS2Lq/noKyBhItRz/InorwJUdaeLdQ0eynjUzjsz21bK9UpDaPn4CrxqVrzCw/O5lpI9No9Xh5usNiVr2iqs3J6lCklYaWVpIsBqwODzZHMwBVVicfFlVz72Uj2HNY+Wx7pS3s3NdQDCnQ/a8iNlrHx7sO02B3c83EDNYW1wQFCXd1jfJ6Rd12uNtY8p+9QUxdVdNmjO5PTv8qiqubtPty4/lDMBt0NDrbSE8w4fR4/Z7sOm3c4Yzv7S8ruXzMAO4IIcUEbp4qrQa9LsjGGi7D6GqT6M0wiI7nC/f8gXM7lB0xnPEcD8JlaFJK+ZIQ4jvgXSHEk1LKJ3qFgpMAm8PN1v0KszLodSzduF+LQVp05WgAHG4v86cM1VS+aD2MGpjA2YMS2FZpw6hDU/UON7lYsm4fn+6uoaLBQaOzjcnDUztVOcI1kO72M5FDja3Mzh3Iv3cq3qMR/eOYPDyFTSX1pCeYyEi2MPPsAZp0qUqdYwcnaos50J4VaHNSmXXxYUXlDhwTtFeyVa1B+dnJvRJbt2B6Dl9XWbE5lIZfLS4f2yttbK+0sbemOWzvn2ocVzeQ7ZW2IAdK4EIxG/RsKqljaFoM00amsedwM06Pj+QYA2/enu/3Un/NppK6sHbpGaP78/yGEsrrHSzduJ/kEM9VlfQHJZpJMBto8/pwuNuYP2Vo0DMJRxoN1CC6KlTZMd6vp0yj4/nC3YQDQ4kKKxqArivE9kU8Wo/iyKSUm4QQk4APhBC5nKYSmmqP2nHARoPdw7SRaVgMetbvqWXs4Gq+OWALYg6JliiGpcayrdLGxSP7kZ+dTEFZw1HnDbS59RQdd6txGYkUlDVQ3djKx7tqaG1TOE1RlY0HZ47CoN9HZrKF5VsqNFUmOcZAaa2daSPTNGYaOLGf+s9eWj2K/WrHwSZ2HrQxblA8g5LMfF5S51dhlSloNuiYlZvO8s2KsyA/O5nzh6Z0Sb/KENRdOVQ4xeThqdgcbSSYo2h0tncxTLZEsbmkjtm56V0uHtXTu+jK0dx72Qie+s9eCsoayEqxaGqyurD+8NF3FFc3MSjJBMDaXYc53ORibt5gLEY9C6bn8GFRNQKYNyWbQ41OBiaauPgv65k6Io2Fl3buhV1bXKMx5AmZiczJyzjK42pzuLl9RaHmeJg8PFULV2l0erjDT2M4gdjL/BpEZ2EuHTfJjpVbeso0Op4v1CbcmYRltbu5441tFJQ1kJFkZnZuekhJrC8cDuEytP3qGylllRBiMvAaYOk1Sk4gFl05mrK6ryivdzB5eCpPzskFFC+Z0+1l/Z5akiwKc1BVsW2VNk3q2lahJEuYonS0tvmOWpix0Yo00JPSRB13qzunDqO4upFNJYo3M1ovcHklBWUNPLZmt7aAAY2Zqcx50ZWjg2xIn+6uoabJpak8qv3K7vax42ATja1tNLe2G/z1ApweHwvf+VrbYQ9YHSxZ1xAyFEVR0ZXFGrgrB05mNeiyX1w0ANF6HRaDDofHR5wpigY/g/jHjmpu9quOHRfLysIqPt9X579WsfbsVGahpn+pNL24UZm66r063KS0d12z8zArbj1PC31R70uV1cnD/9iF0+OjfEsF6YnmTsereCwVOszGKO16qvS7ZX89VQ0OqhtbtWfncLcxPjOR2maXVrrqoM3Jii0V3Hj+kC4lKFVyyBuS1K2kpUquTreXi0emHXfOZyiJr+OcVaVIdbOvsjr5zfvfcv7QFM2WGRgr2RfhHOGGbeR2+H8rcK3/FRaEEHejlCE6B3hbSnlzF8feC/waMKPkkN4pe7HRcKLFyOAkM+X1DjxeH8s3lzMrNx1Q4r4K/fFZANmpMcQ2u6iyOhmTHs/KwioemDGCA1YH5fUOxmcmAtDqbqOk1o7bK2lxeXscMBoYYa1OoEdnnc0tyxTG6/UGZ16qrdPys5M0ZjVtZJoWaqEGjQZKBaYowdyJmbR6vJpdbmCCidyMBI3ZQbttMNAZctDW2ml9NhXqIuqYRhU46R3+zUK9Z6rnGKC5tY0Yg8DukfgkXPvSVpx+p4c66dVMg/GZiUwensqiK0drjo3ZuQNJjjFw1sC4IJrq7W52VNnISrHg9UktDKeptY37/7aD0lo7pihBa5skLS6aKquTy8f0p6iqkakjQo8XYMKQJABt8woMywiU4F1eSUaSWbN95mcn89Pxg5mTl8GPn/sCgI17a4++QADUGL5w55SqZezw/z2e7IdAe5jZ34MC2udsfnaylgu7fk8t0VECV5syiQrKGhg5II6sFAvr99SyfHM5C/0hQ+HGN/YEXTVJuUFK+br//a2hjpNSvhrmtaqB3wOXozCqUNe9HPgNcIn/Nx+gFJP8TZjX6RbLN5ezqaSeBHMUBWUNFJQ1aA8elIm6qaSOrBQL2ytt5GcnMSQlhlaPVzM2zxgzgBc37qemqZWDNsWo7g5gOuHspIEIjLCGdjVhydxcfvrCZvwaJ1E6wR9/MpZEi5Flm8vZur9eY6wer8TmcDNjdH/e/rKSTSX1zJ8ylNHp8fytsAqrw8M7X1aQHBOtXfdQYyuVDc5OaRo9MI5zBiWwubSeC4alMDDh6McWmB3QMUWrrLaFz/fVctP5Q3D6g1ihPaZPxYD4aA43uRiUZKG83o7bixZjp6pyKwurtLCR7ZU2po1MI9FixOn/7NPdtTS1trFo1S4+uCtRoyklxqhJCIHXijHqMOmFJl0PS4vhiavHaQ6J7tKSVGlswfQcLspJ1Y599trx3Lb8K7ZX2og16mhx+8jPTsbj9WnMtKCsgUtG9SMpxsiSubnc/7cdPHH1uC7nR3eB2B1zJVUH16IrRzN2cHWPC44GQp3VDo8XCSycnsOM0f01001ZnZ3yegfzpgzVzDTpCSbs7jYanW3sOdysbZjquTrGN/a0SGkodCWhXQu87n9/Q4hjJEqgbbeQUr4PIITIA7oqO3QT8IqUcpf/+EeBN+lFhhbvqOQVw5951zmVXxn/xp9MC7jxwol4vD4tP3P0gFjibN+ywvI8vyibx7cMB+AcSrhx24N8nPMIYCTGqFc+N9ey0PAan2Qu5BtnmibxhQVHAzf4VhF96VRm5WXQ1HCYfv3WMMn6JWsK3RRHLeU37tv4gIsZkx5PldXB4tXFZCZbKChrYAiHeKDucR50XMeqZR9xl/1Zzm29jXIuRqIYxH80Ll1RQz0+DjW5iDPpaW71aipQIFRVesboAfRvO8CMlkdYVXM3SwotODxe/ucHZ2nHqhKYKpk43F7NQ1i47FesaH6L16p/xqOOn/C/qf+h1Pga651jeYBfYCNOW+yHm1zsPWLXznsOJbzmfYUk62ssLU3UkscnD0/B45VanNyYmtXsMf6BT3wT+X/cytQRQ47KWMhIMtMv1siRFjfJMUYON7mwu30cPHyIufrPKDCfz1PDitiwI44555/TbWWJQLtXoHShSh3q/Wxx+5g8PJVnrz2XJZ/sZXuljTEDYkmKNWkqYG5mUrcpZ037tsLfbsIcHcXrgxdTVCd5oOkx+rmqsF3+DG+3jOdpf/Xiey8bERTg/GFRtZYRsuOAjUVXjtZshqEko44M8uYLsrD4zTFL1u1j2sg0QMl7TY4xaMzKYtDz8o15LF5dzMh4D77tr+PMuICbGv9ErcHNsuSFmqMpUKKHntv5QkEoPQdOHIQQvwcGh1I5hRA7gD9IKd/1/z8VqAVSpZT1HY6dB8wDyMzMnFBRUREWDe6Xr8B4YAsOH1h0cNCXyG+z/xYUSgDwufFuMnQNOH1R/HbgS1xy4STOeX8qmRzBh45/jX2WP+9Lp8rq5E3DYi7U76Y89lwurvsV86YMJcWfhtPtpPnyCdjwRxg6DX72Klv/voRJpU8D0OaDKB34fLDGMJ1f2G/T7HqJlihsjjY+ND1MLnsp8OZwrtiPUefFB3yTciVrhv2WpX470g/O7s+anTVIYOzgBL450Kg5OFQ1IT3BxEU5qZTXOxg1II5b9t1NVsvXVIv+/MC5GHN8Kh8tmHKUXavB7taSvF+7eSKJFiMJf0lDB/gAh7BgkQ4tktsHfJp2E58PnqdVLAHF/vjT8YN5YMeVxPmstAozNbd+yb/3e7RrqA6Kmy7IIu7xgURJxfbWiJmm69ZSJgew8N0ifn3FKP7079002D3a+dMTTFrw8wL9e9xreJ8vvTmcp9/H854f8uXwhdxyYRZ3v72dJqeXjCQzK249j+yAmMKlG0p5bM3uoHJR+dnJmgoLis1LAuMGJ7Bkbi6/ef8bCsqsmp1u3pSh7KtpZsH0HNbvqdXSmDpjMtY/jSPJWe6fD4Ltcjjn6fe138ch93P7ngnMnzKU5IA5p9IJaJKTaqoAWDA9p9PwlMDxBTKYokorty7/iga7h3lThrLuuxpNZb/krH7Ut3jIzUjkjqnD2LnyUS6qeIZ60xBSWpXnW04/Lm5donnfVcdOosXYI0+sEIzEZgcAACAASURBVGKblDKvs+9CZgoIIXThvLq9es8Ri1LiW4X6Pq7jgVLKF6WUeVLKvLS0tLAvYPQqO6iqeA3U2RhZv54fnN0fU5QypNQYA7EoE9+sa+NRzxM8tGonh70JAOjwcVXxr3j22nNJtERhRlGnYhxVJNLM2l2He95MZf96KFjKqJl30WhSJDwrykLS6WCmdx2P8gKXje5PVooFm6ONKJ2gv+8IAJmill+7b8MnlQc7tn41U797RDv915U2TeT3en0snJ5DboZiz1JtHnqd4N3CAxSUNbB8SwWH/Is/XdbwS/17HGpyBdGsqkJ3TB2mxVo9tGon97y9nTJvP/+9glip7OJqVIgOuKR2OfcUXcUQDmnnG9E/jkdmnU2MVMJWTNKJ671fMH/qMEwGRRouKGvglS/2c/vyr9g38ffaORNwkv7mFN58azkNdo/GzNRJmhpjoLm1nbmpOCdKCYieHlPG+j21zFuxjSanospWWZ0sXl0cdLwavR9oGP/FW9sprbWTGmPAbNBp93nHgUZmP/cFBWVW7XxZKRZ2VCkmjvv/toOn1+1j6cb9Icu263+yVBtjlE4yXuwLvo8VT/Bk6moAbU6pUuRN5w8hPzuZycNTWTg9hwXTczSnUKjMj8DxBUItJpqVYsFi0FNaa0cArW2SdcVKytzSjftZvrmcsZf+FxXJkzFe+bhGayZHeGnkNpxuLw+t2sX6PbUsXl3cq6XLu2JIbYCni5f6fW+jheDsA/V9c29fyGZOx4dyE+5u+hP/9odHJFqiyEyJ4RfuX+LzP43ohl347A38Vt6pPSDaHOTq9vPBnRdiNMUAkOarY4HpX5qRPpQRN6jiaP58GOzPZ3Q0IM3JHEicCED9gItoNSvqiQ64zrSR+x3PcPmYAQoJPonQqcvHxwdczDdiqHb8pOY1/JZXAKhraVctdx1qprDCyjUTMzQPICgLbnxmImMHxaPXCX7juR0HStWRy/TbGZhgCgo2ttrdSlrRJ3uJMerJSDIzLC2WTSX13Or5NRXehKDFhw/tnuqAVNnAeuP9/Mpv3ahubKWo0sr/6uZrxw1v3MgLH33J7Nx07drNrV62Vdr4yZYs3mydol1Dj+R53++5OmoDd08bjilKp31Xb/fQ7FIW8dhB8ezJ/C82eM/GLBWpKtag2NjUEJnYaB352cnccmEW17+8lcc++k5Lnar3h6kMTjIrm4tdubd1do/mzFDR6GwLim8qr3fgdLeRlWLhvstGMHl4CnPzBjN5eKpmYA9M+fKmj+fzlLna/YjSKdJf4H2d3fQWl5X9JYjRPr1uH6W1LdrmtGV/PY+v3avZ8kwGfacpZp0xGKvdjcerXPHyMQOYlZtOgjlKY9w6XfsIy+tb+Oi9lxnSsAl97U50SdkandMrnuDLdX9ndHp8UNxnb6ErG1p2r14pfOwCxgEr/f8fB9R0VDd7A66oRJyuWmLwINHhk4qqMCjR4vdIjcVNFCba0CN5NuF1bmi8iyO6BAboFMHR/cYcHkp9i6rmm1ll/C2JOifjvDvJSrFoGQidqRHBZVaGgV5hGgf3FvJPUcQV1ZtBB8OMjdyb8hw3l93HeEMFOiBt/3vMsDpZynUARBvM4GkkASfDdIfZNeUV+m38Kek0oANuNa3jfXkVxa5+QTSoYQ6v3TxR86aCEsmueuQO6tJxx2ZhadlHozRzqLGVe97+mn/cPVkzQAeWsgH49mAjEzIT2VYJUz3P8yvP69xpXINOp0iadvT4fF5idMok1+ngTuMarmc91zf+D3NfdOFqu5D/Nr5ANF50QOYX/83imj+TlaLYDWOMOoQQtLi8vJJyHyNMqUysfV+7xp9YypLP2mhtm67RFWhciTcbeezafDY8dxbYdwJQ22SnRaeorzrgp+MzWHjpCO5bWcSmkno2ldST7H+OajjI5pI6gtmXAnOUwNkmNdVTooTDqH4jNWZxxZYKLWZLZTSqVzrIu3twFr+iSbuPesCKkQSfWxvz+Nq/M2DrLt61P8vlExVGUW1zalVgVM/r5OEp5A1JDsqqCLweBNdcMwdIxhlJZoqqbLR6vEGhSoFMfN13R/jadRb9DLlUNI3l1uv/Ds9OAJS+mUtNT9I29X5ADQEx9pqXM6SEJqWsCOcV7oWEEFFCCBPKs9ALIUxCiM4Y6grgNiHEaCFEEvBbYFkPxxUWfM2H8foUEnx+3i6BXdVNJJijmJs3mNXDH9Um7CTXJgB+a/qfdomgtY6dJWVUMBC733mbEdVE/3hTl2pEoFhvtbvZ5VKCVj+ri2d0zT/J0il2jk3WBFaXuPi/4S9jTRgDKA/tXOu/uCLbwPwpQ9HPWY5PRGPRefiD/nle2tbID1ofo8KbrB1/v2+Z8t6/kSaYo7Ro9ey0WD6460IWTM8JUkMFigToaVEWRIpOySiosjp5fkOpVm5owfQcBiWatLFtr7QRpVcupBfwF27gPt19tPh0tBLFva13c2fmWmrOuq1dytBBgq6VVdGL+GXbCgDucd+tfX+F4Wu+3rOfzaUKLUOS26XK3IwENo96kL/qrmuX/nSwsO0V7uFd7Tgd0C/WyITMRB6dNYakGCP6ANFphP4Qw3X+wgPA8i0VLNtcTkayhYwks5YAP2N0f8ZnJhCtF+30B5ynf1w0en95b0PABbydmKtbnG7tnoJi6+pY5VeNe/wLN/CUe5Y2xnifm+vdv8ETIPEOdu7mmq1X8fHGzTjcXi3jREVWioVnrx3PwsuUgOFQvQnUcBh1Djs8XoalxVBldVJQ1sCnu48cNW4VErhcX8h0fRGDa9ZByjCar3pFu1cxuIna8nTnZpfjRE+apPxICPGEEGK5EGKF+urBtX4LOFG8ldf73/9WCJEphGgRQmQCSCn/jdKzYD1Q4X/9rgfX6R5GZTEM1jWw3ns2tb547nQvYGT/WNITlIXZ6GzjoK2Vn914FzqhSE96YAYFNKeMQ0bFaJ+9PuAd8rOT0VuUuCSvOYGCsgYtXqqzoMZAsX5lYRX2g4qd5mzDIepHXM1BlN9EN5Vpwb+/i1tMlVdhNjogs/J9kmOMxOdMQue/dqaoZeqINOKS+jHL8xjPe37IRu/ZLPYojurUGCPD0mJodLbxt21VVNTbNXruvWwEN12QhcmgJ8li0CQal38mJsoWzd5VXN3EY2t289rmct7ffoBEUxRjB8UzPlOp3pGbodBz/aQhDEuL4cPWPM52v0G+eIu15JM3JImBc59Ed/unNGNqZ0RCkdZ2G2+kBTMen14b7xLTS5zjr9JxwNZKi1993FzawNPr9vFZv+t4yH1jkEp7r2kVV8UqEogPJfbNbIzSjPwX5aQC4EFgxs2v2p4DFOfEpaPSWLqhlBVbKqiyOkmyKJLEa5vL2V7ZiCuAQ/mkoqKmJ5gYEB9Ni8uLKUrg9kpGD4jFFKWs/PGZicRG67XfldUHh7BEG9q/UwNVN5XUEW9SNtxnmctf5Fy8PnjMPYfNjOVS9xNUehO0cSfqWvn5t3P4at3fNalq7KB48rOTee3miUHSkKopqBVkVKgjGzsonowkM9vKGyittTMgLpoEc5QWg+frwKTjTVG0uLx84stjnTeXj72K7f6tllw+9YzVnkvMpt/zo9jdvd7wOtzyQb8DlvqPvxqoR4kns4V7ISnlw1JK0eH1sJSyUkoZG9gWT0r5pJSyv5QyXkp5S28G1QLwo2cgWlkYoywtTHS/wGbGUt3oJC2uPUbL4/VRVtvC7rTLAGXwTxmfpaCsgQ9y/qQdN9q2nj1lFVi8ym5o9ih/lVLddUdNlo6Yk5dBgklhmm6vjz//ezfVXoW+KLzkpSmzJj19EA+nv8hHKTfxStRcdONvCJgMfruPUYfJoCctLhobcfzJex13iv9HvXEQAGmxRhLMBkxROhrsHm5d/lWQ/URVIa8al06Uf/td65+UZl0bT0a/QP+4aAYlmlg4PYf1u49QZXWy63ALdS1uaptd1DQ5KaqyMX/KUEx+4/HYQfFaMnhyjKE9rGXwBO4c/I8gyUOnA5OujaWmp/mD+V7t8ym+QhoPKszpvKwkjeYWv6E/M9nMurhZ3O+eF8TUnoz6K5OHpzCyv8LEAqXJRLOyuOt8is8p1aAwyRaXl8/21mn2NIAPiw5SVtsSFASbYG5XMlpcPqobW7WA5JEDlGe4v85Ba5tS9umcQQlB9jRHgKoWZ9JrG8XKwqqggpCXjFKcXjoBz3tmcZb3LV5mNgAVDGSK53nedE/Rxq1H8obpj8w2FVJldfLNwSYMesE7X1UFlVGak5fBguk5WpwaoP1dOD2HKL2OKquTbZU2hqXFcLjZRaOzjUONreRntz8DFVkpFrJSLFyl+4Lp+iJm6b/QwjT2XfiE34DgZ2qr5/d6NY5wJbRbgcuklPcCbv/fq4CsXqPkRCJlGJ5ExV4Qa1R2IVAMzTsOKLYx1VazeHUx11TOQvUHmfFxDiXsi8sDnfIg9MAj+pc5iLLbW9oaOYcSgJA5eoHG2KQYI61JOQAcMgzh1XF7mOh3y5+n38fEQyu4b2URL27cT7kjmrsOXs6jLbP4T7mykJduKMXjXyYGbyvvbtzB9kob/WIV+uxuyZhBirS463CLUnqozYfZoDC1wCbFqip8ywVZjB6oMIBnvD/F7s9yS5e11DS72iuA+AsjGnSKQV+p0nGIgrIGPvmuRgum3e1PBlevGcjkH501hq+H38Wvk5+iwWdsV+d1Ot5qGo/D74/W6eBR52PcdP4QtlW276XCz3g/3lXD4WYXH3Axs9yLqfIlY/VZeCruv3l01tm4/MypvN5+lCFc518JbT7J3LzB5Gcnc/GIVPxOb5IsSrzV4tXFLJmbS3qCibhoPY3ONs0zHiB4AWheWfVeXzxCKQmlOiYARvSLweC/RmayRQvonjG6P2cNjCM6SlBaa2frfsX+pUpEbi/Em/VkJbcHOz/EHbzqnh7kLHjS9yT/HfMv8rOT2VRSH2QGUe1k2yqsQaYRdVMzG/VaZ6w4k568IUnanLI63Bzwq8kx/oEb9QKDXheUdbKtwsrKwiqSYoy4DInc2XoPbX62s9qd1+t108JlaIlSyp3+924hhEFK+SUwtVepOUGw2t1U1im7aF2Tgwp/5Hp0gFrQP97E/ClDWXTlaO6cORG7wb9D6uBF4+PKZP3pS9o5Z+q/4o7m23BjxCBdvGR5joIyJfcxsDmGuogC7QdWu5tkpyKgjrXUs8FyOVsG/5wqn2JXS2r4NihZfnxmAlkpFp64epx2njKPwkxN0sEv9e8BYIhqf7wFZQ1MGJLEvClDyc9OZv6UoXz0y4u0uCR1Yqmq8NriGr45qEiaNuJo9ns6IVhiufSsfmSlWDQ7TrQeRvaLITZaR2mtnY++VVRUNYvi8jFH22yy02J54/ZJ/M/Pr+fqhL9xfetvqPXFc7vjHjwS5rnbpbQs3wG2fV2I1eHRmI3d5dXyT5MtUeiACtMoLnL/lTzPyzxXlclDq3ZpOa+jBsTz2JrdLNtczvYqxT6lnt/l9bHvSDM1Ta18sruWNp+SqvSjcelaulWC2UBrm1djTCrDcnkh0aJIbFkpFh6cOYp5U4aSkWRWApr9ITBxpnbOlxQTrd27Jr+RvbzewdtfVTHv9W1aOI2ag6oiSgdNTi/lHbI8lsbeyVOtwdLuHd43mdb4AaB4cdXMDdVOtqmkLihVT7Wr5WcnM3JAnBaE/W7hAS1dbW9NCwf9RUFH9o/TnrGS85xC4nnX4ciczoDJN5Cfncz1L29l475a1pLPS+d9jGPq73BPe6jXK+GGm5xeKoQY44/e3wnc6W9nZ+3md6ckVhZWcaXHCjrop2/WvDWuNsnk4SlU1Duosjox6AXZaWcxf2osTelv4HvzcsWwrGviJ6NMkDEb3tOD9BKlg/HswWrJoL+jlITERCanp9Bgd2vBp6E636wsrMLXMIg7DV8jmg7y9sZv2DT8Z/xqwBEyjqzia7sSR/TorDFaSo46DpUxmNNfwP3mJRjxMENfyJ+4lf7xJg7aWhk7KB6rw8PhRicDE8y8cP0ETczvrJOPGsM0f8pQbA6lO5KvTYBO8VPpBaTGRVNe7+CRfxYHJb3/4JyBWiAvECSNABxqdFFQ1tBpbmFSjJGXb8xj9nMuJjpfIMrvItzCWBxEE4sLnQ5+732S2TxGm09hHMkxRs0ra3f78KHkakK7IX5oWgwGvWD9nloSLUYenDmKapuTgv31jDeAQW8ACV70FFc3B6ma3x1qoqCsgdm5A7l9RSGJZqUQQKxJR3y0kThzFHsOtzAoUbnfavT8RzsPs+67Gs3gPy4jkUtG9aPa5mT5lgrys5PJ9VdVSTBHUWV1ap999O0hrYAnKIxo6og0VhVV09rmI4C8IDTY3TzLXBrcCTxqWqF4kYHbW17kj0zlcJOLDXtrKa93MN+feaF6QVW885Wi6jY6Pdp9DYVxgxNYdOVo1u+pxeZwU1pr59FZY+i/80UsX69jVvZk5q2N0a4xIF4xhbjOu5tZ9Ly0UXcIV0L7LaDWjnkQ+CXwF+C+XqHiBGNOXgYyQcm+SjW0MSnByrhB8dx0/hBAaBNwTHqC9pv4nEnoDMoC1AOuVQuVL656BlBu5F9ML5KqUxZ3W0uDJuL/6K+bqLY5Q6qfZw2M4x3jjzkclc4Q3RGeiX+DTSX1pLoUqSlbd5gJQ5KCSlurDFKpLjGM2PRRtKDS52XUwHi2+3dLq8NDldXJu4UHjvK6dhZzpKocu6obOWhrxerw0BSt2LySdHZGyxL0QpCfnUzekCQGxCsqYb+4aK6ZmBFkVxozIJaxg+K1FLFWd1u3pXLi/fZEv3BCjFEXJKWNENWKYTozkfJ6BxZ/tYv0BJOmVnZEskVpwxZYzlqN6gewRSkS7i796CBmBu3M8R87DlFaa6eqwUGiJYq4aCPVja2UHlG8vzohmDw8hQa7h8nDUymubqK01k5WioWF03O409+uMMlf+NPj9VFUpZRwUjfVSr+2oM7BOL86d7jJxcAEM+/Mm0SSRbk/ioNBWcIWg8AUpdMY+JtcwR2tC2jxgdcneFx3C6A4O9QNyGTQ8+y145k2Mo1NJXUs21zO0g2lFJYr6u2u6kb/b3TEGPwmjQ4cY8eBRh5fuwcBJFmMms14VWsu67y5PLR7CA53e3jH4SYXSzfu576VRSzfXN7rXs5wq218FPC+APyJjacpkmKMJN28DF66BEOrjXu8z3Jd4yKSY6P94nd7nE4Q5r6O740fowOGN2xQPht/PfzjHtoDP5QnbopPYXI/Zfersio7stp/Uqkdtl3LfXx/+wGqnGbW6UdwnaGave4k5uYNpu5IBoPYTsKgkczOTQ/qytSxouvKwip+5PNqW1Rts4uxg+I1aROUBTAlp+sKEuo5A6vKThuZxsBLX8X76lTM0sVfjc8wtfEZnB5vUFWJbZU2Hlq1kyHJFi3OKinWpMVVgVLBIzk2mlBYvLqYKquTKB2aFNLi9rGZsdzhXsDTpqX8VncXjc42SmpbmD9lqFbldu2uw1pakyqVqkn1aixgYKzVo7PGULwiBpphoyOTr1IvYsSl8xi29hCDEk1s3Bcsuaj2K1XtstGmlW0yG3T874/PZnuFjU0l9eQNSWJWbrqW3hOYOnXTBVlBxRBUDyYoxQKWfVHG7NyBFFU1BtmjDjU6yc1M4v07L2Dx6mJG9I/TJKhRAxPYXmnDYgCHP9x9Lfmc7X4LUJg9re2e4XGD4mn1N/xJMEeRZDFwuMnJu18d0FRiV5skWi9ocbUzeI+vPa0LIDpKp8Xo5Wcna4nrVauXMUVfRMGB//B371UMiIvG6nTjapNa5Q2PP1vlZNRDQwhhQWFkQXqClHJzr1FzIpEyDFJHwoEChiQYWTguh4tHpvmbhMTi7KSJq3XgZLaPWMS0ksfQXbmk/VyjfwTFHwLgazmIDjA07OO5a+FmdyLbK5Vd2On2asUJVRH88321ePwrd7heMZQP8lazaEc1P6QU9DDG0sTS4pouW8TNyctAvzkGXE2k6lpIadzJN43KvpOVYmF27qCwy7QkxRhZdOVoPN6djElP4JqJGbxaVM110kQ/XET707ysDo9WescUJbR+paCon2l+b+j4zEQOWB0caXYz0N9yTy0j0xELpudoHa0C68wZ9bDWm8+lpqma7abR2cYn39Vwh1/yabC72VZpIz87OUitDoXstFiyzxkIm8GFkcaz59PUoHhlrxybzqiBCbz2xX5C9YbJSDLz7LXnajXVvjvUHFTmJynGyGu3nKfZT9XP1PtbsP9zHB4fKTFGYqOjNGbs8kpWf3OYNp9k7KA4vj3YjKQ94PZtv0qYkWxhwfQcBEp3sO2VNm44f6hSBr60jpIjTTg8MCAgf1VFg8MTZBoA+HxvnZYnrMLXIdc73hSlSawAI/vHYja2V60x6AWFFVaqSobw2oALGZD9MybXxmm0TxuZpsQ7vqsEKw9Li+W+lUVHMf1jRVgMTQhxI/BXlG7pgVZICWQeNxUnCc6BEzEfKCDlrCks9PelVHcbFYEFDVcWVvHYN6N4cGYB88cHVAW48imOVHxHP/seyhPPZ6jtS/C1Ef+veVw05j22V9pobG1jybp9Wq212Gg9LS6vtsOmxhgoc/cnn+8o8w3A6fXxr+wHmGR+A+MP/8wcU3sfBPVvx0XCDW/Cy5diwMdS0zPcEv8KzS4vU0ek9bjm1NriGjaV1HNRThpri2t4et0+rjFKvx1NgSlKxyOzxvDHNbuxOjzkZSUzOSdNq+5QZXVq41PSq9xkpsRwqMkVsjRzQVkDTo/SeWry8FSWb6kgyWJg6og0Piyq5qBNCRdwur1UNDi0Qonzpw7jmokZ7K1pZtGVo8Mfq0HxEv4gtZY1HhszcpUI+zl5GSzbXH4UMzPoFCklzqTYvNTSP2qPzXAbH68trtFCNmpbWrlt8jBsDjdfV1rZW9OipeBVNDi1e9U/Xgk3Ka5WpN/9tXbeuP1sQCnVpKqIguDqyUOSLQzxV2YBJYsh3q/KqiWOQHmuKjNTi1J6fO3VVwB+fO4gKhscQX1h1R6j2wLqCP467huG2r5gaOrl/PjSO7WsA1DyTVXJ81N/2A8U89ot54X3zLpAuBLan4GfSin/c9xXPEVgtbt56NA00j31JIlZ6DaU+pN4UxiWFovJoD+qiWvIksGWZIy3/IOta55j1My78LwzG0Pdd9S4o5gwJJFES5RWHVftNtTSwVhudXjIjDoMKDazrEQLd/xkKq8Vj2WOqX2hLN1QqkloR0lqgydAwiBorKLNB3v85XiWd1F5NRQ6jtXh9mIptGgS4DmU8G3bcJ7/rFRbBCaDXuv3GdhFvs2rNGTOSDLz4MxRFJQ1dFkoMvBvZYOD9XtqtTxUJbFaaAs2MF+2s67d3SJ/PlRtZcj+z3B+8TwfGh7UKlAEJm+rkkmC2UCLq438rGS2VVoprbXz9Lp9nUpiocakvv/XNwf55mAzQ9Pi/N23Ujg3U4ntqmhwaCW+4816ctLieNxfM+3RWWM0VVaFugGpvSZAMTE02N0UlDUweXiKVlnF2SbZ5e8j0RLQROJQY6s2TpdXahLy3IkZJFqMR5UcUh1Kqhnk0Vlj+M3731JQ1sA7zWOZlHgeQzNnaEHbj3303VFSYZLFwJCUmF7L6QyXoblRWtmdMVhZWMXqEhfTRt7KOEMiS9bs9htH6zHodZ3WweqqyF5i6gAm3bAYgOamegxAW4uVRat2aRMzb0hwIKKqroGy85f5BnCBfjcNxsG8dvNE3v5KKSFdb3drNcgCO1YBR2chXL0c93vzeMnwS+b2H8y+Iy0Y9Loel2Du2IrNYtQjfrYc3pyJAZ9iR3M/Q3m9g6wUC5ePGcDNF2RpKvUDM0ZyUU4DM0b355ZlXwGKoXv9nlosRn1Y14XgRaMWFKyyOoPsnKpdst7uDrsNnQZLMgwYB/s/w4SLwOAINYdxfGYibV4f5fUO6vyliD7xp/4MS2tfjKHyIjubN0kxRpbfOkkb20OrdrGppC5IO5g8PIUx6QlHlRXKTovVpJnAAptvbFUyGqr9Qa9qJeOsFAubSuqZN2Uo1TYnVVZnkOqoMq44k177LDZap6WFHWlu1YppqtWdVW+7usmq4540NIWCsgYu1xdybuuXbP3sbSbdsBir3c3Hu5QNO86kxxyl50iLm28ONpGfncRDq3bx6Kwxx612hsvQHgKeFEI8IqWs6/bo0wCBBeZm5aZjNurJz07WJIKe9APoCFN8CtQdISo2iakj0ijfUkFstI7P99Wy4NIc8rOTqLYpQahqvbBWL5wTUwdemGHZy1s79rCtXLF77Khqd50n+etdqR2AjpJGBk/gtXNX8vqa3UyzuDSVL7DWfk+hLdSZo5gfkwr2IxhxMz4zEYsxik0ldXzyXQ3XTMzQdmiH28u7889n6YZSyusdmpShtpGD8Ir5BTKDQLtex7Zxgf0DejxWv9qZlzOI4QGOINUe1t7DQEG0Hob3i2NyTloQHaEk+FBNQgLHplZJVhFjFFTUOxiWFsvSjfvZccDW6SYbyERnnjOQF/314oCgzWbpxv1YDHotrOaSUWlsLW3A4fHyhx+fw3vbDgTVA1QcAYr09unuWq11IxDk0AgMQVILSs6fMpQk50/YX1XJWRcrVfpf8M8Do17Q3Oql2R+qrlSNVqK/Fq8+frUzXIa2F1gM3CWElrghUNrbhd5uT2GoE2PJun1I4F6/DU0tgnc8nhdDm2JmTHMfZAiHtaKC2yptLPIHeEJ7OWgVO8VwxrITY3Ml1vV/JSrz54ASv6QisJ1ZKDoDJ9jYwUp10uMZT9BC/Upxo0p0WIxRPDprjNbZaPHqYq3EzAGrQ0t5UR0Z2yptTM5J6zZ/L1Q3IUWKqWdMesJR9egDN6gejzV/Pg6i2eWdGuS+VxmOIkHtZFCimU0ldRy0tbLrUDM/yh0UkkEFoquKFuo4b74gS2vHPi5v+QAAGdhJREFUp0PJ7rC7nXy6+wiTh6eGdKR0ZKIpMUbOGhjHPW9/DSilfmaePYBPvqth/JBEtlXYWDg9hy376znsr6z7679/w3X5Q/iuukn7zKgXWjB0VoqFK84eqFXemJWbHtQaUR33kv/s5el1+1g4PYc7zNvg2y+g5EPIOEuz7wWWqY8zKWadRqdSSqk31M5wGdrrKFUw3iXYKXBaQ3T421k/x2PCz17F98pMdG2tjCn8Dc2632tftbq9xEbraHH5aAioT5ZgjuKcOb/D9nEFifVfM7E/TJt5lhbjo6ZIBdaL72zHhuCF1V3D3HAQtFBj+0HLYQx6HTtLyli2OUYru7zoytG881UV2yttHLS1alLuk3NyNQakqisqOmNenTGAwK5SRVW2dgO332mj2mmOCZZkXtfN4rGPd+MyJB7FlLLTYnn22vHc8/Z2zcOq9jsIB6Ekt47j/ONPzuEnz28O8jImxRgZkx7PppK6Th0pHZno/KnDmP7EZ1rO7DUTM7QN55F/Fmsb9qgBcdo9bHF5Wbpxv1b4ERTGE63Hn/2glOEOnGudScAqfYUVVpyZ3qDGIQ/MGElF/ddYDDqaXV4GJpjYVmmjudVLVoqFD+66sFeCa8NlaCnAInmi63X3MTp20umurVbYnZ4HT6BRl0CS9wiDRb0WLR+tF9oOCMFNfW++IJtzRgzlq7dcTASiG5RWdYF1uDpmGISioS86UmvwJ/WnyQZ+qX+PFXv788isszVV4Q5/ZdlASSmQ2QTaW0J15e6MAaiNX8rrHeRmJDJpaMpxS56B6KpHZHvVC8W+NSjRdFTViq4Qal4FdvoC+LCoWmNmau20bw40cv7QlLCqUqjP/XdXjeaRfxbzxNXj+LCoWgvufeLqcZpncnxmguZpT41RGvxUWZ1BNdtcXsVGWFDWEJYJRm3xuKmkjnfSJnFLzgwYOwdQvNdqPCTAlePSidILCsqsmve2NxAuQ3sNpVFKT8oFnfLoaV/AnnR6rvGaSAKssr1ul1puRieUIM0BcdEcbnYxITORmy/IUnJMTaOY2FqMPXVckBo1Y3R/zYPW3bX7oiO1hh89A3+dBNLNDwzbGT83qMNhEPPqzOvXkXF0xkg6ey5ri2u0KsAd7We9ga7mgioVq8bzwUmWXomZ6uiVVTWFjrFgJkPnvVA7o1PtBaA2XvnMb+sanGRhSEoMT87J1RpCg9JQui6g54JXKs6qWbmDGJhgZlZuOh8Whdc1KinGqNkChzVsgIq1vFs7hPOue5g5eRl8uvuIJhW6PF4mDU0FBAVlDdzz9tc8e+25fdr1KRDnAXcLIf4fEFQLR0o55bgoOI3Q1S7eEZkxEuwQJ9xHfeeTiive4Q8LiNLrtKYWz9supy4hjitmPdClZNNbdPYYKcPAkgj2IwyI0TMgM9hzG9jVfK0/GDiQ5nC7cndEr5kDjgHqtdUczNwAm+axINAzGXj+Wbnp7Dhg42cTBvPHNbuJj9YTazYyO8wOYp0998CsBFXKGu1XYdWEfjX5fPSAWA41ubA6PAz1p9mB0mLusTW7QzaZDoTaIWrsmAl8sMJKdW09f3p/M+eOGqblrUJ7/JnqwOhpY+5QCJehveR/fa/RMZShK7XOcu1y6t+4hbttt5Gfnay5y0FxiSOF5iJXjf6qAf2xPXGw38P8AH7UEybVFx2pA+GVSj5rs6uNtg679kOrdrKppB6PdyfPXjse6B3G2tdjCufaVrtbi8c61h6XEFqCViU2IEg9e+erKh4MaB3YHWyO4LnZsQCBxR+OoqqWSjvDBEpr7TQ6245qkn2sc2/qmCH8eMvvWSsGMG+Nh/lThjI+U8mcUUJvUjWVNj87uVfmSbcMTQihB4YB/9vrhRZPIkIxpHDtT92qdYMn0HTbZlL90kqj08MNrxbQ3OolwWzkoK2VREsUc/MyuSPg92MHJzJucKJWmjuQlpO1oDvC7tUTD0S7bfz6/17jV7dcp6lgavrTmPSEU4rm3kBSjLFH0koohGIQgTGGavNeUErCh4OO/UjVc6rSoDqXZuWm8/ftB7SGOBOzknn7y0ptg+3YJPtYn2PyRbdBrJHSxvNhfy0mg/6oGEQ1eHnUgLgT4xSQUnqFEL8AHj7uq51CUB++w+0N6tocrv0pnF2rYzf05lbl4dkcLhLMUTw48yz+vfMwNoey2y/z16daMD3nqL6KpxRj+Nky2t68AqPOx69b/sxNy0ZoXqo7pg7TekP2NvrU2REmekOdD8UgArNByusd5GcnYdDreXTWmB7RFhh03RmTA0UCVD3lKwurNGbWPy766KIMxwpLMly4gCtqW/iyppjZuenMzk3noVU78Xglm0rqtOrBOw82dnOy8BCuyrkcuAN4rleuegpAffgNdjdPr9uH0+1lYUDX6e4mbDi7VuAEW7TqW2KMgjafwO72AW1a38iyuq+YnTtI261aPV6tskY4tJxoxOdMgtj+SvgGbZTXOzT7x/9v79yjparuO/75ermEt0BADfIWxKL4KDeaoPUVxWpL1aVo1fh+LDWmaqxKxCxTlNW6EgIx1Vq7NI2P+MCYqFAVqyKyYkywgkYrD4lgxArIQx4KiL/+sffBwzhz75m555x7Z2Z/1jprZs7sme/e5/E7+/Hbv51lrSzTwY6E5FHrrLS/sHB63P793XqjV31r+E6+Y+s2b+V3Sz/aMef1tKYBO2YZDO7TNfWHReEKZ/df9I0d0XIf/r0LbGolZ/eWR9J4aAcDP5X0rqSXJM2JtlRy0QZEJz8Kk2wF+9M4qdGqOhf84g+8/v4GNm01tnz2OQN6deaQIb2ZdvqBOxbnnfbcYjo1NvD94/cB3ATex+evSC0vabJ201ZWfu6amGus25f6XLLitKbiC+DWKus2f3nNzCREx0mwI5R2PJbe4/NX8MLCVTw+3xm8Xl07cu8FB3PUCOf0XIlmkvwUjmQDO9yYGhsaUtGs+0GBaFQmq5tk0oy3dopueuzI3TlvzGBmvfUho/bsyaOXjvmS1/vUZxcBpPTMSp9H5r3HCRvXwS4wvOFD/vmIzrkY3VrrkytFsWZiOeWOD2J0LnJtW8ErOOfZbwz9KrMXrmJaGVPTyslPIZGbSrR+RxqjnJhZTWyjR4+29sjSlRvsvHtesaUrN9iajVvsztlLbOqshTbo+hl25+wlRX8TpVuzcctO71uinLStYenKDTbrR+eY3dTD7KYetuJHh2WqV29E53Hpyg2ZnM/4NRlx5+wlNuj6GfaTWQtzuYbi+Xht2ZqyNIF5VsIOlLMu5/mSnpe00L+eX47hlNRb0q8lbZK0TNKZJdJ9RdJUSSskrZV0h6TGYmmzoHAxk9YSRUYY0rfbjievQbNNp3izt5zFWLNYuLUYs976kGtXH89mvxLUbtb8Mn2B8ojOf7yZmCbF1uKMmoVRePK0NJu7n6Km7+yFq1LTTBrgcSJwDjAFt/DvIOA6Sf3MbHJCrdtxYYh2Bw4EZkpaYG7hlTgTgCZgP5y705O4NQ3SXWy4BGl1PBcbkauks7ecUbU0HWqbG1GM/r/xla6weTPU1oy4mieagRL3/s+qOd/c/VSs6dtakvahXQQcaWbLoh2SngHmAC0aNEldgVOA/cxsIzBX0hO46VQTCpKPA241szX+t7cBt5KTQUvLKKRlGMu50NK8KJvLf6SzYS40Apu3Gd1TUQ3kQdyfzmAnt6W0ae5+yqL/OqlB6wqsKtj3Eew0ob459ga2m9mi2L4FFF/XU3zRXxh97i9pVzPbyVlF0iXAJQADB6YTCTwto1DsRLYHt4OkJDHsnfoOgRWr3GugqojO6ydbtxf1x0yL5u6nLGqFSfvQngYekDRCUmdJ++B8055J+PtuQKHn3Hoo+mB/CrhSUl9Je+CWzAPoUpjQzO4ysyYza+rbt2/CrKTfT1aMyL8nWkgYqsvtIIn7SuMpd8Lwse41UFVE5/fcMYN3uHjk0f8aJ4v7MGkN7QrcIikLcK2MbcB04LsJf78R6FGwrwewoUjayUBPYD6wBecuchCwMqFWi+RVU6qmGlklrO00gEf6/4tb86CtMxOoiJZcPLIki/sj6bqcHwPnSDoP6AOsNrMSazcXZRHQQdJwM1vs9x0AFA4IYGaf4AzoFbCjWfmqmZVYTKx8Mo1G0YxONLVp89btqQRebGtq3WDXE3n6+JWKNpIG5azLuSswAr8uZxSK28yeb+m3ZrZJ0mPAJEkX4UY5TwTGFNHZEzfw8QFwCG49gwuT5jMJeZy8YqOEhRFyq528HgyB2iLLB2FSt43zcG4XG4HNsa8MGJpQ63LgHlzT8SPgMjN7U9JA4C1gpJktx0X2uBfYDXgPmGBmsxJqtBuKnbTCCLnVTr147gfSpTBSb5okraFNBk41s6cqFfJuGCcV2b+c2GrsZjYHGFypTnshT1+fQKCaqGj91IQkHeXsAFRdLaktiXx9pj23OPHIUSWjPnmM2JZi/vK1fGvKbOYvX5u7dqB6yXK0P6lBuxW4UVLiqVKB8k9cJVOX8pruFBE3oNdMX8A7qzZxzfQFuWgHaoM0I9oUkrTJeTWwB26600fxL8wsHY/WGqTcJmYlnex5d8zH+wanjD+Aa6YvYMr4A3LRDgRaQpZgHp6kYh79AJjZi6nmqEKampps3rx5bZ2Nmqc9RI0N1DeSXjWzpmLfJfVDaxdGq9qoxZs/DGwE2jOJ+sR8SJ/JkpZKWu/3jZV0RbbZqw5Kdczn3b8VCNQ7STv5p+LC+ZzFF9E+3gQuyyJT1UYpw1VNczfrnbYcLQ6kR9JBgZOBYd7j/3MAM3vfe/XXPaU65kPzrHoI07hqg6QGbWthWkl9cR7/dU8wXNVPmMZVGyRtck4HfiFpCICkr+GibzyUVcYCgTzJ0jcqkB9JDdoNwLvAG7jQPouBFcCkbLIVCAQC5ZPIoJnZVjO7ysy64dYE6G5mV5vZlmyzF2jPhI70QHuj7KlMZrbKzEzS/pKmZ5GpQHUQ3FIC7Y1mBwUkdQG+j4tfthj4IS7A4xTgWFwY7kCdEjrSA+2NlkY5b8eFv34GOB4YBUTrCVxsZquzzV6gPRNGdwPtjZYM2nHAgWa2UtLPgOXAEWb2UvZZaxtqcbpSIFAvtNSH1s3MVgKY2Z+BjbVszCD0CwUC1UxLNbQOko4iFga/8HOSNQWqidAvFAhUL82GD5L0Ls2v1G5mlnRNgUwJ4YMCgfqg4vBBZjY4kxwFAoFABoSQ2lVGcGYNBEqTm0GT1FvSryVtkrRM0pkl0knSLZLel7Re0mxJ++aVz/ZOGLQIBEqTeKHhFLgdF7Vjd5yj7kxJC8yscPX08cAFwGHAMuAW4D7gL3PMa7slDFoEAqXJpYYmqStwCvADM9toZnOBJ4CziyQfAsw1s6Vmth24HxiZRz6rgRAVIhAoTV5Nzr2B7Wa2KLZvAVCsKfkQMEzS3pIagXOBp3PIYyAQqHLyanJ2A9YX7FsPdC+S9gPgJWAhsB14Dzi62J9KugS4BGDgwLCaXiBQ7+RVQ9sI9CjY1wPYUCTtTcDXgQFAJ+CfgOf9RPmdMLO7zKzJzJr69u2bcpYDgUC1kWhdzlaLuD60tcC+ZrbY77sXWGFmEwrSzgCeNbOfxvatA44xs5Kes5JW4QYRKqEPkPdE+6BZO5r1UMb2pDnIzIrWYHJpcvrFVR4DJkm6CDfKeSIwpkjyPwDjJT0ErMKtNNUILGlBo+IqmqR5pTyPsyJo1o5mPZSxWjTzdNu4HLgHWIlbXOUyM3tT0kDgLWCkmS0HbgV2A+YDXXGG7BQzW5djXgOBQBWSm0EzszXASUX2L8cNGkSfPwW+47dAIBBITJj65LgraAbNKtILmiXIZVAgEAgE8iDU0AKBQM0QDFogEKgZgkELBAI1QzBogUCgZqh5gyapW+y9mkubomaP2Pu8NBvy1PNaXWLvM9f1MfU65KXndf5C0h45a/6VpNF5aMU0j5Z0qqQ8YyQeLmmqpCFp/WfNGjRJ/SXNBKZLuk/S7pbxkK6kPSXNAh6T9IikPbPUi2lOw8WRI+syes2Bkn4F3Cvpbkm7ZqkraYCfEvcA8LCk/jmV8wzgTXyYqxyunwGSngEeAXpmqRXT7O3vk18B/XDO7FlrDpD0NPA8cCXwcVr/XZMGTdLuwOO4WQY3AUOB+yUdk6FmV1zoo3dxJ6kXcAfwtxlqjgNmAecAR0ka5vdnVpOQdD7wO9y82Wgh6ruz0pU0AXgV+BMulNQQYKr/LuvrdwTwv8BQSYd5zUyOraSJwNvAEjP7mpk9l4VOEc4H1ptZLzO7zcw2+PxkVc67gD/iouk0Ai8C49L6/5o0aLhot6vN7Eoz+z1wDLAncKmkfhlpDgcagIk+Cu/JwArgdElZLS/eE3dzn42bLvbXkF1Nwjf3huECdX7PzF4A/gY4SVK/jHS3ACea2Xf9GrGvArtJkpl9noFe3FCuxs0t7gqMldTNzCyjm/1g4EUz+47Pw+G+JtMpAy28xi7Aofh4g5LOkHS5pP1xkW7S1usIrMMtXn4l0AV3flOrFdaEQZM02NfKIjYBI6L+FjP7BFiEmwx/Qkqanf1ro9/1KS5M+GdecyPwIG562akpa0bhah8DHjWzmbim0TclHeLTpHLTxTQ7mNlnuHDoj8fy0QU377Zzynpf8btuM7OXJe0r6XVc0/p/gDP9POA0NaPrJTKUI4B7gadwARW+6b9vteGOaUaG4xpgL0k/lPQq8K/Ao8BvJKUSb72wnLgph/2BDyX9J/AD4Ajg58C1KWs2mtlWM7vOzP7kP28CNgOjfZpW26OqNmiSuvu+lReAJyRNlLQb7oJ/G5jm0/XDHbjXgOExI1SJZi9JDwAzAcxsmz8Ri4E5wA2x5C/hmr17Fxjc1mpu9TWUTbFJ+/fjnqrHSerS2puuiGZkqN82s9VefyuuaQ0uEGeaelv863afpA8w1cx6AjfiasDXtcaolSpj7MbagIuq/Btc+cZLukvSoSlqfuofFktwD6h/wE33ORDXxO4OXOa7NNLS/ExSg5l9DLyDu08+NrORZnY68GPgMElHpqi5LfadcMFbAWYAI33tt9U17qo2aMD3gG1mNgT4N1wN6XbfNLkZ19x7Emfc5gK/BI6LH9xy8E3Hh4BBQD9JF/uvIuPxS+BISSNhx5N8Du6ptzZlzZ3OnZm9DczG3QhHVaLVkqb8SKrXi8p8ArDIG7cs9V40s5/795tw5/sEKgyw0Jxm7MYaCLzsa/hfxfVVjgDeSFOTL87ljbjm9b/jDvHbOONyGq5ploXmFFwtbXDsQf9b/31FIblaOp/miI7xdlwA2HSauGZWdRuwi399GLg52geMwrXRz/L7BgFNwHD/+Sx/oDtE/1Gm7l64p+a+wBU4Q9kp9v1QXHX96di+gbh+n34VlrWkZuw4RHNy++Ce7pOBif592boJNRv860zgdP/+QtwgTJe09WJpG/3rKJ9uWAbHNdK4GddpPd+/Poh7aI3MQDM6nirIw1jcIEyftDX9911wg1fvxa8VnFEbk8M1OwjXehoc31/p1irDkucG7IOr6fTxnzsD03FV9IZYuuuAP8c+RwdwlL8wL61As6//3AHo5t/3B54Dflzwm2H+4pgOXOw17y68MdPQLPafOIPyOfB/wMlZaQICOgL/hYt199+49SDGZVXG2E0+0t/kd0T7UtaU327yOhf6/V8HfhbdfBmWsyH2+1eASVlcs7Fz2eiv07nAJOBl4JnoPzIsp3ADAr8FLkpaxmbzksafZLnhRg7/A7eoyvO4YfST/HfX4ar/3WLp9wDmAWf7z71wzZOPgBtboTmuSJqTcW4aIwouxFHA9bjRo6w1d/FbA67/bhtwbdaa/nU0zniuxo18ZlnGTrhBnRm45vvELMvo9/cDOqd0zSYtZ0dgf+BJ//sbMtbs6F8HA2fgWhjX51DOqIbW05f1kErsw5fylMafZLn5k/sCrjnVAWcolkUHAPgQuCaWvieuc/XS2L6jiBm9CjWXAocXpOuNG/V7LLavY/xk5qmJWx2re06ajbhFoyckPbat1OuAe5p/O88y+teyuidSKGc3XPM9r3LGr9nETb40jm1U5nKOb7N5SuuP0txwK0JFtYBLgKXxCwvXl3Ef7mk2Hmfgjo39/kXg7zLQvBsYGvtNA7AfzmViKq6v4Mw20Px2zpoLgb/PWe+MOjiX9VLOsjTL2XI1VAkO1nBc230Gbqh8EM5JdjbOGS9Ktz+uoz1qev4E19dwP25UcT7J+znK0ZwXacb2H4obiFgOnB8066eMQTNbzUq2duO2IelCXDv8NVzfWC+co18HXLNybJTWzF4HXsdN2wDXeXs5zvLPNLMDzezdDDTfwM/rk9Qg6SDgWeBuMxto3q2g3jXroYxBM1vNisnKUpa7AbcAF8c+98f5p/TDtc0fBo6OfT8OV4Uty0UgTU1cn06PoFl/ZQya2WpWuuW5jF1L3Il3HvTTXjbjvJgj94y9gKskvWNmy3BD6LPMbHNbaZpz8Ayaba8XNGtPszLysJplPg2i4dyDcFXXaARvP1zb/Y84f5lVwNig2X4166GMQTNbzbLz2BaiCQ/e1biJ1/F9DTjP/3ODZvVo1kMZg2a2monz1pbiJQ5W5Jz6IN57GLgMN4E2kedy0GwfmvVQxqCZrWa5W3vqQwNcdAUf3qQ3Lu7VHJwX8wVmtipoVo9mPZQxaGarWTZtbVFLPAlG4abUfAD8Y9CsXs16KGPQbD9bm2egxEHriAsN1CloVrdmPZQxaLafLRq1CAQCgaqn3cwUCAQCgdYSDFogEKgZgkELBAI1QzBogUCgZggGLRAI1AzBoAUCgZohGLRAIFAzBIMWCARqhv8HYM88JeE40LcAAAAASUVORK5CYII=\n", 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    " ] @@ -471,7 +497,7 @@ "source": [ "# Plot the slopes for \"valid\" soiling intervals identified,\n", "# assuming perfect cleaning events\n", - "fig = rdtools.soiling_interval_plot(soiling_info, daily);" + "fig = rdtools.plotting.soiling_interval_plot(soiling_info, daily);" ] }, { @@ -615,9 +641,17 @@ "execution_count": 16, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\users\\kanderso\\software\\anaconda3\\envs\\rdtools-dev\\lib\\site-packages\\rdtools\\plotting.py:251: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", + " 'The soiling module is currently experimental. The API, results, '\n" + ] + }, { "data": { - "image/png": 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2qtRfPfSL0IX4tyRNcrFDpez8apJez7pTgMeBKZWyUUuCrfZlmCS4P3APeaAxl90NvKoX+1Jn/U8Bnx6N/dJK7MAvgdmVz/8BXLeh+8Cnw72n3rPREyVtk+sWR8TKmvpuPTvdyjPetY4Aro6IpTXlX5O0XNKPJM2os16njKQvB0n6q6RFkt5ZKZ8O3BT5Ly+7aZhttdOI90s+ndybdR846NZ+ade8ASPeB06Cvafes9GQnqOurRuqr/eMdSe08ox3rSNY96b2w0lHiJOBnwE/lLT1BkXYvFb7ciGwE9APvAM4VdJhlW1trPtlLikPfKVS1s390pZ5A+rUrW87T+EkuIEkXSkpGiy/GMEm6z0bDek56laesW5ZE30Z0fdL2gt4DvCtanlEXBMRayLi4Yg4g3R9c+9e7EtE3BoR90bE4xHxS+B/gTfk6o11vxxL+sfp1RGxdqi8k/uljnbNGzDifeAkuIEiYp+IUINlrxFsst6z0fdFxP25bqqkrWrq2/LsdBN9aeUZ76ojgQURsWqYdgG0ZZbwDvalXqyLgF2rI5XAri1sa/1f1IG+SHobMAfYNyL+NFwItGm/1NGueQNGvg+6cfGz9IU0CrcFcAbpou8WwLgGbV8FLAP+CdgauIKnjg5fB3w8b+N1dH90+Buk0bwtgT0ZZnSYNIr9IPCvNeUDef3Nc19OBJYD2/RiX0jPsj+TlAz2IF2EPzLXDY1MHkcamTyW7o8Ot9KXw/Pv2E516rq+X5qNHTgG+B1pZHi7nOBqR4db3gdd2UGlL6TrLlGzzK380q0CBirt30e6TeYh0rWa8ZW6KaRbTdaQbhfo6ugq8CzgYmA1afTtTZW6vUmnJ9X2h+VfRtWUTydduF4N3A/8FBjs1b7kP9L78766DXh3zbZ2A67P++U3wG493JclwN9zX4aWeaO1XxrFXiduAR8D/pqXj/HU0eAR7QM/O2xmRfM1QTMrmpOgmRXNSdDMiuYkaGZFcxI0s6I5CZpZ0ZwErWmSBvL8cpvmz1dKenv++fBuzwfYSZL6leZrfFoHtj0lP/K2Qa+8lTRR0u9UmW/SWuckWCBJe0n6paQH86wo10h6yXDrRcTdEdEXEY/XqftaROzfmYhbI+moET63XTWHNO3ZmrzNEyWtyDPI7FL5rj0lXdwgjs9Lmr2BcTQUEfeRJjjo2HeUwEmwMJImAD8APk26U38ScDppnsKet6FHT01+x3jS885fzZ+fS5q7bippYtwzKrGcDbynwaZmAZd2ONyvkSYbtRFyEizPDgARcUGkGVHWRMSPIuImAEmbSDo5T3P+F0nnSXpGrmt4Gld79JXbHSPp95IekPTZoYfbJW0q6ex8ZLVE6fUDDU8PlaZ7P0nSTcBqSeMkzZF0p9IU8bdKel1uuxMwD3hZPnV/IJePl/RxSXdLuk/SvPWc6r4UeCCenFhgALghIh4CfkJKhpCS3/di3TkSkbTr0DZyfz+e+7sYeHVN27fm09qVkhZLOrpSd4ukgyqfN8vb2S0X/Yo0qcbkBn2xYTgJlucO4HFJ50qaJemZNfVH5eWVpD/2PuAzI/yu1wAvIc3m8W+kVwdAmo9vFjCTNM37wU1s6zBS8tg6Ih4D7iQ9W/oM0pHsVyU9NyJ+R3rQ/tp86r51Xv9M0j8AM4EXko6AT23wXbuQnsse8gdgF6U59fYDFkl6HnAoaTKLeg4kvRN7qL+vIT3bOsiTU3AN+UuunwC8FfikpN1z3XnAm2u2++eIuAEg/7/4A0+dXcVa0c2HvL30xkKaHPQc4E/AY8D3gIm57qfAuyptdyQ9bD+ONHlDkGfAIU3k8Pb881HALyrrBbBX5fOFwJz88xXA0ZW6/arbrRPvUuBtw/Tpt8BrG8Qi0sP5L6iUvQxY0mBbHwS+UVN2GOmh/MtIk40uIL364N+BnwPfBbavtL8a2LvS32MqdfsP09+LgePyz9uR5sSbkD9/C3h/TftrgCNG+/dqY118JFigiPhdRBwVEdsDO5P+0P4nV29HmvVlyF2kBDhxBF+1rPLzw6SjyqHv+GOlrvpzI09pI+kISb/Np9oPkPqxbYN1+4GnA9dX2l+ey+v5GzUzEke6fLB7RMzK37UWuIF0JHgQcFH+mXzEOI30TgxYt7/V/7/kI/Lr8iDVA6SjvW3z995LSnKH5O3OIl0HrNqKNKWajYCTYOEi4jbSUeHOuehe0pHOkAHS0eJ9bfzaP5PeGDbkeU2s84/pjvL1ry+Q5ozbJtIp7y08OfFn7dRIK0jTK02PiK3z8oyI6KO+m8jXTmvl64gfBY4HXgT8MdK1wv8jnfZDOu2/Ip4cRf9zTR8HKtsbD3yblEAn5r5cWukLwLmkU+I3kk7z76msP450el9994a1wEmwMJKmSTpe0vb58/NIp3rX5SYXAO+V9HxJfaQ/+G9GuvbULhcCx0malI9uTmpx/S1JiW45pIEFnkzikBL29pI2B4iIJ0hJ85OSnp3XmSTpAOr7NbC1pEl16k4m3TpzL2nuux0lTSRdQ12c21SvBw71992Sts/XYOdU6jYnTQK6HHhM0izS6XLVxaRrp8eRrhFW7QEsjYi7sBFxEizPStLo568krSYlv1tIRzYAXybNfn0VafLNR4D/bHMMXwB+RDriuoF05PMY6ZWcw4qIW0m3plxLSni7kE4Zh1xBmnV4maQVuewk0gDCdZKGRnl3bLD9R0lHx9UBCSRNIyWoT+V2fyYNuCwivef2v/II+AGk0+1qf39IOlr7Del64tB3rczrXkg6DX8T6RptNZ41pKPF51fXzQ4njYbbCHlSVRt1+ehnXkT0zG0ekvpJgxu75STU7Hp7AJ+JiD3aHM+ppHfzvrlS9mzSoMxuEfFIO7+vJE6C1nX5utorSUeDE0lHOddFxHtGM652yElwm4i4rI3bfBbpiPktEXFVu7ZriZOgdZ2kp5OOYKaRBiwuId0SUvv+2eJJegdp5P78iDhmlMMZk5wEzaxoHhgxs6I5CZpZ0ZwEzaxoToJmVjQnQTMrmpOgmRXt/wESF7T0xuGVugAAAABJRU5ErkJggg==\n", 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\n", 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    " ] @@ -628,7 +662,7 @@ ], "source": [ "# View a histogram of the valid soiling rates found for the data set\n", - "fig = rdtools.soiling_rate_histogram(soiling_info, bins=15)" + "fig = rdtools.plotting.soiling_rate_histogram(soiling_info, bins=15)" ] }, { @@ -767,7 +801,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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    " ] @@ -800,7 +834,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -833,7 +867,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.4" + "version": "3.7.7" } }, "nbformat": 4, diff --git a/docs/degradation_and_soiling_example_pvdaq_4.ipynb b/docs/degradation_and_soiling_example_pvdaq_4.ipynb index 70a2ee1d..7880897e 100644 --- a/docs/degradation_and_soiling_example_pvdaq_4.ipynb +++ b/docs/degradation_and_soiling_example_pvdaq_4.ipynb @@ -90,7 +90,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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    " ] @@ -175,7 +175,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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    " ] @@ -224,7 +224,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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    " ] @@ -271,7 +271,7 @@ "outputs": [ { "data": { - "image/png": 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HcGgmQxBFNBoxhbRLxQ+Zyae5Yb6w4f+7EnZy16eTIvJM4P3A50XkpXS3AeTIUQsizq35XCg3qAUxE4HDSiWg3iixUK7y0LkKURxwbq2BxCETGZsDBW/LGMh8Ls31+wucW6qhjvIv5yogIbVayJnFEinPgShmpdagEUScXKlzcDLNfDFNvREzm0+R8hJvpewHSRdlKosNfPqrp/nSIyucX6uQdW1umk2TSTnkUx5L5QarjZB81kOBaiPkX86vIectgigm7TkUPIdqI0RFmPQsHvIbrFYC0imLmJivnl7m3seWECDlOlwzlaYexaQsi7TrsrBaZ7laoxHHuCi3zueoRVnOl+pYotRDC41D0o7Dgak0+zMpxHOwBU4vVwgCpUSDr55aZa0ekHZt7ju5ykqtwXKtzlMPzxCpcmatxlqtQTUICcOYyazHg2fXOLG4ymolxHOEU8tVVqsRf/fgAjnPxfMslkoNSrUG+YxDyrE5vVojjJXz1Tr7C3W+orBUbTCXdUl5DmEMJ89XsB0hjJVs2uFAMc1KLeB8qc5UNkWccQnjmMVynTCMqQUxMTEXyg0ajRjbshA75vxaA9eCE4tlVmsR9TDClpgb5ic5uj/L8bMVVmsNYlVW6iGxxpxarXBuqUbas0g7NieWqxxfKHH6Qp0GMbEqjz9Q4MxqmWotRFBu2T9JoEqsShjHnF2r8rXTqzx8tsTZtRorlZBQIxwRQoWVaohIjGtbpD0H1QhQwiDm4XNr1BvKdfty3HrNBPUgIm3bWDbcd2oNvxGxWGvw4EKJpx6aZDKXeNVL1QZBFFOxLWbzKeJYuev4An97/wKFtIPnOQSNkJVqncVqSL0eECrM51PMFj2OL6xytlSnXGugWMxPpLjt8DQzhaQb3gtPrVuDJgCqWgN+QETeQHI7uz25aNwVYf9EiqdfN02tEeG6FoW0w9kVn8VSnTCKyHgOByeF2YlpvunoLO4W3ZE4Vvw4ZjKVopqNsS2lHsfY2BxfKnOu5FPwbK6ZyrAWKn4YsLQWsFSpYZ8WNIKDcxk8cShkXVZqPtV6RDHr8PBCmQdPrTLhwY03znN4JstUNk3asblQaXBrWkBBYoupvMP9p8uUqj4L5So2UEzbCLBc8Um7NnEmx1q1waMry3ieUG9EnFysE4Qx9UaM50as1hpcKPtE2Bws2FQbMbZjUfBsCvkMz3niPmYLHl85uYZtxTx6vorj2cxmPSazHmEEC5UaUaTMT+TIpC0smvGmtRpEimhS2c6t1HnAK3HNVIZqEHJ+rcHp5SoPnStxZC7H106v8JVTawRRhGuBbQuVMELjGNRiIm0xmbJ53Pw0+6cy+GHMhVWh1FDSNsSAqrJa9XFt4UDaJQojSn4DQYkRpvIFXMvi5IUKIcpM3iPnJF3Dr55eZs0PmStmCIOQB86VyHmCYwtLlQg/iEm7FhnP5uZ9WTzbJZ2yKRZSVCoR58tJ+CLn2VTrIY8srlHzwfNsLpR8/mWhxKmVWuKNEWGJTclv8JmvnObeR1dYqUc8ulThkfNliikP24VyPeTLj1zgxGKFsh+RskFRYhUsgXzK5tZDBRoRNIKIlGtz7VyOtUrA/edWcW2LiUyKmbrDlx65wFLVp+GHnFnzaQQxN8xlqPiwuFpnpeJz0/4JPAfOrdaZynn4QczByTT3nl7hr+89x2LZR1FshWqsqCoZz0JjIVaIaVBvDq6pQhgrYRQCwiPZCjnX5caDRQ5OZnd9I5puv/229jeq+l9E5G6g67Wco8RKPSCMhEPTOcp+yPm1Oo0oxnGEtZIyV8xQzDm4lsWN80XmJtPYIpvewqwWRNSCiP2TGSazLmfXatgSM1NwsCyo1UM81yOTERaWG3iOQ8aLObVUxW+E+JFycq1G3hGCSHEdm3w2Rc2PmM15TOXTHJ6Z5psfN8tkJsVEymWp3kBjJZ9yqQYhJ5frTOUcJnJpji+Wya64+PWITMphfiLFTDFDrPDE/XkeXa6xVm5wcqnG+dUKnuNy6zWTrFYjYg3xGwFpgZRnARb5tE3GFRzH5cZ9eeYLaQ5P5ZjPZ1mp+ewv5Ll2LstqLWCtGrBc9fEbykTW4Ya5AoW0Q8q2uff0Cl986Dy1IOLGuQI3HshQ9hPjcm5ViEJlpVyl3IjxHJtSLaQeRExmbQrpDGlHyHgOnm2xXPaZzKfYN5nBioWpgkfac1ip+ByczFILQpbLSfc05VrMFDNM5zxmCx4Lq3UulF0evVAliiPWqjF5L+DkShXPtjm3UmOlFpBxhDMrVZZrIXEUk0s7uAK1RjLavVb1yWdcrp/NknZT3Hy4QM5zWVyrY4uFkxOe4tlM5Twkhq+cWuP0UoMojChmXBpRzELZ58hMhoxjY1sQqRCGifG3LJjKCGdXayyUakSxcOO+AjExy+UaWRuu2Z/l6GyejOtQC0McgbTj8eSjk9SDmLVqwIFihrRn8fcPXyAiYrUWMDeRwg+U5UqVC6UGFyo+lWpAIZ/GS7ksl6us+QHFrMPSWp2Ta1UeOF1itphiMu3ypYcv8OCZNZYrNeYnMmQ9m/PlBhOqTOUc9k/kmZt0aPiQ8mzqjYg4iHE9G40j6jFkPYeaH3GmVOMaP0vK3v09m7rdbeO/bnDs08Cnd61gCExnPWJVUrZFxrVZLjdQhAMTGQ5OZpjMeFw/mydUJesmbnA1iPCj+LKRQ0iCnPP5NPP5NGv1BmfX6rg2TKRTzF2TZf9kCseyaIQRD52vEEQxnp3EqJYFrCgmjiJWY6FUD7FQbs6lyaZs8sU0z3vSQaZzLtfNFNbTP9gW28iFDrZlMZl2Wa41sBDm8mmWqw0UmM553HpoklojxrGEIzMFHl4sJ3GWCDzX5saDE3iWQ6nuc//pElNFRWPBD2Mmsw43Hpgg49hMZT0OT+VwHAsrinFsm6OzOaYyHuV6SMkPSXsOh6ezzOXSTOQcKn6Sd/sn01w3WyAIYh63v8j+iTQPL5Y5u1xnqdRgpugxmctQzCbe4lwxRTGbJ+e6XDefI1ZI2zZpz+bMao1KPWYyn3QzpzIe9TDifCqJxWQ8i4U1n5Vqg2LWY77gkfeSmFch5XHdXMyN+wusVBpMZjzOler4jYhUVtg/lcYPYhpBwP6JFHOTWaYyHo4F+bRHHCmNKODAVJ5DkxkOz+Q4MpNlNpemHkbM5lM4ljCdTdGIYsJYqQUhKc/m9EqVKI7JpVwiVVK2w2QmxYGJHFnPJlalXA84PJXhlkOTnFmp8sjZEo9cqGAJPLJYYibjMZPPsG8izeP2FzlQyDCV9ahHMUknQhINzfIdx8rxpTI37iuQdixWKgHzk2lEYHUhTGKRGZfDMzkeN1fAcYTVUoN6FHNqqUbKE4IwQojRKMK2XRxiZnMWN+3fxzOfMMtSJSQOY8QWUpaFipDzHGZyKR5drnK+VCOfdpjLpwkjZSLrknIt7j+zioagIpvWr52w1V2fPqOqz2++/ls2iZep6rN2pWAIOI5FznNYLPtM5zyefHiSlWqDfbk05TBaH2Vr0Zp6sZmHZlmyHtSMVblhrkDGS0bjGlFMrJBPOZBycWyLk0s1prIuhyaziEItDHlsqYrjwPKqj+M6PG4uh6VCIeVy66HJLUfgWveMdByLuUKarOcQq1JthJwv+Vgi7C9m8cOYIEoeM7kUtSDi8EwO17J5/HwREQuJc+TSLlnbxrGFr5+vcN1sjrlCGrcZO2npaL/5bi2I8FybQ1OJt5F2bcJY8SyLWqOGH8QUUh63XzfLZM4h7zUNT8pmJuexWg6ZyXtMHPLw/YjVegACR2dyTGVTl6QLMJNPXzZKFjc91pamYtrj3FodP0iuwdk1n6xr4dk2h6byOLa1HuB/fBASRErBs5kqegiwuBpw/f4c10xnePB0iZVqyOG5FKjNkZkMxZSLJcnoYWvkMAxjROSS6SoVPyTrJV3/1gBNxrGZzHpcqDTIuDYqkPdc6mFEpBHXzOSxRLh2Ns9kLs01s3lOLlep1gP8SHnC4QmeMDdBLuVQCxXXtZkupDccsT1fqnNyuYaF8MRrJoli2JdPsVJvMJ9Ps1jyCUMo5GwsLMp+wI0HipxZrXNyscqp8z62rVw3m2emmKaQdfhqNeKGg1N80/Vz7CtmODqtuLbFdNaj0ghZqvg4loVtC0/MFFgup3Btm8nmrAJLkryqz8aIKrNZr+8e2ofaXv/WrlMaRZr1w3Nsjs7ksSwhy+WjLTu5yWwh7XLDfGG9YBXSLrUgotoIiRVEhFzaIeNaHJrK4TYrVTa1ymKphiUOKNiORT2K8aN427Q753G1KlIh7a5X8FzKodA81xXBcywcERqRMp33yHou1SAi5dk8bq7IdHO+1PxEMl2lNfWh3ai050ti3DyKqeR3IgVEcByLozM5wjhenxrT8nizro3r2ExmUii6PsXFsoTFik/KtnBsaz2Nih+ua2hvRNr1tB+byaVQklHkUytVzq7WOTKT4dqZ3CUB6HnPplQLePoNM6xVAsJIcWybfA4OT+USL8cSZgse188WcSyL+UJ6w5E5P4qTCl1ucEjAaVbSlVoACCIWfhAjoixWGljSvCa2lUzT8Gzm8h5TGQ8/ikk5Ft98/SxLFZ8LZZ+vnV0jjJXHz0ywbzJL1rPxw/iSRrjTy0m7yWj0VNalmPaSqUnVBmnXYb5oc+v+Sc5W6hQ8h5V6g0rdZa6Y4tY45r5Ta1SDgHIt4qnXTpJ1HU4v15jOuVwzneWmuSKeZ18y+jnheOvlPo6VahBx3dzFcHsr70u1ZBS05kfrZb1vHpqqfrjt9dhttd3eqpf9kDCKk4tyBfPE2mlV8oofJkamlQ5gW0LKtvG9mOmcd0mX4Ib5HPuLXtIVjWKyrkMx423qFbbT7il1ammf7JlpTjat+CG2ZXF4JrdeGVpGIo4VhXVD2ppIvN100Nb/bnmznZ5CqRZQDwPyKVn36Fotckt3NYgIVMk5NvsnLt0DdD0/2Xjy7Ub4UeItea7Nocks9UC5ZjK7oSHKpRymMinynouiTBdcLJVk+kgQcu1UnoNTafYVMuv/ayMyrk3ec0CT+F8cRIlnlvWwRNYnHFfqAWfXfKqNiCMzGQoZFwFiTWJLK/WAKFZsS1BgvpBhvpBhKudxetlnfipNMeOScW0mtimrhbTLdbP59WtR8UMiVaJYSTk25TAil3JRki71RCbpsgJMZ5MwynIlYCbvUQ0iYoWJbIoDE1ki2bjB7ywPrWte9sP1z3Iph5mcx/nYJ9s2H3E3bNXl/OFufkBVP7BrFUOglanJkHxE1Q85uVIn69lc61i7Hm3ZyMi0XjuOdcmcs6VqAz+I8ZyLBqTsh0mcqgvDupUHGcfKYtknak45yaWcS7S1V4bOAngltGu5rLVtBi1qQUTFD1FVECHf1LRVuhvl53YrCFqNRRwrhbTLEw4W1491fs+ykkrc8ipc2yafcvA8G8exeOKhifXzt/IiLEuYK6TJpxODvVRtEMV6iae538sQ5lKIJQRhzGTGY66QXi8LcaxEmhiz6ax3ScOQcQtMZFKXhUW6vSaQeKy2CAeLiXGOVbGag16d3dXW91qe3YWKz8GpzHrMcLtycrkXf/HZsoSs5+DYAdkeTa7dqta+oovvK7AnDVqrULc8kmzK4fB0Ev/pRUvRWYg2e10LIiLVpMXynA0N4G6o+CGlerBuNDbStpXunbKRsWjN35vNp9Y9RCTpCrW81O3S3ejz7ZZMtbzOdq8Atvf2Oo3rTvOk/fyWkey8lo5jcW1z8jCwbsyiWLFcoZh2NzSgjmNtuvyuW/woXvfCa0FEFCcTix3HusxI1oKIahCRb4vR5tu07YQNPbmmIbWkzysFVPVf9ySFESWZnR0gsG5I2itXL+ms5Bst++lMd7ceYjutlnAQy102MjLtlaJVqFsGYzeaNutqb3fOZt9b197sDvWC7RqPlsFtNWx2W/70i9b/bvcEd+IZ95L2stALdnzVmnuhred28wYqe46MayexhGYXy4/iHcdouqWzkrfet3fv+lWAe11gtqOVTsq21oP4G3U1epHH3fzOVvGdzbQPKq/a09rtetKdsFF8a7sR9BbbecVXqqVXdLvbxiGS29Y9C5js+HhwV7+HtMdMet3N66SzorS3kK3C0Qqa9rpAdxaYbneu2G16nd26XjcSu2GzPOh15eqGLWOOA0y7G1rxyF4F8PtBtzn4PqABPIdkc8dvAD4B/FifdA2E9u6P1UdXv/O320d5WrGtQe2hVvFDFkr19dhNv8i49iVxu41o3ydskHuGmf3qroxW6KBVX0aRbs3ztwBHVLUiIqqqd4vIq4AvkNwJynAFbDUC1Fc0mQDcPq+r13TT+rd3X4BLPLp+epLD6FqOA3sh37o1aBHQKnkrIjIHrAGH+qKqz/S723UlDKq70zn/rnVsGGwVsK/4IYtln9l8qmdby7RojyF1GvVBlY1RLIPbMYwu+U7ptsv5ReC7mq//HPgI8DHgWD9E9ZuKH7Kw1v9u1yiyUXd3mFpa3W3YYPuYXdbzzbqxreOtOF9713NQ3dFu0zHbd++Mbg3aK4D/03z9OpL9/u8FfqAPmvpOGCX7WoXRnhyg7Qn9jBm26KYybhbTy6Uc5gvpXXkEmxmN9q5uPuWsj8jGcbJhgUBP1hVuRSvG2J72Tv6DYWO63W1jpe11jeQWdnuWahCyXPGpTqaY2ptbuu2aQXR5uh7i36Au96J7s1nMp3PuX/uIbEtOL9YVbsVmo8Gd9DNu1U0Z2Gtd426nbTjA9wNP5fIbmtzRB119o3WBPNfq2ezknaY9CoWj1/OJNqKbytjPeXKbGcXO45fMnWuE0Nxaqt/EsSa9hLb0OstIr+NW7b/fTRkYRDnpJd0q/F3gSST7n53rn5z+UwuS3WiPzuSYy+9uCcmVpD0qhWMQI1ZXOvF10LR7S4sVH78Rk/UcCj320DqNVS2IWKo2QCGfTjzCfpaRznW9V7LSYpQa5Y3oNseeDxxW1VI/xQyC5MJ4Q7kgozTsPQxDMoqVoXMZWmunjH7Qaawyrs1sLkWsuj4Xr59lpH15Vef62W4nG49So7wR3Sq6D5gG9rxBax9ZG3TFGgVvZJhsVBm2MnLDiPO1dsoYxIoRy0q2d2rF0dpHoPvBZuuGoXtDNUqN8kZ0m3OvAH5LRP6Cji6nqn5o46+MLqPeyvSLYXtIG1WG1ihnvmlM2nUNI87XavD6cc/IYa8h3apB7VbDqDfK3Sp7JfBMYAqotR1XLt3Zdk8w6q1Mv+jVHcqvlM0qgx/GQEg+HW0YrB90nK8WRCxWfNDBVOBRMBKDXvPbL7rNxf8APFVV77/ShERkmuSens8DFoE3tu+K23beW4A3AX7b4Ser6sNXmvZmDOKiDbtgbLZV0UYMw3PNpRwOT2Uv0zXMfNsotjUKlXqQebJXezHdKj0HPLrLtN5LssB9H/AU4M9E5G5VvW+Dcz+iqj+4y/Q2pXWxKlycAtWvizbsgtGZ/qDjI9tVwlYcaaMRwEHk22a7124U2xo2vcqTbgzjXu3FdJsr/x34XRF5J7DQ/kE3npOI5ICXAbeqapnkzuufIInNvWFnknfPRntQ9TutYRWMrdLv95wn6K4SbrdNeD9o37G42rb0qp1hX7tOeqWnm2vSbyPeL2+zW8XvbT6/uOO40t1+aDcBoao+2HbsbuDbNjn/RSKyBJwBfl1Vf7NLnV3Rzz2oBmEkdsJW6Y/K5NrO6QTQ/wrV+u/ZLbY5Gva166RXenZiGFvL16C3AyT9Knvb/lJzh9obgROqVzxBJ0+yO0c7q0Bhg3P/ELiTpJv7DOCjIrKiqr+/gbY7gDsAjhw5coXSesuwu5g7YVQm1241neBK6eYGKu3PezEAfqXsxDD2a4DkktUZPdzGalv3RFUVuAfYzUruMlDsOFZkg3ltqvpVVT2tqpGqfgH4NeB7N9F2p6rerqq3z83N7UJe78hs0eKPGoNYoL5THb3aXWK7Rd3taZoF4JvTGiCZzad6WqZb+d/a+r5Xed+tuf0nkm7j164wnQcBR0RuVNWvN4/dRjJhdzuUXW8kMzhGrZsyamw3kbYzlnal7MT7HGasbNij4NvRGiDpF73O+25LzGeBz4jIB4HHaNsfoZv7cjZ3uv0Y8DYR+RGSUc4Xk+yEewki8mLgc8AK8DTgp4Cf71KnYcRprZeczV2+ceNGsbQrZScNyzAboWGHKIZtUIdykxTgW4FHuDyIv5P7cv5489wF4ALwGlW9T0SeCXxaVVu7ePzb5nkp4CTwznG8c/tVzSa9yX7E0kadYY+kDtug9ppu90Pb9T06VXUJeMkGx/+Wti2JVPX7d5uWYXTZarugq7G7Puz/PGyD2mu6zkkRmQJeRHIfgVPAJ1V1uV/CDOPJsCuw4VLG7Xp0NQlLRL4ZeIjktnVPBn4UeKh53GAwdEEYxiys1QnD4W/9Pq73KujWNL8H+HFV/YPWARF5OfA/SAL3BsNY04vg+VK1wUIpWaI8Xxzs5qKdjFvsrEW30+RvIpnw2s4fAY/rrZzxZ1xbxnGnF3PVprMe84UU01mvh8qujL00X3IndGvQvk4y+tjO95F0Qw07wEzi3Jv0wgA4jsV8Md3Xm690y6hMqu413fqarwP+VER+CjgBXEuyHOqF/ZE1vozbqFKvGPZ8qO0YZvB81PNmlOh22sYXROQG4LuBg8AngU81p2IYdsC4jSr1inGN6fQCkzfd03XuNKdo/G4ftYw1ppXdmlH0XEflmo1i3owqWxo0EfkbNp3XDSRr15/TW0njiWllt2YUPddhXbNR24JqL7FdLm3mkR0iWWOZ7a2c8WWQrexGnsWoeBt7iWF5Rqbxu3K2zC1VfX/7exGZAd4IvBr4CPC2/kkbLwbZym5UIUwl2TnD8oxMF/PK6XalQFFEfhn4F5J7AnyDqt6hqif7qm5MGPTcs42mGHQeG+X5cKOsrZds9j/HdUrFINjSoIlIRkTeCDwMPAH4V6r6ClU18892wKDnnm1UITqPDVrTTozU1TJX72r5n4NkO3/6OInRexdwDNgnIvvaT1DVv+6PtPFhFLsQg9a0ky7vsOONg2IUy8VeZzuDViMZ5XzNJp8rcH1PFY0hozhKNWhNO6m8w443DopRLBd7ne0GBa4dkA7DmDOqldd4SePF8BeVGQxDZJgB+Ktl8GOQGIM2JExhNphBgd4zen2AqwQzL2x0aA0MpGwLP4oHNkBguru9x9SkAdNeeRjD/aj2Iq3GpcLFdX6DaGRGNa64lzG5OWDWPbOUM9TCbJZCXaT9Lt4tD21YDOq6jOv1NzG0AZOyLaT5PEz6Fb/Zi7HBlqfkONbQZ+gPKq42rvE746ENmFoQUWmEZFybwhB3Lu1X/MbEBnfHoOJq4xq/Mx7aMBgB56Vf0xXGda/6QdG6Z2ktiIbi5e5FD7sdY9AGTC7lMF9Mj633shcXVg+jEm+V5iC6g5ulsV3avcqrfuX5eNaqEcaMbI0eFT9ksewzm09RyLgDSXOrrvkguoObpbFd2r0KKfQrNGFq1pgzyqNZw9C2aZoDSL497a0MxyAavc3S2C7tXhnbfhntgXU5RWRaRD4uIhUROSEiP7DJeSIi7xSRC83HO0VktGriHqK9CzFq8ZFBjrS1/nvFDy9LM5dymC/0PwzQ/n9HoWsex0qpFlCqBYRh3FXZ6JXufv3/QXpo7wUaJBtEPgX4MxG5W1Xv6zjvDuAlwG0k4fP/H3gEeN/AlPaBYXlK7S3hqI1Ats//qvjh+vvWxOOW0elFwa8FEWv1AFXFFsFWWFirM531BnY9UrZFhYtTdtrLRBwrS9UGRc9hrREynfX6ev/OOFYWyz6leoAliXHZaFJxu0ag52W41/ViIKVaRHLAy4BbVbUMfF5EPgG8AnhDx+k/BPxqazdcEflVki2/97RBG5Yxae9CjNpQfUtby2tq0Zq1X2mEoL3pgmVcm3I94Hy5QcZrGfeLBnMQ18aPYrT57DjWJWWi4ocslHwWxSeMlWoj5Mh0rm/GthZERKrkUg45LxmV3mhScbtGoOf51Ot6MaiadRMQquqDbcfuBr5tg3NvaX7Wft4tG/2oiNxB4tEBlEXkgQ1OmwUWd6y498wi1hIax0PXMfz8uFyDWNZ63rRei5W4KL3KM7EssR1X4zgiDkMsex9xdO6y9PtJZzoi86guAGA5DnEYYbsuqBLHUV81Xapl83Kx0bUZho6LHN3sg0EZtDyw1nFsFShscu5qx3l5ERFVvaSDr6p3AndulbCIHFPV23cuubeIyDGNo9HQMeT8GAUNo6JjFDSMk45BDQqUgWLHsSJQ6uLcIlDuNGYGg8HQyaAM2oOAIyI3th27DegcEKB57LYuzjMYDIZLGIhBU9UK8DHgbSKSE5FvBV4M/M4Gp38IeL2IHBKRg8B/BD64i+S37JIOEKPjIqOgAUZDxyhogDHRIYPqyYnINPAB4LnABeANqvphEXkm8GlVzTfPE+CdwI80v/pbwM+ZLqfBYNiOgRk0g8Fg6DdmcbrBYBgbjEEzGAxjgzFoBoNhbNjzBk1EMm2vh/J/Wovnh72IXkS8ttfDyov8sDU0075eRIrN10O5LiLyNBF5/DDS7tDx7SLy7BHQ8W0i8qbWdekHe9agicg1IvKnwO+LyK+JSEZVB7qsqDm15B3AtwAMayRWRI6IyIeBO0Xk7U0tg86LIyLyceD/E5EPiIgzaA1tWn4CuBd4Hgz+uojIYRH5S+AjwOQg0+7QMSsinwY+CjxJRAaz2dvlOg6LyKeAvwF+mY0n1PeEPWnQRGQG+FPgMeA3gG8FPiwit235xd5q+H6SC/RG4PkiMts8PlBvQER+DDgGnAH+Gni5iHyg+dlArq+IvAn4R5Lr8TaSqTnvbX42DO/oNmAZeHrHZO6+0ealv4tkIvj9qnq9qn6x/fMB8zPABVWdUdVfU9Vg0AJE5H+S5MeDwLXAZ4Hn9yu94e8hc2U8Faio6msAROTvgT8E/p2InFPVswPQsA/4ryRLtX4M+HvgzwbpDYjIJHAj8FpV/cPmsXuAz4rI61S1c/1sPzQIEAPPV9VjzWOfB4obrb/tsxZbVSPg6yTe0TOA+0XkUVX1+5l22//8DuBzqvqTTU1PJ6nMJWAgt1hqXpMc8GSSOZ2IyPc2Pz6mqscHpON6ki3DblPVR0RkHzDTrrPn5UNVR/4BpJrPbvP5GcBS63jz2PcBnwBe3mcNXvO5AEw1X/8e8D+BaweYFwJkgNuBYvOYBXw7cBcwMQANTsf7bwQeACrAO4CXtvKrzzrsjuMfA54E/Czwx8DNA9CQbj7fAlSB15A0cncDX2iWEXsAOuzm8z7gUZLG//eBrwGfIvGkXzGI8tlxvFV3Pwe8q1Vee53+SHc5RWSq2X16H4BedJnPAV8mKTQtPkriLX1je3C8DxoazZalpKrLzdP+O0k355n9ilNsoENVtaaqx1R1rakpBlIk3kB5ABrC5nPL+zkI/Lqq5oB3A78EvElENtpVpZc6oubxVnl+DDgMvB9IA98vIm8XkSf3UUO9GTe8j8Q7fC/JKpd/RbJ879nAf2h+t2fdz43youmpniMxpncCp1T1ZlX9LuCPgO/uZV5sokPbPhOgtanaXwFHRSSlfYixjqxBE5EnAR8HngbcJCLf0/bxAvB3wLNE5DpYD4L/CfAyVW30WYO0nSOadLX+D4lH8sRepN2NDhFZ342vrQC9BPhaq5IPWMMnVfX/bebJBeDtwCtJuqT91mG1VZCnAg+o6hIQAG8i8dge7qcGLtanVwPPUdXfItkp5i7gzcCPQu8GKbapI5Csi76VxJNv8WfADUAvG/1NrwmsN76t/xwBeVX1+xHjHVmDRpLhv0NSIf4KeHXL81LVavNYHfi5tu88CjwqIhP91KCqcVsr23p+D8lWR98iIj8rIu8QkWyfdURtwWiraVy+kcRDQER+RERes8lv9lxDG63YbIkkON/LYfqtrkmrkn4ReKuIfKWZ9ueB4yRxpX5qaDS9o5Ak+A0X8yIGjkvbtJY+6mg1Zl8E/pwkDAGAqt4N2CSxrX7riNvLZ/PcT5E4Ivv64aH1pR99hX3vm0l2sJ1vvvdoxoFIRjE/Bby+7XwhGS05QRK/eilwD/DuQWhgg/4/8GskBXcReMkgdTTzY4pk9PflJCOe54AXDjIvuBjDeQJJWOBXBlwuLOB3gX8CXtU89gKSCrdvwHnRWiv9eBLj8vorSf9K86J5/DqShv5TJF3eu0hijIVh1BPgcSQNzHN3kxebauvHj+4wc2zgf5HsTPvXwP3AizrOyTcvxueAox2ffSuJd/QF4BcGqYHEiFiASxJHC3ZTaHeho2XUnstFg/qLQ8iLAsncrz8h8cx+fhjlolmJs8Mqm1wcsHkGyaDEKvDGIehoNS5PBH66qWUYOoSLxn0e+GeS+4v0zI6sp9+PH91hJj2ZZD7XLIl7/nMksY5ndZx3K/AHwHvajrltr50haWiN9H0PzdHGIemwSWIYv0gSoxiGBmkakzvYhQfQw2uy7r0OKS+uB35yyHnRXkd2NarYi2vSqanXj778aBcZM9FW2O4AHu4ogL9PMkJ1fdt3PJJNIf8S+M8kgwLfOQIaXjACeXEX8OwR0LCrbsQYlYuxyItR0tG13kEk0vZHbyQJUv4pyajIUZJh7c8CT2k778kks99f0vH9F5JMRzgFvHKvahgVHaOgYVR0jIIGo2P3j0HeOf1VJP3ufwL+EzAN/AKJ63qO5ro7AFW9B/gKyX07ERFbRJ5LMofmN1T1kKp+cC9qGBUdo6BhVHSMggajo0cMynKSzEl6ddv7a0gs+EGSvvhHaOs2AS8iWQOWbb4/BEzudQ2jomMUNIyKjlHQYHT05jHItZzvA3wAEUmRLA95iGQ06H+TTPZ7nYg8pKonSALcf6HJnDNU9dSYaBgVHaOgYVR0jIIGo6MXDNqCcnH49qkkrmprbeStJMPK95LMUzkPPG9cNYyKjlHQMCo6RkGD0bG7x8B329BmjpDMXn5Am8uUVPVeEXkZSebdoqq/Pc4aRkXHKGgYFR2joMHo2B0DN2hycYuXpwOfaR57Dcls6ndosi7y2LhrGBUdo6BhVHSMggajY3cMw0OLRMQhGTmZF5HPkWz89sOqev5q0TAqOkZBw6joGAUNRscuGUY/l2Tng5hkl9WfuVo1jIqOUdAwKjpGQYPRceWPodxouLkrwmtJ5qnUBy5gRDSMio5R0DAqOkZBg9Fx5Zg7pxsMhrFhlPdDMxgMhh1hDJrBYBgbjEEzGAxjgzFoBoNhbDAGzWAwjA3GoBkMhrHBGDSDwTA2GINmMBjGhv8LZ5Ai3cZeg6cAAAAASUVORK5CYII=\n", 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\n", 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    " ] @@ -307,7 +307,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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    " ] @@ -387,15 +387,25 @@ "cell_type": "code", "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\users\\kanderso\\software\\anaconda3\\envs\\rdtools-dev\\lib\\site-packages\\rdtools\\soiling.py:15: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", + " 'The soiling module is currently experimental. The API, results, '\n" + ] + } + ], "source": [ "# Calculate the daily insolation, required for the SRR calculation\n", "daily_insolation = filtered['insolation'].resample('D').sum()\n", "\n", "# Perform the SRR calculation\n", + "from rdtools.soiling import soiling_srr\n", "cl = 68.2\n", - "sr, sr_ci, soiling_info = rdtools.soiling_srr(soiled_daily, daily_insolation,\n", - " confidence_level=cl)" + "sr, sr_ci, soiling_info = soiling_srr(soiled_daily, daily_insolation,\n", + " confidence_level=cl)" ] }, { @@ -438,9 +448,17 @@ "execution_count": 14, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\users\\kanderso\\software\\anaconda3\\envs\\rdtools-dev\\lib\\site-packages\\rdtools\\plotting.py:151: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", + " 'The soiling module is currently experimental. The API, results, '\n" + ] + }, { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -451,7 +469,7 @@ ], "source": [ "# Plot Monte Carlo realizations of soiling profiles\n", - "fig = rdtools.soiling_monte_carlo_plot(soiling_info, soiled_daily, profiles=200);" + "fig = rdtools.plotting.soiling_monte_carlo_plot(soiling_info, soiled_daily, profiles=200);" ] }, { @@ -459,9 +477,17 @@ "execution_count": 15, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\users\\kanderso\\software\\anaconda3\\envs\\rdtools-dev\\lib\\site-packages\\rdtools\\plotting.py:211: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", + " 'The soiling module is currently experimental. The API, results, '\n" + ] + }, { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -473,7 +499,7 @@ "source": [ "# Plot the slopes for \"valid\" soiling intervals identified,\n", "# assuming perfect cleaning events\n", - "fig = rdtools.soiling_interval_plot(soiling_info, soiled_daily);" + "fig = rdtools.plotting.soiling_interval_plot(soiling_info, soiled_daily);" ] }, { @@ -617,9 +643,17 @@ "execution_count": 17, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\users\\kanderso\\software\\anaconda3\\envs\\rdtools-dev\\lib\\site-packages\\rdtools\\plotting.py:251: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", + " 'The soiling module is currently experimental. The API, results, '\n" + ] + }, { "data": { - "image/png": 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+ "image/png": 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\n", 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    " ] @@ -630,7 +664,7 @@ ], "source": [ "# View a histogram of the valid soiling rates found for the data set\n", - "fig = rdtools.soiling_rate_histogram(soiling_info, bins=50)" + "fig = rdtools.plotting.soiling_rate_histogram(soiling_info, bins=50)" ] }, { @@ -811,8 +845,9 @@ ], "source": [ "# Calculate and view a monthly soiling rate summary\n", - "rdtools.monthly_soiling_rates(soiling_info['soiling_interval_summary'],\n", - " confidence_level=cl)" + "from rdtools.soiling import monthly_soiling_rates\n", + "monthly_soiling_rates(soiling_info['soiling_interval_summary'],\n", + " confidence_level=cl)" ] }, { @@ -925,9 +960,10 @@ "# ratio may be impacted by prior years' soiling profiles. The default behavior of\n", "# rdtools.soiling_srr uses method='half_norm_clean'\n", "\n", - "rdtools.annual_soiling_ratios(soiling_info['stochastic_soiling_profiles'],\n", - " daily_insolation,\n", - " confidence_level=cl)" + "from rdtools.soiling import annual_soiling_ratios\n", + "annual_soiling_ratios(soiling_info['stochastic_soiling_profiles'],\n", + " daily_insolation,\n", + " confidence_level=cl)" ] }, { @@ -1075,7 +1111,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -1115,7 +1151,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
    " ] @@ -1148,7 +1184,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.9" + "version": "3.7.7" } }, "nbformat": 4, diff --git a/docs/sphinx/source/api.rst b/docs/sphinx/source/api.rst index 16fc976e..dd393297 100644 --- a/docs/sphinx/source/api.rst +++ b/docs/sphinx/source/api.rst @@ -27,114 +27,122 @@ analysis workflow. Degradation =========== -Functions for estimating degradation rates from PV system data. +.. automodule:: rdtools.degradation + :noindex: .. autosummary:: :toctree: generated/ - degradation.degradation_classical_decomposition - degradation.degradation_ols - degradation.degradation_year_on_year + degradation_classical_decomposition + degradation_ols + degradation_year_on_year Soiling ======= -Functions for estimating soiling rates from PV system data. +.. automodule:: rdtools.soiling + :noindex: .. autosummary:: :toctree: generated/ - soiling.soiling_srr - soiling.monthly_soiling_rates - soiling.annual_soiling_ratios - soiling.SRRAnalysis - soiling.SRRAnalysis.run + soiling_srr + monthly_soiling_rates + annual_soiling_ratios + SRRAnalysis + SRRAnalysis.run System Availability =================== -Functions for estimating production loss from PV system outages. +.. automodule:: rdtools.availability + :noindex: .. autosummary:: :toctree: generated/ - availability.AvailabilityAnalysis - availability.AvailabilityAnalysis.run - availability.AvailabilityAnalysis.plot + AvailabilityAnalysis + AvailabilityAnalysis.run + AvailabilityAnalysis.plot Filtering ========= -Functions to perform filtering on PV system data. +.. automodule:: rdtools.filtering + :noindex: .. autosummary:: :toctree: generated/ - filtering.clip_filter - filtering.csi_filter - filtering.poa_filter - filtering.tcell_filter - filtering.normalized_filter + clip_filter + csi_filter + poa_filter + tcell_filter + normalized_filter Normalization ============= -Functions for normalizing power measurements for further analysis. +.. automodule:: rdtools.normalization + :noindex: .. autosummary:: :toctree: generated/ - normalization.check_series_frequency - normalization.delta_index - normalization.energy_from_power - normalization.interpolate - normalization.interpolate_series - normalization.irradiance_rescale - normalization.normalize_with_expected_power - normalization.normalize_with_pvwatts - normalization.normalize_with_sapm - normalization.pvwatts_dc_power - normalization.sapm_dc_power - normalization.t_step_nanoseconds - normalization.trapz_aggregate + check_series_frequency + delta_index + energy_from_power + interpolate + interpolate_series + irradiance_rescale + normalize_with_expected_power + normalize_with_pvwatts + normalize_with_sapm + pvwatts_dc_power + sapm_dc_power + t_step_nanoseconds + trapz_aggregate Aggregation =========== -Functions to aggregate PV system data. +.. automodule:: rdtools.aggregation + :noindex: .. autosummary:: :toctree: generated/ - aggregation.aggregation_insol + aggregation_insol Clear-Sky Temperature ===================== -Functions for modeling ambient temperature. +.. automodule:: rdtools.clearsky_temperature + :noindex: .. autosummary:: :toctree: generated/ - clearsky_temperature.get_clearsky_tamb + get_clearsky_tamb Plotting ======== -Functions to visualize degradation and soiling analysis results. +.. automodule:: rdtools.plotting + :noindex: .. autosummary:: :toctree: generated/ - plotting.degradation_summary_plots - plotting.soiling_monte_carlo_plot - plotting.soiling_interval_plot - plotting.soiling_rate_histogram - plotting.availability_summary_plots + degradation_summary_plots + soiling_monte_carlo_plot + soiling_interval_plot + soiling_rate_histogram + availability_summary_plots diff --git a/docs/sphinx/source/changelog/pending.rst b/docs/sphinx/source/changelog/pending.rst index ccedc8a5..7fbd5255 100644 --- a/docs/sphinx/source/changelog/pending.rst +++ b/docs/sphinx/source/changelog/pending.rst @@ -1,17 +1,20 @@ ************************ Pending ************************ -These changes are not yet part of a tagged release, but are available in the `development branch on github `_. +These changes are not yet part of a tagged release, but are available in the +`development branch on github `_. API Changes ----------- - -* Change the column names 'slope', 'slope_low', and 'slope_high' to 'soiling_rate', 'soiling_rate_low', and 'soiling_rate_high' in ``calc_info['soiling_interval_summary']`` returned from :py:meth:`~rdtools.soiling.SRRAnalysis.run()` and :py:func:`rdtools.soiling.soiling_srr()` (:pull:`193`). +* Change the column names 'slope', 'slope_low', and 'slope_high' to 'soiling_rate', + 'soiling_rate_low', and 'soiling_rate_high' in ``calc_info['soiling_interval_summary']`` + returned from :py:meth:`~rdtools.soiling.SRRAnalysis.run()` and :py:func:`rdtools.soiling.soiling_srr()` (:pull:`193`). +* Remove :py:mod:`~rdtools.soiling` from default imports and emit warning when + importing it (:pull:`213`) Enhancements ------------ - * Add new function :py:func:`~rdtools.soiling.monthly_soiling_rates` (:pull:`193`). * Add new function :py:func:`~rdtools.annual_soiling_ratios` (:pull:`193`, :pull:`207`). * Create new module :py:mod:`~rdtools.availability` and class diff --git a/docs/system_availability_example.ipynb b/docs/system_availability_example.ipynb index 26741027..e4b4303d 100644 --- a/docs/system_availability_example.ipynb +++ b/docs/system_availability_example.ipynb @@ -185,9 +185,19 @@ "cell_type": "code", "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\users\\kanderso\\software\\anaconda3\\envs\\rdtools-dev\\lib\\site-packages\\rdtools\\availability.py:18: UserWarning: The availability module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", + " 'The availability module is currently experimental. The API, results, '\n" + ] + } + ], "source": [ - "aa = rdtools.availability.AvailabilityAnalysis(\n", + "from rdtools.availability import AvailabilityAnalysis\n", + "aa = AvailabilityAnalysis(\n", " power_system=df['meter_power'],\n", " power_subsystem=df[['inv1_power', 'inv2_power', 'inv3_power']],\n", " energy_cumulative=df['meter_energy'],\n", @@ -209,10 +219,18 @@ "execution_count": 5, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\users\\kanderso\\software\\anaconda3\\envs\\rdtools-dev\\lib\\site-packages\\rdtools\\plotting.py:320: UserWarning: The availability module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", + " 'The availability module is currently experimental. The API, results, '\n" + ] + }, { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 5, @@ -598,6 +616,14 @@ "execution_count": 10, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\users\\kanderso\\software\\anaconda3\\envs\\rdtools-dev\\lib\\site-packages\\rdtools\\plotting.py:320: UserWarning: The availability module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", + " 'The availability module is currently experimental. The API, results, '\n" + ] + }, { "data": { "image/png": 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\n", diff --git a/rdtools/__init__.py b/rdtools/__init__.py index d3ffc54e..6610128c 100644 --- a/rdtools/__init__.py +++ b/rdtools/__init__.py @@ -14,15 +14,15 @@ from rdtools.filtering import tcell_filter from rdtools.filtering import clip_filter from rdtools.filtering import normalized_filter -from rdtools.soiling import soiling_srr -from rdtools.soiling import monthly_soiling_rates -from rdtools.soiling import annual_soiling_ratios +# from rdtools.soiling import soiling_srr +# from rdtools.soiling import monthly_soiling_rates +# from rdtools.soiling import annual_soiling_ratios from rdtools.plotting import degradation_summary_plots -from rdtools.plotting import soiling_monte_carlo_plot -from rdtools.plotting import soiling_interval_plot -from rdtools.plotting import soiling_rate_histogram -from rdtools.plotting import availability_summary_plots -from rdtools.availability import AvailabilityAnalysis +# from rdtools.plotting import soiling_monte_carlo_plot +# from rdtools.plotting import soiling_interval_plot +# from rdtools.plotting import soiling_rate_histogram +# from rdtools.plotting import availability_summary_plots +# from rdtools.availability import AvailabilityAnalysis from ._version import get_versions diff --git a/rdtools/availability.py b/rdtools/availability.py index e0f71c66..675d8f55 100644 --- a/rdtools/availability.py +++ b/rdtools/availability.py @@ -1,6 +1,10 @@ """ Functions for detecting and quantifying production loss from photovoltaic system downtime events. + +The availability module is currently experimental. The API, results, +and default behaviors may change in future releases (including MINOR +and PATCH releases) as the code matures. """ import rdtools @@ -10,6 +14,12 @@ from scipy.interpolate import interp1d import warnings +warnings.warn( + 'The availability module is currently experimental. The API, results, ' + 'and default behaviors may change in future releases (including MINOR ' + 'and PATCH releases) as the code matures.' +) + class AvailabilityAnalysis: """ diff --git a/rdtools/plotting.py b/rdtools/plotting.py index f001609a..41f76ebd 100644 --- a/rdtools/plotting.py +++ b/rdtools/plotting.py @@ -2,6 +2,7 @@ import matplotlib.pyplot as plt import numpy as np +import warnings def degradation_summary_plots(yoy_rd, yoy_ci, yoy_info, normalized_yield, hist_xmin=None, hist_xmax=None, bins=None, @@ -114,6 +115,11 @@ def soiling_monte_carlo_plot(soiling_info, normalized_yield, point_alpha=0.5, Create figure to visualize Monte Carlo of soiling profiles used in the SRR analysis. + .. warning:: + The soiling module is currently experimental. The API, results, + and default behaviors may change in future releases (including MINOR + and PATCH releases) as the code matures. + Parameters ---------- soiling_info : dict @@ -141,6 +147,11 @@ def soiling_monte_carlo_plot(soiling_info, normalized_yield, point_alpha=0.5, ------- fig : matplotlib Figure ''' + warnings.warn( + 'The soiling module is currently experimental. The API, results, ' + 'and default behaviors may change in future releases (including MINOR ' + 'and PATCH releases) as the code matures.' + ) fig, ax = plt.subplots() renormalized = normalized_yield / soiling_info['renormalizing_factor'] @@ -167,6 +178,11 @@ def soiling_interval_plot(soiling_info, normalized_yield, point_alpha=0.5, ''' Create figure to visualize valid soiling profiles used in the SRR analysis. + .. warning:: + The soiling module is currently experimental. The API, results, + and default behaviors may change in future releases (including MINOR + and PATCH releases) as the code matures. + Parameters ---------- soiling_info : dict @@ -191,6 +207,11 @@ def soiling_interval_plot(soiling_info, normalized_yield, point_alpha=0.5, ------- fig : matplotlib Figure ''' + warnings.warn( + 'The soiling module is currently experimental. The API, results, ' + 'and default behaviors may change in future releases (including MINOR ' + 'and PATCH releases) as the code matures.' + ) sratio = soiling_info['soiling_ratio_perfect_clean'] fig, ax = plt.subplots() @@ -209,6 +230,11 @@ def soiling_rate_histogram(soiling_info, bins=None): ''' Create histogram of soiling rates found in the SRR analysis. + .. warning:: + The soiling module is currently experimental. The API, results, + and default behaviors may change in future releases (including MINOR + and PATCH releases) as the code matures. + Parameters ---------- soiling_info : dict @@ -221,6 +247,11 @@ def soiling_rate_histogram(soiling_info, bins=None): ------- fig : matplotlib Figure ''' + warnings.warn( + 'The soiling module is currently experimental. The API, results, ' + 'and default behaviors may change in future releases (including MINOR ' + 'and PATCH releases) as the code matures.' + ) soiling_summary = soiling_info['soiling_interval_summary'] fig, ax = plt.subplots() @@ -243,6 +274,11 @@ def availability_summary_plots(power_system, power_subsystem, loss_total, :py:meth:`.availability.AvailabilityAnalysis.plot` instead of running this function manually. + .. warning:: + The availability module is currently experimental. The API, results, + and default behaviors may change in future releases (including MINOR + and PATCH releases) as the code matures. + Parameters ---------- power_system : pd.Series @@ -280,6 +316,12 @@ def availability_summary_plots(power_system, power_subsystem, loss_total, ... aa.power_subsystem, aa.loss_total, aa.energy_cumulative, ... aa.energy_expected_rescaled, aa.outage_info) """ + warnings.warn( + 'The availability module is currently experimental. The API, results, ' + 'and default behaviors may change in future releases (including MINOR ' + 'and PATCH releases) as the code matures.' + ) + fig = plt.figure(figsize=(16, 8)) gs = fig.add_gridspec(3, 2) ax1 = fig.add_subplot(gs[0, 0]) diff --git a/rdtools/soiling.py b/rdtools/soiling.py index 92dee1b0..c40b5edd 100644 --- a/rdtools/soiling.py +++ b/rdtools/soiling.py @@ -1,10 +1,21 @@ -'''Functions for calculating soiling metrics from photovoltaic system data.''' +''' +Functions for calculating soiling metrics from photovoltaic system data. + +The soiling module is currently experimental. The API, results, +and default behaviors may change in future releases (including MINOR +and PATCH releases) as the code matures. +''' import warnings import pandas as pd import numpy as np from scipy.stats.mstats import theilslopes +warnings.warn( + 'The soiling module is currently experimental. The API, results, ' + 'and default behaviors may change in future releases (including MINOR ' + 'and PATCH releases) as the code matures.' +) # Custom exception class NoValidIntervalError(Exception): diff --git a/rdtools/test/soiling_test.py b/rdtools/test/soiling_test.py index 2a267473..5a5065dd 100644 --- a/rdtools/test/soiling_test.py +++ b/rdtools/test/soiling_test.py @@ -1,9 +1,9 @@ import pandas as pd import numpy as np -from rdtools import soiling_srr +from rdtools.soiling import soiling_srr from rdtools.soiling import SRRAnalysis -from rdtools import annual_soiling_ratios -from rdtools import monthly_soiling_rates +from rdtools.soiling import annual_soiling_ratios +from rdtools.soiling import monthly_soiling_rates from rdtools.soiling import NoValidIntervalError import pytest From f67f2e4b9c062c090e127afcefba929026114ee7 Mon Sep 17 00:00:00 2001 From: Kevin Anderson <57452607+kanderso-nrel@users.noreply.github.com> Date: Mon, 12 Oct 2020 13:59:15 -0600 Subject: [PATCH 137/146] Allow single-value timeseries in energy_from_power (#212) * naive fix and test * prefer median timedelta where possible, raise nicer error if period can't be determined * changelog * rework to exit early for len <= 1, plus docs --- docs/sphinx/source/changelog/pending.rst | 2 ++ rdtools/normalization.py | 23 ++++++++++++++++++++--- rdtools/test/energy_from_power_test.py | 24 ++++++++++++++++++++++-- 3 files changed, 44 insertions(+), 5 deletions(-) diff --git a/docs/sphinx/source/changelog/pending.rst b/docs/sphinx/source/changelog/pending.rst index 7fbd5255..23c5887d 100644 --- a/docs/sphinx/source/changelog/pending.rst +++ b/docs/sphinx/source/changelog/pending.rst @@ -28,6 +28,8 @@ Bug fixes --------- * Pass ``min_interval_length`` through from :py:func:`~rdtools.soiling.soiling_srr` to :py:class:`~rdtools.soiling.SRRAnalysis` (:issue:`201`, :pull:`208`) +* Allow single-value timeseries input to :py:func:`~rdtools.normalization.energy_from_power`, + (:issue:`206`, :pull:`212`) Testing diff --git a/rdtools/normalization.py b/rdtools/normalization.py index 3ad1f593..5777c2fe 100644 --- a/rdtools/normalization.py +++ b/rdtools/normalization.py @@ -470,23 +470,40 @@ def energy_from_power(power, target_frequency=None, max_timedelta=None): Instantaneous time series of power in Watts target_frequency : DatetimeOffset or frequency string, default None The frequency of the energy time series to be returned. - If omitted, use the median timestep of `power` + If omitted, use the median timestep of `power`, or if `power` has + fewer than two elements, use `power.index.freq`. max_timedelta : pd.Timedelta, default None The maximum allowed gap between power measurements. If the gap between consecutive power measurements exceeds `max_timedelta`, NaN will be returned for that interval. If omitted, `max_timedelta` is set - internally to the median time delta in `power`. + internally to the median time delta in `power`. Ignored when `power` + has fewer than two elements. Returns ------- pd.Series right-labeled energy in Wh per interval ''' - if not isinstance(power.index, pd.DatetimeIndex): raise ValueError('power must be a pandas series with a ' 'DatetimeIndex') + if len(power) <= 1: + # just one value, doesn't make sense to interpolate or trapz aggregate. + # use the index frequency to determine the appropriate timescale + if target_frequency is None: + if power.index.freq is None: + raise ValueError('Could not determine period of input power') + + target_frequency = power.index.freq + # just raise if it's a non-fixed frequency + interval_length_ns = \ + pd.tseries.frequencies.to_offset(target_frequency).nanos + + energy = power * interval_length_ns / 1e9 / 3600 # ns to s to h + energy.name = 'energy_Wh' + return energy + t_steps = t_step_nanoseconds(power) median_step_ns = t_steps.median() diff --git a/rdtools/test/energy_from_power_test.py b/rdtools/test/energy_from_power_test.py index 8827338c..89abde4a 100644 --- a/rdtools/test/energy_from_power_test.py +++ b/rdtools/test/energy_from_power_test.py @@ -142,5 +142,25 @@ def test_energy_from_power_upsample_maxtimedelta_exceeded(): pd.testing.assert_series_equal(result, expected_energy_series) - - +def test_energy_from_power_single_value_input(): + times = pd.date_range('2019-01-01', freq='15T', periods=1) + power = pd.Series([100.], index=times) + expected_result = pd.Series([25.], index=times, name='energy_Wh') + result = energy_from_power(power) + pd.testing.assert_series_equal(result, expected_result) + + +def test_energy_from_power_single_value_input_no_freq(): + power = pd.Series([1], pd.date_range('2019-01-01', periods=1, freq='15T')) + power.index.freq = None + match = "Could not determine period of input power" + with pytest.raises(ValueError, match=match): + energy_from_power(power) + + +def test_energy_from_power_single_value_with_target(): + times = pd.date_range('2019-01-01', freq='15T', periods=1) + power = pd.Series([100.], index=times) + expected_result = pd.Series([100.], index=times, name='energy_Wh') + result = energy_from_power(power, target_frequency='H') + pd.testing.assert_series_equal(result, expected_result) From d481d703459049546c6e5d3cf82d745b6b8451ae Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Tue, 13 Oct 2020 15:56:10 -0600 Subject: [PATCH 138/146] Release updates md (#216) * Update notebook requirments see #211 * Update tables version * Fix a plotting bug * Update notebooks see #210, also ran notebooks * remove sphinx things from requirements.txt * Remove duplicate plot --- docs/degradation_and_soiling_example.ipynb | 32 +++++++++---------- ...radation_and_soiling_example_pvdaq_4.ipynb | 32 +++++++++---------- docs/notebook_requirements.txt | 10 +++--- docs/system_availability_example.ipynb | 18 +++++------ rdtools/plotting.py | 2 +- requirements.txt | 3 -- 6 files changed, 47 insertions(+), 50 deletions(-) diff --git a/docs/degradation_and_soiling_example.ipynb b/docs/degradation_and_soiling_example.ipynb index 6313b70d..73b02d90 100644 --- a/docs/degradation_and_soiling_example.ipynb +++ b/docs/degradation_and_soiling_example.ipynb @@ -7,7 +7,7 @@ "# Degradation and soiling example with clearsky workflow\n", "\n", "\n", - "This juypter notebook is intended to the RdTools analysis workflow. In addition, the notebook demonstrates the effects of changes in the workflow. For a consistent experience, we recommend installing the specific versions of packages used to develop this notebook. This can be achieved in your environment by running `pip install -r requirements.txt` followed by `pip install -r docs/notebook_requirements.txt` from the base directory. (RdTools must also be separately installed.)\n", + "This juypter notebook is intended to the RdTools analysis workflow. In addition, the notebook demonstrates the effects of changes in the workflow. For a consistent experience, we recommend installing the specific versions of packages used to develop this notebook. This can be achieved in your environment by running `pip install -r requirements.txt` followed by `pip install -r docs/notebook_requirements.txt` from the base directory. (RdTools must also be separately installed.) These environments and examples are tested with Python 3.7.\n", "\n", "The calculations consist of several steps illustrated here:\n", "
      \n", @@ -95,7 +95,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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      " ] @@ -191,7 +191,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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      " ] @@ -242,7 +242,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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      " ] @@ -287,7 +287,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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      " ] @@ -322,7 +322,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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      " ] @@ -391,7 +391,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "c:\\users\\kanderso\\software\\anaconda3\\envs\\rdtools-dev\\lib\\site-packages\\rdtools\\soiling.py:15: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", + "/Users/mdecegli/Documents/GitHub/rdtools/rdtools/soiling.py:15: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", " 'The soiling module is currently experimental. The API, results, '\n" ] } @@ -450,13 +450,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "c:\\users\\kanderso\\software\\anaconda3\\envs\\rdtools-dev\\lib\\site-packages\\rdtools\\plotting.py:151: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", + "/Users/mdecegli/Documents/GitHub/rdtools/rdtools/plotting.py:151: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", " 'The soiling module is currently experimental. The API, results, '\n" ] }, { "data": { - "image/png": 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E14BqrY9oQGUhZ3NXj0a9Xs9IwsB0PHqaI9QF/Ywn8xzqbuC9d21D11T++afDHB9LFFM3Vk/bqCb9Ay5OLeHS0aykQEfiuUumAqVGdGYyxWzR31f6+1JNesfzmEmZXJjLAvAHb7vlsvdkNSqV6PIIAIbmDU6MJ5HArVvqrqphX2mBxdI+saCPTN7Fr1gEfGJdrKilCrXSUikNeGdilz6Xao9Zen5zGZPmSGDdlq2t5VpWYrmp8NK2vpFpQ9UqtN8GviWE+DagCyH+joLv7B0bItUNwkvjCyzkLJ4cmOOdd2xhKmUCggNb61EVwfGRBOMJg1s6o0ws5Dk+usCC4TCZNEkZq6+PXO2hVlpQ+zrqylNLuDgNfv3eNh4/M81IPEcia/LDMzNEg37ecccW4GLjqbQESvR1FmrSn53OcE4tOLEfumPLspbDWt4wtJoSBTi4rYGAX6EjppMzbSIBHw/0dVz1ioql8lVbJMC0XVJ5m7t7m9jVGuXgtvVJuTg2nODh4+M8dMDj3l3N5e39E0mG4zmQ8Pq9bUwmjcsqz+V8cKXnZzoeAZ+6IZZOpcxrmR5WO/vZKKpN23hGCHE78EsU3qs5CtwppRzbSOGuJ4bl0hjWqNN9+FWFwdk0iayJ6Tg8NTDDSCJLQ8hPWFP58vNjbInp9HXWMTSf5aWxBVqiGu+9a9sVnbt/IsmXnh9hLJ7nP75hJ2/Y10Y8Y/G1o6NkLZfvnpziOyen2NEcRlUE52azjMRzfPvEZFmhVTaipdOnUk36g9sa+drRURoieX48MMszF+Lc3dtI0nDKFl//RJKvHhtjIWfz62xftZb9akq0Uqbnh+I8OxRnJG6wvTnMr76m94ruU+lePXx8AqA8gFTTgQzL5Ymzs0ynTAJ+hUNFH+LzQ/F1cFYvX5aprzPGS6MLnJxIMjSXqeq9AMv54K7lOwU2W7JwtS8avh9ISin/Qkr5H6SUfyalHBNC3LvB8m0IJT/GeMJYlIJRGZrun0gyEjdoCQfJOy4/OTfH0HyOwdks3+2fYjppkrUcxhYMzs2kURXBrrYopybTnJ9Jc3xkgcdOTq547tXC332dMWIBP/PZQgQOCsu1vvnSJEhJeyzIdDrP+ILBC6MLgKCtLshb93esOby+vTnMoW0NjC3kmEzmsV2J7XiMxI3yVGNvexTXk5jO6sVXSoqkMaKtmGBaCprcsbWeaMBHMmdzZGDuiqvwdsR0IprKG/a2LhthfH4oTjxjcWRgdtF5Hj4+xlPnZglpgs76II8cH+eJszPrsnTp4LZG3v2qrRXlmSoQpf9EVccqpZ0c3NZ4XZaUrSVZuJolextNtVPOJ4AzQoi3SykHK7Z/B6hbd6k2mNKolzMdXhov3Ph3Hdpa9m9AwcrY3xmjuyHE146NMpdxCGoKtuPxmh3NnJtJowiFuXSe7U0RPvy6nZyeTNHdpNOg+4jnbDrqL3WyV2PCl0bg/sk07XU6RwZmaYpoPNDXzgN97diex8hclrmMxVzW5P5dTbzttj0c3NZwSTBhNedzYWo0wb6OOnyKwvbmMDnT4eR4kp1tYXqbI+iaSndjiEdzU5yaWOCeHU1VN+7lHPP9E0mODM6TzllIz+ObL01wYT57yfS82mTmzzw5yDMX5tnaFFoU9Kicpp2ZTPHiWKmDSQJ+lY6YTlM4QMKw6Z9IM5E0mE6Z3N3bVFWUc7XAw3L16TpiOp95cpCZjMntXfXl7y53L6u1NtczDWLp8ao9fv9Esrxkr7c5sk7W7tqoVqFlgb8CjgghfkVK+b3i9uqGmRuM0kjeEdN57OQknfUhjg0nFq2f7J9Iksw7hAIqhuXhAUG/il8VfPXYOEnDIZu3EULQEPJxejLFvo463nO4m5MTKc5OpagLXnp7qzfhC9bQaDzLj8/N4Xgeh7obGJrLcnYqQyrv4EiPaMDPz97SUVZmHTGdloiG6UieHbrUn1Xpc0rlLaZTeVqifqZSJo7j8siLE1iOS852OT2Z5N5dLYzEDabT+cKUdEfzVeXWlcL/P55JM5k2QUrSeYdnzs+TMhwObK3n/FxmUZLwaueYz5kEVJWc5XBkYG6RUi9N03qbI3TWBxmaN8r3ZW974fiTC3lu7YjS1RhCSslTA7PsaYtcdkrXP5Hksf4pvv3iBPftbl1R0VcOns9cmEf3+zi8TfDsULysxKtVGKsNEuuZBrH0eNUev7Jtr+RHrOZ6roZqFZqUUn5GCHEa+LIQ4i+llP9jXSS4DhiWy5nJFB0xHc2ncHQ4zqFt9XTGgjy4vxMA03a5vSvGwEyGO7bVE89Y3LerhR2tUfqnUkjPY1YVOK7k5ESaieQ5Dvc0cHoyjSLgzu2Ny045qnWQjsQN5rMm4wsGd/Y08JWjYxiWS2e9zh1b63GlR13Ax/aWKHva68rRTilB8xWsrVJnrvRnVfrE7u5tRFUEPzkXJ++4BFWFZCZPIOCnNRqgVMkWKdnZEr5sBLDa3LrX723jyOA8flVg2h4vjsQ5OZ5kX0cdb7qlreroX19nrDiAJPnJuXnOz+YWBVAqO0rAp3J6MkVHLEBLRGMkbpCzXLY1hfkvb7mlEKV+dpiT4ymqGad7myOMJQxOjicZnMtSp/uWlbe3OcJLowv0NoeJhfzYrkfOcrm9q37RM6nGGq2cQaxWqHJpvt9alcbS41U7CFemEp2dSuF6HqvViN2IfLQ15ZFJKX8shLgb+IYQ4gCb1EIrlQ/66YU4HbEg3Y0hAj5feUnRhblsWTmYtoNfVXnD3jYM26Uu6ONAVz3j8waxoJ+84+FJj/Nzac7NpEnnHdpjQe7c3rQmmZaOVrtawzSENIbmc1yYy3FuOs2E5uOO7nredtsWNJ9CUyTA905NMZnMoyCZzVi0RAJ0xIJlZVrZsI8MzGI6Ht0NOmcmUhwZmOeO7npao0F+eHaGmZSBKQWOaZOzXPZ11HFsOMGZ6TT37W7l1ssos5JCeNfBLu7ddaklV06V0H34VLitq4Gzk4VpSmNYIRxQ+Mbxcd5zuHvVzlNZz65kSZ2cSFKn+8rT5FLH+uHpKYbmDZrCGtOpPD88PcNM2uTnDm7hXQe38Pq9bZyeTAKC1+5uZXIhT9Cv8IlHTnJnbxOv27N8PuH5uQwAAZ9STgxeGnE1LJdPPnGOiQWDnO1y364WnhqYZTJpkMzZ3LOjqepE7GPDcY6OJNi/JXbJfksHyaWVW9aqNJYeb6VBeDkLy7BcPv/0BZ44M8vOtjD7OmIrWmIbEXCoVqGdL32QUo4Wizv+f0Bo3SS5hjy4v5NzMxlmMibtMZ13HdoKFKJkpu0xHM8xHs+BIpASBmcyTCQM3nFHJwe3NXJ2Ok3edYnpfnqiQVxPcmoihYtL0K/QVa8zdZmM6qUsHa3u2dHC0FyO75+aIpWz6G0NoyB49MQUIEgaNoMzGeIZE9NxUYVCSyRAb0uYB/d3ln1IRwbnODoUZzJlEs9YBPwKAVUwlshxfj5LMm9zR3c9J8cT2LZDc8RHfVBjPmvyjz85D0IwOJ0m6FNIGfaKqSj9E0lOjCdZyNlUjsqVjbmUdBkN+olnbFqjfroadTxgZ0uEY8MLTKctZlMmr97ZzOSEcUln6Z9I8tJYYboHlJ/dHVsbmc+Yi/Kf+ieSfOGZEaZTee7qaQQkz16YZyFn41cFn3jHfh4/M82zF+KkTYeuBp2jwwlOjC9wbjbLi2NJWqKBZa+3rzPGq3oa8KuCUMBXPt9Xj40xn7G4d2czQ3NpfjQwR0dMpy0aJGfZHNrWwHRKL5eumk3n+fSTF/jQ/dsvY0EJfIrCnra6y1papZQU0/boaQ5f9ZrPlSy+pW22HBQ4W1giNZUy6GoY4dbOeo4Mzl2SK7kR6RzVpm0cWPJ7HvjF4r+qEEJ8hEIZov3AP0spP7DKvr8F/C6gU1hD+uH1fNFwydEdz5nYrsux4QT7OgqxjX0ddZydTnF6IgXA3TsaaY5oJA2HnqYw/RNJHujrYGQ+x0zG5Jbi3+1oCfP0uXlGEzniWYv2WGBNI09lhnWpAT10RxcjiRxPDsyimB6JvI2mKiAlnbEgI/Ecr97RzGTKRAF6W8LlVIsfnpmhOazRHAnwo7PTjCcNmsNB3v/qHizH46mBWfK2y+7WCH0dMZ44M4PteFi2ZCyfx3I9vvXSJJGgj5mMRTRuLJpKLqWvM8a/PdjF0mVUlY3etF1eHEuyrVFnOpmnf2IBpKAxomG7HjtbwsSzFum8xW9/5QVu6yocp9Tojw3H+eqxMXa0hHmgr50H93eWAxt39jTwwkiOhpC2SKb33d3NwEyW9rogtieZSppYrsWZqTSfO3KhkFycNmmKaLTVBWirC/Lgre2cmkhxZ2/Tqs9wT1sUEMxnzHIn398Z44dnpvnOiQlM2yNtOHTVC5rCfh47OU0k6ON1ewrWbl9njD//7iSjiRw/vZDgLUV3x3KUcviqbVMX5rJMJvNcWIc1n5X+sIBfKT/PUpvtiOk8PxTHtD0GZzO4LsRCGhnT4dETU3Q3hsiZDs8OJdjeHOHeXc1rym9cC6u9JOV9UsovFD//6kr7SSk/W+W5JoA/AR6goKhWOu8DFF5G/Ibi33yDQjHJ36vyPJfl2HCCF8YSmLbkyYE5zk5lONhdX/bd7GmLcmI8SUz3kzIcuup1tjermI7Hl58b5aEDndy/u5kvPDPCeCJX6KRNYTJWIbJYH9aqGkkrqcywhovThN+4bwdPD85zaqqQvtHXWcfPHy4sFTo2HOfkRJJ41mR3WxTLlRiWS29zhG+ZExxPGDx0oJOeV/fwv46OMzqX5bM/vkBPU4jWmE4ia2G6HtNpA0UI9ICPVN5BRRaTXtvZ0x7luaEEr+pppDkSuETuytUBS5doxTMWL40usLc9iml7pPIO06k8jutiuy6aWpg237qljokFk1u21JGzPCaSBiPxHHs76spTuf6JJKYjWcjZvDyd4c5iKoHpuMxlTB7rn+L4WJKmZ4b43TfvK8tUp2vc2unjq8dGmc9Y3L41hiqgJRrErwpGEnnytktnTOe9d/Zwd28hILG9JbKq36l/IsmzQwnu7Gkg0BUr7/uLd20jZzl858QULdEAsbDG6/e0YLuSmVNT5Ew/Z6dSHCp24t+4rxe/IvjAvdtXbR+XS8ReulayFOB6cH8npyeTay44upiCxW06DqByZ08jvc0RHj0xwUg8x98/OUgyb/O22zrwKQquJ3n19kbmDadwj+M5zs9li/4pWb5/pfzBUuR5PYIDq1lovwh8ofj5fatcaVUKTUr5dQAhxGFgtbJD7wf+QUrZX9z/vwNfZL0U2sdj9AJvBSZ4PbM0w+538uo6m+fjC6RHJgHJbiXDLcd+mwiC/3fr52iKBIAYkfgg2sgAdL+O5kiASLCwPOr+pinu3qlRv/UW5rNW2eKrinyePu887Oqlry2C8eU/oGfo05gLv8czdjM7k+OMsZ+GSIif2dNIYiHB985N0xjROHpmjNsmv8N89gEezQbxjTyFTM8QD9yD4Um08WcI2Qv8Up3D40MzDMdzJKcFh8IRXNtljx0lMWDTl01i4eFHoUX1U18X4D45QeiR32IvHk80HOXh4+O8z+nmDfvay6KXLLCXRhc4PZXmoQNu2a/140f+ke8Phth7263UhXXuP/IqPgZ8indg8PO0Ndbztts7sV2X0+Npvv3SJEIIwqrgF/KfYY/7s+jarTw/FC9UFmlweHtsENeTpC9IBpx6Yj94Lx8DvsQHyWn3cNeWXvrHF3jq3DxDLzxJbvwEtu2x0/KIGSZ7WsKEk1nSSYfc2Gf4b8Bp7mB37y8xfEHS1xHhzIVJnh6c5cK5AG870InuX9zJDNvFWUhyT4vg9oZc4Xsjh5EqWKDp2Rl86Xmk6+ff3NbBO/sCHDk3zx7d4FXbAzRGTHq1FKTybFHhD+6vBxKQWv6Fz8aL/8Ls018i8rrfot/r5Px3v87r+Ft+GP7vvOPDv8npyYJyKN37ygTn0+dHmBw8wVwmz/zpIK/Z2cxgcdC8taMO3bdMrqDj8PJMht2tEXSfykFcIp0ZrNkJXhxL0hrRGJzUyQwvoGRM/J4k4jhE27fw4d4oR7xJDhz7DT5FkB33P0GHN8GjWcHr9rZQCjSVVjuU3PDrFQClyHIAACAASURBVBwQUl7bl8wKIf4E6FppyimEeBH4Uynll4u/NwOzQLOUcn7Jvh8CPgTQ3d19aHh4+PICfPwABhfIVWw6FngbrXUwn7IwTImFRw6bNztPgg/+iX9H9I0f5q7tjeQ+cx+9xAn92r/S77byyPExHjk+wV/zX+lCYfjdj/Gdk1O85dY26rRipM2/TKOxK0bVo/8E/d+At/2f4FnM/8Mby/uliOLH4uv8Evre+zkybnLYN4xpZIkGfagL4zzElxilnv8t9Fn+Jvfr1JHhROAhug/fR9uRPydDIflWx0cKG4AIKjYSDZU8LoXEFPCjoOPHwcOPikqhof0DD/LP4gO8cV8bf/zQ/ot+LdOhf2KBlOHwcHGR9398wy50I8P83x5ilihnev4TWvNWXvf8e8rX5QAJcQfze9/OpwY6GVKaSVkuB7sb+UDbBW597kMI4Px7TtDb1c75uQzq0b8nd+4pYsEAMd1Pc9hPbuCR8jETCBq3vol8/V6+Phrm3Qt/jSCNU3Hf/YANSA+0JWnlT275LzQFFXpbw3z3xBxp02JLg84b9zTRqPvL+w3Ec5ybyrKzPUxXNMhYOk99QOXIYJIFw8H1XGbSeTw8DnY1cNf2Bl4YSXJ2KkNzLEjIp7C1JUgy7bCvI8xszsL2JH5FsD0WQvdXxtoEY9//c3QSGNRxhDvZz7/SVvz2FD+D8gt/w8P9s7zl1nbqdH/Z0nl+KM75r3yCvblnCPoUEAKfTyVt2Lg4dMTCdCyTWjRtuiRzNrGQn7bAxbY773qMzeUIqArRsEY2Z2E6kjwOTXoI6XkEAipNqePkAA+Y6PkQTUOP8HneiK/vF9DDMV69p4PtLXU82j/Dg/s7y1ZltRaaEOKolPLwct+tNuWsahWBlNKrZr81EKFQ4rtE6XMUWKTQpJSfBj4NcPjw4eo086/+C/pn9y9SaHvNZ7HnYtT5g8xg4ac4bhTvznv4O/wt/5aP/SjBH1FQmvo3f4fDH3qYjtgu5jI2t54rbH/qwjCO5+fHp8doZxYt1cRtW+ovEWNgPMGJkQW0VD23vfBlmD8NLz4CHXsIQVm+OgpTzQf4DjMLkJMNvDn/NMl8lnQe4EUAtrJAPDlLixLHr8Lt5hGcQRMfY0QAozgSakWTv6C4fIDEw8FBoiAIInCReEAeCBfluJ9H+Zz7fs5Opy8GO6REz45xuM7DCLqc8sc5NZzk+0fm4VQ/b2SBbhYQQ3/N+PTiSlM+oEW+QMvpF/htogywk9PsZlfotbx27H8Rp2D+j3zp1zDf8wXu3dvOwPdOohvnGDC2oicU5oJ+uiuO2YDEHn2MzOiz7KcBpXjvSg1DpajMALmkdQtgt3mKuayfpy84uJ6F7kF+RmFEaaCxK1ret8uTaEGTVi/AzKjJbCLPsGUxnzboDAfI5j08LKy8ZGJsjKfnAyAhZFrIWT/RWBBzwsdMPAOJIIbtYDouAZ9KuL2ObfXBRbI1kSAH6KTYwUuLInG38AO8r/wMd+3/U5DtZUunFBg4pLxMiClMfw+KKggHfCQNlzxgO4LlFgvVaQLHVajTFCoTGWZTFgkcGtwgIU9gOArzGFhILCNLDo+AqaAC9RTa8O7R72AwzQf5CqrWwqR/N+7kJI8NhPnmcMHf+cv39FyTtA2H1V80LIrfr3cacIbFqw9Kn9PrcvTuQheoVBp+ZpiRNimrCQ+IolHnUygN7T4g/fAfsqXtI+XHa8w8hf7SN9hy8Of5Px7aj/y/CtvvMo9y1L0LRTHZGsiwq6EN3MXVbQG66jQGA4WfzL9cuOyBJyB40b1YusEATUwStc7geM00GC9Qj495JFJSbnP3+Y+hllcKTTI+dZY6CoopTuH9AznLQUoIBlQaCNIY8JEzDZK4gMSPSqT4SJPYbGcWgA5gb1uUHS1hOmJFGe08xlg/Z2fT5CyPZjvPHVGHrdLludTFwiwtjBAzLja1DIVRq8RW0nTwAgfoxzpzhHkuLhG+l2f5/vPfA/VB9iXPIJljniCO55HJX5o15AOiJJAY5W2mC7ggNJAuoC7vxG3MDzOeaWPGlSiKoEUJsCWm01an8tPBOPVhle5YQZ3k8yYvzedobwiQzZkkDZOMZTMkHRQh0ICc4pFzYCTroikKLhJbuogFh7ZYiFjAx7aGAFMJ0CMahukR8hX8qR3hALp6addqYIbgkm0KE7zmxAdIJN5H7M7/xC3FCOSzQwnemTmHnwUmjDRRn4aVFwgsdMAnHAxbkLJd6vwqevF0OrAlSOFmFRug4YLi2cSQtEQEQT/Mk0fFJQT4EfgdD+HzsLnYt3CnKagqG2P4R4xq40wqW+npPcDbb7u9nPe5Xqym0Fb3Um4c/cDtwFeKv98OTC+dbq4nfkCTGRB1aKhE8cg6NpW54mHjGV6X2lpWaDlg/rH/Qaihj4fHg+WyIxMvfp7Jttvpqkuw3etnsH+aHW2N6P7FI+HcbA5lJsmcb5zGohFqJM4yP9Rd7mySi4pXANn4AHkygAFEyBFFFZnyMX+Op1GKjTKEh844AAEghMTEJSIl+MCHB5h4nktLUCOQNzFwEXgEixO1ABeN7xAQ8AmeHJglqKn8twdvQTdzTL78U85OSi6kFeKWSRgfW3xN7C5OVTFBCYBDoVKEDfyL/zd5s/0pKsdkH1CPRY7F9Q58QM+5P+cxq4mt2RHCWITIoSoqldaDSYAAhUC4BtSTL3/nFGbZCFeAWqjRC35CmOWOJwGRGSOCR4ejEQqo7Gmuoz3iMTI9QyqZx0oo1DkFm3VmKksOh2RCYOEQRWWr4uKaoPqhXg2QVE2CqkLe8/ABWnGgcHAxk36CKKRnNWTeIm8IpCuZdTVsV6LnNfRIQXVlS1dqQkQpHB+gqJuBQhtuHfsCufFnOfWqj9B790OwqxlxZLZ4tfPkHdBRacJPAIWoY5LNuRieg6r40IMV9fQ8SOcXr6P14VCHxM1ksBFo5IlJCQJUBH7pUVCXFy37WayyFZ2OX8AONdNWH+LWFjiwrxCR17VrsFJASlmFQ6p6hBC+4vlUQBVCBAFHSuks2fXzwOeEEF8EJoGPAp9bT1mARVNOAE3YaLj4cMngoC0xxcNAa/wni7YFzNOce+yTnAq/u6zQdnOKt+5rRI+PMHn+FJP+HWiKj93N4UV/uzWiQIvO1oiCUZTHJUNierSs0MQSORuJ0140G038aKHthHMeIaYB6KkoT+cBgaJRawPnacSzJFrRJxLBRyQaJhwKoCugezCfL1iSjucRT+fI4NBKHB+FiUnb5FOc4naOjSR4enCWOnOKXhLcurWHhZkQAxMJ5hGoswq3lhRKoKBgAixcvPdt+xkI/TF3vfxJCo+4gMLyltM+xsjlvodStLocVML4yeMWf4e5/X9A04k/Ili89lLDdoDh4A5sUxJUVSIo6GjUNwbR488tur9+shiozGkxYvgYyGi4oTBuJIzi5GmqD1IfC2FIUHNJUqkcKRwsx6Xe58fnE2R9Hu1agIwlmVXyNOBDKpDFQ0PBwSOPRCIJoAAhpu08nl24/r7WeqJ+H/UhDXwCw5FYhduIKSFw0ZXHCWCHB9GKphqSZ2l49reZHn4c77YPopZtfK94jxWaNRVdANLDUCQ+T6IoEtyLA1jKtElgISm4JyL4EDjk8cgh0VERgCIK7gmJRPEXrqHSbi6pKQNQWWCLPYRFBHKp67tSQAjxb4DXQnHuUkRK+StVHuKjwMcqfv9l4BNCiM8Cp4BbpJQjUsrvCiH+Anici3loH7vkaFdJ5ZQTwAQCSgeuBzPFkb4LKOX7G0CwwoVX8j7sXHiad2/ZV97eDOzVsxwZn2W/ksWIhmlu7QB98a3Wgd3FyfQkhU6vApoZL+9TOd8vyOuiUbDIVBIouThBkmUlUL/EQ1CamliAnRcgBHUE0FQF15VMpfNEdQ1dUdAV6IoEMJDMZRwUVGzp4EnKbpY38qecjDxSXMFgkByfpGF+huN2DK11K6+9pQWfItjeEkZ5fLEsJXXuAnOBbpp37qZp/w74zieYz71clrNynPYunpquua9R6sspWrFQmfPybPFGwQffzO3iVaF3cyD3ZdTisbTiPfRr3cxi4AfmgN2xGI2tYYi/jCBZUezHJoNJRAQI+vw01Wm8OFIofqmqCr2qH13zMTybZjiVR6ASREHxuVgIQr4AjQGFUEBlNuvQZCpoAZUGXWF6wcbnV9kW8zGVsJmxDUxFEE97ZIvXWo+GJlR8igKKiuHBmXiS0krInKag4pU77Q8dP4NyPw8oxxZN4aNYRKe/jvv945QSbfyiE1WFhpiOLi7eZcuySKctfCENtIs5fK6WJ5+2CQiBIcER4EjK/lU1oJIzbUw88pZb6BCqoEHxY3FppY1SX9PsYVITKs/5e7l1/+XX666Val+S8jHgN4EvAT8P/B3wXuDL1Z5ISvlx4OMrfL0ojVlK+ZfAX1Z77CuhpARKN1oB8p5NTNMIWhc7Y8k5Xdjn4jRGUlR2+QEWhn5Q3q4DvomjyMQcId80amKcxLhGY+PKiypKDlQAj7kV9wNoLEYpTSDid4nZGhTlCrNYSZcergp0BCUWkphwUYVLHIs8LiMzJqG2CLpSUB2prE0uY9MVVvGyLq5DWascALoaQzSEfDSFNfZ06JgDoyQsl+mExb62KIqigAyRYmrRvRIVn/NqhJ179oCyHd75F0x/8aM0crLgd+Li8hMTgV68+20VLtQO5tFRUZUseAVlcDYBtx94D2d+8jJ7eAFpFU7q+qGvRaMxaWFaDjOWhS4MsBUItNBoJsvDlACaqGMBnbgjScx4JGyJ6ldocDUGkpJYQ5iRjMEMPkKoNAT8OKZHBhvPUZlwXPxZ8OOju6mOuYTBkAkZXFrUIKFoGCuRIoeLD4VZVFJm4RrrIjrzrkZ2wcP2FW76nBUoK7S40oWfkXJnyfh2Msgb+A4hHuDHZWdzaRDouLjAh7T0EcVH2vKREdASKgxkMV8ACwsLMHyFbYbn4ViCxjqdZNZizM0TkX7CqORwyeKiORq6qpFwLWzNxTZdfH4VvxLE8i6aCyoFY6C0xYcgQpZzC0kePTGx6gtXroRqLbRfBX5WSnlSCPFBKeVvCSH+mYLVtSkpTfNKSCCFQ8Zy0RGEhQ/kYivJz/IE508tOm792OO0iiaCVoJt9Xk6NQeM1OLzuzCWztMVDaJXyNJQ4cyupDAlpezVMoGkaKXZrzJvpxYFECjuW4rLWQCNewkIwdl5k6xjoqMhELhBhbOenz3NYXRVpa7RJZexiQR9+CZTZFIjqJjFaSM8d2EO25MMzGT4/b4UTUqGFiWLjcvg9BwmHoOTPiLkOFiUN4cgiCw3to6YzvmESWNPCwRfTfsv/hUTX/sD2qxnF0Xw8v7bkfbxS9bXhSJNTGdMUlIgfTMAzFoq3xww8PNz/IIzym6tMDDkgXGli517ozw7GGfMyhHVoyiBMJ09jehnzy06tk2h4odhu6gKnJooRAZ9PphNW5yfS3JoWz3eBY+M6SIUgU+VBF0fmlBQpIKNJOhX0P0C4VfRFfA7AXa0hHhpKEVGOmiKjxA+uhqDTMTzmEiaokFm0nl0n5+GcBDT9phZSLCrKNsUreAmCcskwgcafWzZvof+Cy6GJXgbT9F40cgqW6kADapFwsmRTkMIBd0OgO4nlTOxbA/X9cjYGnpII5OzyBs2DbofE5t6TDQcmjQ/PsvBh43qOjhAHS4CsAI2PnwEPFmcqBYouU2aij/zmOiYNAZNXl7j8sBqqFah1UspTxY/W0IIv5Ty2eLr7TYdBjFyy5jFDi3oPoVwREMRQKLwQDxCiCVet8pclUCFHygHdMVPsDfUh5bNEbLS6G4Ww/aYSRm01unoisLMQpbphTyaFaS14lj+ogW2FIsAfszyA5NobNt3gIn+k9Rz5pJwdJZCeFgpyjrqNXNbZx2RVo/ZtEVLNEBbvc7AVJJZw6VOhOmtD6MD25vgfDzLmBJEoREfKTSyKMAe9XlOycOk8zb/emyAvXaSXhpIkcKHRUQE2NIAqXjpXkOcGK1yAV/RTOtu1C+uLfQHaNx1iMZf+xuM7/0Z8cFvESyoYL5qd/Pq/DB9pQdRnD+NZwQQBOErPwfFpzOWS9PXvYsnR95BJ18jxgJxGnna6GY+H2U21oKlufi3NnI8kSNbv40tfHHRfZtEYnkxDNtlMmmg+JvY0hahMegjmXfp7Sp0vhkBM1Zh8GkOaziWRyBa+OnzJAHdz46eFqINGc5O5zBdyZzQcOt0/JbLgmGj+n3ISIR8JoMnIUGAuGWi+zQm8yGeHIgzagV5jQBUmKUZVaZpFUmiwBg9PDPoErIaSHOQSBDezI8JFVtDZefOqzHibp5G/ATqAuQE5FyYyitk8WgLakQawqAK1ICHJwyUOh1yJnYqTxKHWQtMVBxbY9IHmlAJoNCmaaQsCwWBQKGONmAIUSHDEBphXDRcwOBwZwv6MkU5r5ZqFdqgEKKvmL1/Evhw8XV2y6c23+CME6FhiULLECQb2U59LMhoxmJ0Icc2BI3UQcNujMRiB7JKA6XLDyEXfafLUXZpbcisQdZwMLQI40mTCykLOxBgZ32I1tYIdsCkNRYgMVDuqyti00CAKQQF870blbnEGA3hPDK5OMUDD/JKPfVFR7wKmIF6EiJCNOjnVVt09KJ2uS3czNiCSUd9gJLGMRyJqWns7I5R724hn1bxigrtg3yeTzW/jt3tUeSZBJDFxkQg2d4YZUdzlJfGk4smzrO0EhUpgsX03UvWFioqtOxC/9nfR1c0kgPfxsImzW5OBVPs4gkqDA8cCu92iKHioeEQJRrykTMizGSzPCdvI+YN8Ab7BY7Tw2PxDvoO7yGQtUimTWRnA9u3qcwlFtiy5D57RDkRV1gwHDK2j/ZgkLMLKrYnObStgX8dMYn4FabMIOG6CLGQH82nMDmVJqxFCOqQzLvYIR9jjsZAOkBCKtjSZX9rE9s6VRbyNk+fi7OtPUxTvc75XADpeMxKhZ7uJlrrdV4czzDq6Di+i1e+f+ctnDhXT7ccI0qWLBHcYCNxyyGgCl7iEA04HOBpGlicYTZsRUnhxyWI7fixXEl3U5CgapNOuzghFaJ1IASJVI6hvI9MwMdcxoeBRh4bF3AsifTAdSESFLTE6uhsjhDJW9ieh2G6tAUb0SeGyu6DHDCEJIZOBxn8SPBy5QXu16Me2ke56B//fQpLkSLAv18XKa4xW+payaXGF20LodHXGSJluFieSUgR4IXBp0PXLeiJ59C5mNnrqPXgFhRapT+uND3KJiYIITltTnLh1BhdTWG2NwTYogtw8+BIVM8GS6w4la1E0ZtoNFKUJqdj+Dif0ekWdWxHxcC9qFQVkHSRZ4Eg4BJiZDrB/HySlrogfhrY2Rguy76rXgHsct7deDzLhak0Ic2HpuhIrYmMNUYdsJ9ZbE8SUAWdYRWyLh6SlNrA1mg9bZ1NZKbGmLMBf2HaE6vbiZHK0MAEkuDypXIUBVp3wmv+My9PWCSzC4zqvYSNPHO8QGdJawO+ohcpGvZjZRsxAi10xHQCjWFeGrFRhc7j6ptQbXgxsJ/u5jB1usa9u1o4O51mT1u0UP9sPM5SYhgs5OMEccD1cNw08VQhLeGn/bOYeGyvD9GuQdCnMDeTx/E8PDzCtkWTpuG4Bm2KTno2Q3wqyZaGILu7InTreXRV5Ww2TYs/g8+wWDAX6PF7nJ5LYeDRICJ0ahGkkaIDk4juQxa9EA0+i7ffvY+hZ45iMcIDnTt5ztdAv+2xrTlKwI7wvbiDYaW5N3iSKKB4hSRiJ9KGkbEQPh9zBvgU6IzUs3trCGM8xVzOJih1VCEYdwOc8xSmEn50TcX1JK4HGc9C01QsHBJ5m7gF+WQYOxyhOVJoxXEnT0S7OOmcL7YxEwXTDTGvWkSwGbwwij2cWNeXLxfaRhVIKR+t+PxTYOe6nP06oTd0o6deAC4qKAsFy9FI2hbtTU3s7wkQejkEwSg0dIHSCt5MecSJtnbC5CQlh7zO4pSDZubJATY5xhMLJJJ57t7RgC58GJbHCxNp5lIGTnsdGhCpDOlVULK8Qk0dzI7NoZIr5qdpdLU10O4okKwjJxcby2lCaLQQZJYUDTjBZnq6Y2xrirKlJQTLJG2W2BJyGc7PMzCXIe800hWrp312DIN5ooAmJIPzOeqy84CHRY4FV3JuPo/mT9HeFCZddBm6wHFnO02ME5ZzzIhWLsxlLnmxMQCKwqPjfr6nvgM3ZOOGmjifT3JK7qLVe57SssMzkUNMZwxa0PmZ1jAt7Tv4pYPbeGZwnsfPSrpi9bxpVzu5+XbesWMn9c2t7O8uLAY/ELtYPfWBQ3vxfrI4zeBVIUEoYBHSfByfXkBDIWm6BAPF7DVXkl1IAAqa6qcrqOJTIG243NMeJmtmyDgptvhdGiIBIo5DT4ugUcuDWWgr3ZokG8rx8tQsKdeiWQuiYuDPSyZn4tiJAH1bosxhkTVzZfmytscuv4lvay/WaJpbO8IMJl26myLs3dvD9OhAQfEuQBsuO73TxGxwA5APtTGdyZEyLMJ+Pwe3NGIGNQYMkOEQI5kUdWqMsVSeuZyPeXzEEUSlj3nHwldcQdISDJLM2ySwwYNAIMRgXuWllGRXa4QtWwM0hARyqCBzySXgoxWpBvDh4eEy4naQmkpd1Uuml2MtaRshCopsaUTyJ8v/xQ1MXUf5Y0lB1ROlvr2B/okFoiEND0FWhiAQQY+2QUsvxvRM2QrTm3sgOQG5C8DFIEOIknIrpH70IlHJ0RXzUAyFuEgzHs+RSeVxLZdEIkM7LFZmFWHBQjRVcCGwBZsRmoo5ZxkEO6IqZCREGwilEuUEXEkpOhskgoJJB2+75w72tIWXXVe6FB2445Ym0mfn6JI2ncE8A+GdbBn6KwCak09x1ribW4vJsho52jWP3Q2C6XgcB4/t+AAHD4jtuB3vfIp4NkGGnRwbWSiXkVnK6/d18J2T02TyFu3RENOpNgatPRxUT9JIHg/IhDuZzmRImIKt4a28tmMXh3saSRk2e9rruHdHI79yRwM6u8AXBJ8fcAvzpAoaI4XpXGXGdsqpI9/SRXtDlFe3S/715BQT5FFtUP0C15PYNuhBwe3N9dy1p4WXJzPYhkUqWMfWTh03ZtDZqKP7VRo7C+t2X44bbC1u04GeqM1P5ocYNfPEWuppAs78/+2deZRkWV3nP/e9iBfxYl9y37OyspbMquraaOimG+gGGkVb4DQMAwKCLEcQxWVEFB0V7XMGj4qjojN4GIYdRFBZZHGkgW6apRe6i66ta99y3yIz9ogXd/64LzIjszKrIisjsjKz3vecOBHx4sX73fuW3/3tv/EE2aJkxILhIYPuxkZ8IY3CRTX8Z6bd7G+TTGdL5PBQKBV5zYEWhBBkSzoXx1r4hTub0TJtXDkTY/Ti5zE8JxEYXBKdPFWYoWBJXAgatUaeuJKjKCVDU1myxEgHoyQLFqfnUqiUOElEd3M5k8WjC/y6C2/AZFrmmaOI6dFp6I1jGhpnLydIZdykQj5Oz+S40z6fZYV5jhhuPYBhFQkZFprL4qnLCVojXr74xCVevrdt/nqsBdWGbbwJ+DuUBlHphpOwKJ1ucyCqhlzJhOKGycmCzqUkzI2r2KMX5j1ECNIe6oBIJ+nRx8BW7cz2/TB6Yp6hldU9lXOnYAJRvIybEeaKGvm5EhN5GElq5IteEhSYnSpxVW3bCpFBqbAGLa3djKUnYHgISGLqQU5nA7QHvZjRHszZGUybwUwCXn8zoVQSDT+RYJDtMQ1TZm2X5/UxOpmikE3ijYaYkl6+lY/yFvu3+/giP8kdxhSKQegUCLtKNPtULNt4Ms/4lFI6isCJOR994X6mmYToTnRtqU92AcOJDAPtYZCqBthXNAsxtx9mjkL+KUpAV3OMxniEi5MZkobgbC7AILC/M8p9AxmV8GxqkJ1VYfX6tS2UlTGJDYEAsr2FrojJ2akUGWGS10qYbhcudAKmi6lilpZQAFwevnsuwz39bUxls3RGTEyXzo724KLjX5xJcnJSIj2CnQ3qio7nk4xl3cxZFqM5Ny8eaKC/o5mh6Swnx+fI50tMFVxMFGCnzYcDDa1gFJgtushjMJTTeVN/E2gupmZTXBz3UXB7MEolfpqOc0l/KaaVxqsFae3uJ5Ae4fxUih1NQUrBKKNzM7h1wZSeoWhJZowYSVkk4fETMjWm5ooUNBfRJh0hwKPr3LG/lZlUgTv6GvjBmQlG5/L0d0Xo6IKzkymeGE4wm9S4HRUV0IJ6zga1OFZrA+6pOabTKS7kNS66Uzx6ZoJnR9Xz9oY7eqq6N6+FaiW0PwcekFL+x5opbgREOhaFbaSBK5ZBLBigJVZgt9/ApUP0fAPRSDNE2iDWhc/dTLowpJhM4y4ItsPkZbBG5x8KH4tDQkyijLubQEq6IiYur4ezY6NkKdlVLuCO8rhsu1MZC5kCJmYgTHdrL2OjR9FLGYa1Bk6lolgm7Ix0w9wMTC3YhGbcLeSYxcMkz2YjkIuwt7H6kkY9AYuiP0V7IAvS4u6mENaQcjA8j3PEAh70lLoRQ8wRLowQyCXpDQfojpY4eUkDO5K/szHKM8/6Mf3bueO2A0QbO6/bMb78PpnMMTlaYlQewD1+igJ+Mt5Wzk3MIf0h/LEY27btAJZ07e6JgTekHA7i2pXiK8NmLmQNDvTtAiCVnGbaVcAdbCDkNxidy9EZM/GkCvT2xjk6onq1Bma8vHywh0yhxNHJJNvigUWpbl2+EkV/kq54AOztXb4Su6a8fP/0FA1tcZ6YkkRMg1i7h3YzyfnJLAlNUEKCbgIZXnBgH2Sv0N3ZzGRpjp9/Tr8qGyIlZxMlnhqa5d9/mmRPo4bhN2luO8j54SICVcnjxbub+eG5KaZSOZ4ZSpDIFCiVJEXLwnC7SOYtSiWJW4O430ujHzLFEq/Y30bA4wIElhx+rQAAIABJREFUe9oXSg797L5Wnh2dozPm59JUivsGW7CsEg9NpVQBANSzYAL9XTGOihin0xY+BDMiglWSxPweXjYYrFlOZ7UMLY9qZbc1EO++KvVp3PJxMhFgUnOT1zzcu6MRM3ME/DEwfBDrxoy0YI7bRekiHdC+F6ZOwfToIhtapQpzhCskZjsx0WlvdwEFoq4sBbvHZQaLUhF1JZYws3nDqitOR7AZcrME23aQHs3SsOsOTkYP0bg9ACMGZKZh6sn5/0ZizTT6kjAzg7ehj/a+AViFSG8Ce1uAuREy6TQGBsGKOYasPNhqdQEXXTv20hI3mSqWOD48y3a6gdO0A+NZjbMpL3ERpqfgX47cAt0lhQwfONTJ0Usm27b9LJPffIbhlItnJ7LsbIrR1xRgb6sf06eq/M5m8oRN90JIiL6qlhkACJdO+cy7XYKumElr1INlSQQlLo7NkShZpI7l6WrwsavZz/O2qfLeZyfnOHJpBpAMtiwsHqZbMNhSltrk/LZX7e/gts4orWGT758e47FzkwwnVPWKnrCPvT1RmsMm7hEDHxnMzh0w5SE2e4mYJiEeJlNycfziGNsao/j9AS6cm8VruHlxdxuzU6MU/H2UhMYzMz5+bm8r0cwYTz87js8fQHglWJJW040QMG5JTk/Mks558GhhvIbGkYsJbpcNdPv95IolnpzR2d0amm+8c1ujKlP0yIjFXYEoPX0hildcSNuGOonKuMmUvFxI5sgRJcA4rSGdVK7IyZE5DnRG7Iq47WtWO6u94n8I/JUQ4k+klNcOZd8MMJsWqRkCHX9bL927+viXJy6RTAtOJQ32+SLgiyk7TLANwt0wfgzQwROAtn1w4TGYvgIsBM5WHrufEQQjuIHkxXE6G4Ls9cyR0ZS5dDyfXRzUxpIQDGDSaKQj3AnZJGbrTshNc3w6Tz5/khEjRCwUhOBCNFsRGPW0ECgOky5FuJQ1aZlMEVum4ux1oXs4NTnDo0NZTJ7LLn4EwIHsj+dtDWngVDJOR18L3zs1znfPFbgXL/cDT6JT0E06W5toj4XIuGI8vor8PdPQOdzXDDN7YP/Pc/5Khnv3dPOcnoqyze4AR4cSfP0ZZV/c1xFedbnp8jXb2RZSUg+wq9GHIeKcHldl0N0ahH0ugiWN3e0RdjcH2dNu17uTJbbFTCgV1XtFVa1MweLsxBzbGoKLbJimSzDYrJhvR9jDw9kCGSuHrglcWomhRJq4T9WmSwMIH2a4DeI7AAmGwdGRDI+eVSFI9/ZHuTCZ4Y7tcbJWnu8PD3FXa4h9ve0cu+LGY3h40UA7l2YL3LenlR+fHWc6Y/HrL9nBTy5O85WnrzCeLOJ1uxiaK3BmNIkFfPEnI2xrCjCRzNEQ8HBuKqOqO2tq8RnsiIGmesAeH07wpuf3UbJLSyhzisa5mQLncz78djGks4kcebNEScLXnxkhWyxh6GLName1DO1Z4APAu8SC+C5Q7e3Wt5VzLRCOL1IzJCb72uIcmUthuKAh4Ka/0Q8zEXCbSm2JdStvpycCbo8K5wh3QUMfTJ6B5AJDK0trGWCaVgrBHo7NzeJKa/TPBUmXfCTyBRoCHkbyGfrLQoFQN8DSsiL+aCt4TPBFyZgxzooWLpdi+GPN9HY3QyEJoR6UQmgRBPZs30ZHKkdCz/DclhZ2RUtKilstrDz9LWEKfi/dkTfDNxVDu5NvkMBlV3KwOD+Z5vELCSw0ckjGKJEBduPlWHOUVDrNmbTGNn+Yu5uiVbfDmy8k6Y7wvWQrp4s5DnpjPDmh0qAPdkcxPW4G27zzFVBX5zVTzot5pBIwrSp+mMCgF1qbi/jSFkHTxdmxWS5NZyhOzxKON2AmF2T98v4kk5UEuDQ5x+mROdypIDviC/a1jCxxaSpFZ8zPLj+8uKPAkcsZsnmL9PQ0p6cl4WyUFtuo+tSFSe7oi0KgCawMiIW57m40oFQkaPYSDfj4868fpxjoYGCnj67mGJGpFC1hLyOJDG+7axvPDCX41vEx0nkLq2Txxjt66YqZnBiexefRMN06HpcgX4KD3RFetLOJXLGEx7VYQoMFqfr7pyZU5dzbWpfE97mYyGpM5y0SxPAzhhvV8CXsdSHw0hrx1kTtrJahfRJVBePzsEJuzmaCx0P54Vdwg7ToD4HerjonmaUkuH3gCUHJUuEbkW7F2DSPMjb7otC8F678FJKXUeu8YhplO9oPcDFlNXGZIF50grqfWc1imCxjWcEEJZ6rl+uoXs3MAApmAxk9iOkxuZQ1mCwF8MZ6edkL7lI1rDJTkLiMyg2YxgT29XTARJpYaQr69kCkeZkjV4FCFlOWOBQ3wTsA9ix3cJTv0o0E+rC4pzXPnkiai9MpLroTmIU5O+XFxQOHOumNm2iFNDvb4pxNLDCQ5ZjXclUYjo7neGI2wJWUQXA8xekxZb/zGKofZrnb/OoRAqbmF7fL0zn6rcXZGjEd7uoN8+jZcYYn58gVi4TcHjqDBljLZ3ZUojNoICwvHUv2vzw5x+mxFMIq0B8P8pyuEMOTs5zJ5cAq4tV1QgYI21eolbKAULbBbBA0xXjKxTYppDnc7uLBb53nyFCCw90xBncO8A/fOc1Tdud4t0ujLeylK2bideskcxbnJtN85cgQAbeLtoiP6WweJOxoCeHSNRqCHg52xxYFvy4vAUuKpRInR2c5SEUYk+Zhd38P46Oz5D1xjLTFvqZtnE9a/Oj8HPfuauZ3f2ZXTYJrq2VoceC/y/Wu111XKLtEGvCFImCEMN06g20VhnN/k7KhCVV7KxPpYdLdTDwYxtTdYHihZTs09EDyInjCMKmBHYMGYDFJKX2FbsAULmYmJjDQaKZEwNIxKOLGAxQWpLPKQlfAiQmL9JTkkL+RztYW9MIcz9nTg6kV7ZIvAoKN4ItDepoMcGIsz65QK2ZrEcwAFBcS61cFAWguJaX6VZiFiYrd8drFH2PACzoNIIMZlpi7gvDTCD4uAR7FbHY0Q6nE4xemefi0YtsrdeVerl/jtoYA7lAbIVeB/qag3SN0tdLYclCPXVnl7GjywZKHNVOweOTMJMemXYwWA+xoDXLvwXZMs5qQaNsoHr46RCWuBzmfmSbeFAXTzaXELCNFH5YwwAWWEPx0Wme3MEG6VRcsWVKLqXfJvIUgIz0cvzjM6w6q2v1vvmsbx0dmGUlmGWwP8ebn9/LQiVEuTqWZSefZ3RJieDbDjuYgc5kCiXQBBGhCMJcrMtAWojnoZTZTrCrnstzi8ejlGSaAzvIPLoMR4lilSa6MTiB9HTyvexsvyDfw8KlxWsM3YApZAdUytI+hGqV8omaUbzq8mGTU7eyLQ6QTIksiUCwLzJC6gUp5TmV8TOaiZEMxtms6aG4ItEKsF6bOgr9FVXGYteWsPBT1EugpXGjoUsOkhAuNJsPA65a4Uoqh+UguiL7zRRrVQ9a76yBd8QBPjqTYbUbp6+gE0wdCA11TKrAvDqEWSJ9mFvj+uTlEp87+YESFLehrMLYKXdHy+FAp73MIoL3StSLUrWQaLnY2eSDURGYWnkBnoNxtSNMYbI8sUpWWY17LdTg6O5HEa5ocbolyR19D7So0mEHIVARGW1nILVEZJ+ZIzc7hJYOPLJ1+k5iWg9zaOitOTM2RTSWZmLKINQTRi0lafBYxE8YmM5QkBIQL3eUiXjDA61FVZHVdvZZ4b48Oz/LwuRQv7IX3v6wH3F7OT6RwaRpdMT8xv8EDhzr57I8v8OWnhkjmizQHvYzP5Tk3kcSla3jcgq6on9fd3kVDwMPu1lDVXaNMQ2dnc5ATQzOUULGQOcCDxvaWOCPZKJMzV7iUiZExYuxpDIMQHB2a4bM/vsDrbu+ua9enStwOvFsI8X6wIzttSClfsKYR3Cy4vAumk2AbhFuVWlmJQFwxApcBuTz9XR2Yo320R8tetLKUtgdGj0KwBaQbZlWdfwxVztvChQvIY1FENWGJYJAtqCqykgAmk4vUTcHCQxbftZ0nJ2Z55HwGdxz2BsJgeBSTKc/FDEN8G4w8QogQd+xoZWdcA2sWfBFw1WAV1A3oux/OfIY4cFflb1llQ5zKFTg1Okd/ds52bGiLVvdqu3IvRSXjq2W5GQLRxUaUYvEqabYzoCOaXHRGfDxezNHkFzcu8aJCIS5PJ2kImoi4TkdAh2KWtoCgN6zTGTN5XCvicWt43S4CE0pCo1RU11zT7di6xQxt3p7W4geZh2KWg91Rzk0kGa6obNET9+HWNXShOr8LIehtDHCwK8y5iQytYS/tUXP+unjcOg+fmlixyXQlDnbH8OjQdEwtxnkAy+BS0kWkoQ/3lXECVponzw6jhzRCpotLU1kgwb6OtVfeqJah/aP92jpwB6E4DHiUdGaGr5ZiylKY5gbNhekz6e/bBejK9nN5lsG4hhnfBvE+JSF5wnB6wbjvIc6uzg5mMnlOTagE7wa/myyCqVQRgRe3xw85Ax/5RSWhFQJg+NkdDyIRbA8FIHEWPEHlsCgjn4F4F+DH9Pg41NcC+RSUPIrh1QKaCw4/QObMZ+bHWc6MINoNwGMnx/nhpRIJQtwNoIdqktpSjy7bAPij2JqzgmVdFfNr6hr9DSEyVgmfyzY/FEuYelV9hK7C5USaZ8cy7NDUcQGQMJnKkcyVuDKZJWtJLk6m0IRgp+kl5vGrBTSfBmkztBXi6zJFwbGxNAONHkyjyAN7IhwfmWV3XIPcHD6ZRS8kySUzjFtpdrUGub01wDPDExgCeoIGg/a+AINxDa3gnf//tWACh9u9gJcMWdWGxxfly8+mue9AhM7WRkbPJTgzMscdbQatYS9Br4vBtmBN7pPrMjQhhA70AQ/Wsnv5zUbGDJLOgA83puEFr4r8XmSk1gx7NXTZamcRwu2gKanj4TPTaJaPg01B6DwIRhiMS/M0VPmUAfbedT/ZouTxbz/LZDIPjX7Oj2WIt3h46UArrZeScHZoUTMVFaArSLuD+DAwPQaHuqNQyIOVBPeSeC6XoUJMgk1gKrVOMejK8oprhKZDvGdRDF8aJeDE8kpC6zDzdAVztKckZgkOxUyopURVa5hLmKTQVsxzNXUd3WVwcmwW3eVmR+O1Y+pWQkckgMRFR8S7iFZ5e9TnYiRZwJJ5MkWLlNcD7gAYAWX8L84sG2NXtkeeGJ5VYRUyyECTyfGRWXoaoxwbSzLQGmZHW5ydbTFcnhR39sXZ3RLm849d4NGzM7SFvbz2uTFMc2GxNE042Ltib/AV4CNGFtC5YjaRE0FcHj/C7afEDNmMqsCZL0rmskW6Yv71cQpIKS0hxK+ycrXZTYmxkpcAMItgJFGgJScxWeJhqwys191QzCubmoTBqC3eN3lBppSE4vahmIeKJFML/TST548A0FIcQctlMKZM9ng17ultYmj4KJkSmG4faWuh7r6q7OFnRga4OJHjQLMBxYzKS/Q3LHTKKMPlUfa8hl0QsBsBuwzF2LQaMRShgzdwVfnys4DpDmPqGts6w2j+BnrGU3BaA+/VLfxuFMt5RNeMcDuLIgeDMYitXHuhM2RRjCbpjAVgmSa91cAEdizjdC5vPzaWIBMM0N/oQndptGazMHtaXUtPUKm7Vv4qCa0s4bSGTR46MUpvc5xjo5N8/+wsxyZKjCfzSDsNzB8I8DPtDSpweSjBWBby0s3ujkYObGu54bnNQ/PY8ZUGZjTG7lATvV3N9BpzuKwMfeEQV5I5To3OMpzIcGYseb0jVoVqVc6Po0pw/31NqG4ANMVbSc/olHBzZCjNyOUZ7mjNMNhoIIp+BhoN1ZWiDM2lVkVLqaDzKlCpBLm8Cu9weyHUjOosMI4P2K43EvT5+MGZCXIlFx7Dy4XZHDoa1okZEpkcBZHhNvyL8tMnASEiBKIttLXFbdqaoqe7F+xn8+NzK5tfqEF5PMtYyvjWAk0Dw4cp+jHlqXmbnwYMXT5PX1QViNztAWQacNdO3WX5cI41w4wpM0HOZmhmUEnrK+0ODARqW5RwKXrbTSx3gO1NAdXK7qkjkLdXVyHUIqG5rmJo5Xvy8fNTjCfzHB9OAC4ObWtZFDuWyVucCM/ON/kdbAsz0BJiYi7PrtZQbRYLMwipYcDHXMlkLKdxPqlxsLGZe/f2kom182Quzr88eRkVPFGbAIrVOAV+TQjxXuBSJfXN6hQwA3FMDEbRKQgDVykDGdVw5FCTrtQ6WVqQbjR9wRhbeSNpdl8xl1v97otBuA0S45hAU0OETz8zy8nRDJkStPkDDHT5aQh6OdAV5TsnR0mMD3MhPUYPi5XDhDdMb88g+Owqa5obZE7Zzq5iaJoy/vvjYC5TmqdW0N1kDr2K9ON/Pr/JBbT5NShVZL4LXa3SnurzR6+H5Tyia0agATz+chaXOn++OtjqVoO8heVxkdECnJxKstMIY3orzqMQ11yoyucnVyjx4/NT3N3fQCxgzMeOPXlhmqcvJ+YrnpiGzm+9dBe7Woa4Z1czj5+fWrsU7PGpsskunaaGZu5ub2R3ZxPM5SDYjBlvg6ESw3NZmoJe3C79ul7UanDrOgUCDSAMQj4/t23voGN7v7qZK5H3LnYUaG5wlZaXjlxeW3JyQbQTEsrT+YPRIueCbpoaW4n6XRzojDHQHubKdJp4PMgDdzZz7kgKcyqJ//IJTNKoKmMGltunVNwydLdtZ1thNTMCEOpQIRz1gtA51XD7okjwDsBsv+3qfYceBd8NBvQug7o4BnwxZZ8qwx2ojUd4DTg+PMOPLqQ5NVFkIpUnKAV9qxhT+Txl8hYet7bMAiCXvKv/7GoNcX4iVZuii76IitvwmJhmiMP9zeAxwIpCdtp+hiRNQS/9TQazmUJN+gtUW+Dx42uishERiIPhxvSa9Pf0gj+oxPhK6O7F0pjuBkuVf16EcuCpsGPCYr1wXv10R38HItLM8+zYqdPjac5PZjk2PAuai72tQQa6W8DbDpeDQNq26Ji0xxvICJNjl5MM9Ngr5jxTuxoZ4eVCJkh3rHHZ/pY1gdDoaOumwMLNMwHEUktyHEqWSuo3b8xwvm4INkNDL0w+pb67gspOdROxu9sHRoCeuJ/zkynaxo7D1NCqj7PSArC7Ncy5iRS7WxcYXVmdv70nyt39DWuXgo0gEFApgi27lQYBKprA5YN8kt2tzRzqinLPrmaGE5n18XKWIYR4Cyq4th24AnxSSvmxVfw/BnwUuA/1DPyelPIzy+znAf4H8FqUyeKzwHuklNfPMVkNfC22+ugBfyNgQT5JJm8pF3eLbUuolMaEuJrpgbpYoqKTd3w+RppYewcv363K2zw1lODJoRz72sPs6QuwvTGoyskEGiDVrtSznF25w+eDQCOncybfPzuDNALq5tQNxSyWSonAsYkCJyd0ckHBMvJSbaDpnE9phFHt98COCJ88tXi/zKyKZq+ntFgLmEGI9ix8l9aN5bzWECZwsBEgRawRmBQgamcLXVRmKXB1dkZNbGhGEHSNjMvD6YSH7UWJ6UYt/NF20AyOX5hdpPrWAtUWeHw/8CbgL4ELQDfwXiFEm5TywSppfRgVZ9eMavH4NSHE03bjlUq8DzgM7EHFzH+Fq5sUrx2BJuUFNPx2srkBuodjY1M8cnYOqRkc6o5dzcBWMnIbFc3WIi1k8JOmiM8dxTSUlLKzwwsuPztbAvM1pQAV0OtvUGlWZVuOGYN4P+2tO3m+3shAefUSYjGtCgy0R3ElutnRvnYmsqJHUQh2dzZxyfUcRPGxBaWl/dDiA+RmQBZUfN5Ghr9BFRkow8pf1XLwpqNUUvdnjTDYFiZXsBZF/9dcnfcEwO1hEpMfDxXIxWc5vM1mWvNpW2XPZu0yKquV0N4GvEhKeaG8QQjxTeB7wHUZmhDCDzwA7JFSJoFHhBBfRkl871uy+/3AB6WUU/Z//wb4IDVnaDEVZmEGlITm8oLLYKCzEakbioEs57q+TrFAdew20noYy0pyLOvnUPkCFiwsQ9ge0YpjF3MQTKkYsikAExp2QOchTF+IQy0tVdE1DTe37dxek5v/Wh5F02Ow4+5XM/nQYwCcJML+jgOLD5CZgswM+GrnFKgLPCbsuBe+aQIFlfpUWFot7ybDMJWqViOYhj4f/Q8Sj1uvfQZGqBmMAPFIC4f629m5jDp5sDs2T7tWqJah+VkcTw0LDV2qwQ7AklI+W7HtaWC5vp7lQK7K7x1CiLCUclHvOSHEO4B3AHR1rbISuC+mbpJAub+AXXivFiuVL44v3kF6ZpyBRgtm1DpwZmiWoxdm8CQj7KlMgrcKiqEGGgC/KlHUvk/Zn7zh6pgoqP3K3tY14poeRU2H7Xfie8iuIYYHps4v3sfKqfCH65S/vukQQhmwNQNKAoRUWRcbCYYXqE1F1zIqPaEPn5ogV7Bqy9h8UTDjmIE4+7vi4Lma1dTDyVMtQ/sG8GkhxPuAiyiV80Hgm1X+PwBXdfZNsNDcuxJfB94jhHgIpXL+ur3dt/QYUsqPAB8BOHz4cNVyayZvcXQkz6Aniulvso36q69uuiLMGGZjL/ijnEgF2NXbienW6QtY5AIJ+trCiyU0K68eIl9EeTW9cdtzaq7O4ybEsra1G5rCtW42oYMvXlGltxEKy+Q2+luv9hxvSGjg8UJBKCdBqOVmD2gxDAMKFUk6NSh6s9QTWmZsUKMYv3i/ktKadygnyzKLcj0Cpat9it+NapLyNKpQdAH4AvBrVf4/iSo8VYkQsFxi2IMoe/NTKIvSPwIHgLEqaV0XR4cSPHw+QdzoojfcpQJiawmPH7wxJpM5vnO5hNUqOdwTAs1CeqRSOSsvYDGvGJG/QanBXv/ysWbVQHNXL9HdKDQNvAEy7l7ShXP4dh3AbBm4ej8hIFgbY29doWng8qvg5fg2iPfe7BEtRjIAufrY9a4f4nGDaL8NZu+DnhcuzjmuQD0CpasN25gF3iSEeDMqDH5CSlm69r8W4VnAJYTol1KW3WG3AUsdAkgpMygG+m6YVyufkFJaS/e9UZQvWkvyXoi22UGgNZTQ3G6ItBLXBHdv65in9+SFKVXRc7+1TDFCoRiaN6ByMX22jW+1qKHx+JrQ3VzpeD7ec7Oci97N4Wjn9f+zUSE0lRtb0oASFDaYyilLdV+kaq7+eX0w+KplNYyyZFbu/XCz+nKGgZ3YfTnLpbillN++3n+llCkhxJeADwgh3obycr4C5tv3VdJpRxm0hoHnovoZvLXacVaD+YuXv0uFQdxAM43rIeNrYShRYrCjstKnWPJeASFUKRtvSNnNgm0LsTsbEZpO+3NewYjhYfC2593s0awRGvjCUHADcr4U0oaBVaiZKWHdUE4VXKYOX11S2GxUG7bxZlTYRZLFeckS2FYlrXcB/welOk4C75RSHhVCdAHHgAEp5UVUZY9PAE2oNKv3SSm/VSWN1WGF8Ida4FzGy9mpEjNXJjjUpxqYHGw38YomBtrMxTYnqWrhY4SVpOANKIfFRr6JhY7ZuI3e/S+FUH1zG+sOIZREnPcqY7axwYKBS0VlZy3mbnoWQ9UQYsXzuK0hwInh2YXuXDVEtaLJg8CrpZRfv1FCdhjGK5fZfpGKbuxSyu8BPTdKZ6Ogt2+AnPCStUpkcnkV6+OCQ13l+ldLNGjdrRwCZtQ2omrqptioVc/LJbk17erCmJsNmq4WEMOn7D0r2HxuGqy8Os9WXt0PG3mhqwLLBfbWCtUyNBdQHylpi8Js7EYmXPzwUh63v6icAtdBRjcZy3tpMiKYVabf1KWkTjUQgqFkkU//YJLX39VEe7z2q+26QWhgNkB+VsV8rZcdclWQSn1bIe1tM6EuRQZsVMvqPwj8gRCbfGlYT7gMdm/rWlVe3PGJLMeyMc4XG6pWe8r2iKNDS6Ni6oNM3uLx81Nk8haf+OElvnVslI8/em5daNcVZlCpnbV0DtUaLrt94iZH2YZdjwW42qv3m0ALKt1pURaylHKVEa23DlbrOdrdFsfcsY+eju6FvNHrOJPrudoth0qD7hvv7EOXRV5/5wYLc1gtNE3FzGWnN6h0VgHdBcJn5/PWOTxnE6JahvaGuo7CAQCm18Pu7nbl8qZc8+raN23dau2vgEVJzG6N3/m5fZvHUH0tRNtVEcU6eLxrjnJtPgdXodo4tO/WeyBbEau2b2m6qlLgMu3Vd+M5BK5ioFuBmYHtCNh459vB6lCVTUwI4RFCPCiEOCuESNjb7hNCvLu+w9scqLQrVWLV9i1hN2SZt+M4KsW6wW17OB01blOjWiP/h1DlfH6RhWXsKPDOegxqs2ElxjXYFl5dsTxNU0nSZd+L83CtGzLC5MiERaa4EaW0jTimjYlqDQavArbbEf8lACnlFTuq/5bHSob51du37GoZ8/XiN6bauRVxciLL45ez5COJhbpdDjYdqmVo+aX7CiEagcnld7+1UDPDfLl4o+ZeyN9z+Nm6YGdLCFHKs2OdvMUO6oNqVc4vAB8XQvQCCCFaUdU3Plevgd2aWFL+Rze2jtF9g8M0DG5rX+fgZAc1R7UM7fdRbT9+iirtcwoYAj5Qn2Hdopi3mdlimabXtq+mg5Wh2efesVtualTF0KSUeSnlb0gpA6ieAEEp5W9KKXPX+6+D1cB+mFZVmenmYSXv7qaEbtxYuSYHGwqrTmWSUo5LKaUQYp8Q4gv1GNQti0rpYBNICuuddlVXCOFEyWwBXNMpIITwAb+Hql92CvhjVIHHvwReCmy9fp03E5VMbBPk7K132lXdISUUs2w4zla72qZbHtfzcn4YVf76m8DPAnuBXShG9nYp5UR9h3eLQugbu7ijjfVOu6orSraaXypuzPI8GzlpfgPhemfpZcB+KeWYEOJvUQ1SXiilfLj+Q7s5uGnleMowNnEZns0MzaU6VLn9m2IxcbA8rnflAlLKMQAp5WUguZWZGWwAu5AQm8J+tuVg+FVzG4eZbWpcT0JzCSHuocKosPR7NT0FNhO2nF3IQXXQNNCcmL8HSFaOAAALaUlEQVTNjusxtDFUH4AyJpd8X01PgU2BLWUXcuDgFsM1GZqUsmedxuHAgQMHa4ZjMNhk2FLBrA4c1BjrxtCEEDEhxL8IIVJCiAtCiNevsJ8QQvyZEOKKECIhhPiOEGJwvca50XHTnRYOHGxgrGdwy4dRVTuaUYG6XxNCPC2lXNo9/TXALwN3AReAPwM+CRxcx7FuWDhOCwcOVsa6SGhCCD/wAPCHUsqklPIR4MvAG5fZvRd4REp5VkppAZ8CBtZjnJsB9eyY48DBZsd6qZw7AEtK+WzFtqeB5VTJzwHbhRA7hBBu4JeAb6zDGB04cLDJsV4qZwBYavRJAMt10x0GHgZOAhZwCbh3uYMKId4BvAOgq8vppufAwa2O9ZLQksDS1uEhYG6Zff8IeA7QCXiBPwG+bSfKL4KU8iNSysNSysONjY01HrIDBw42G4SU9a/xbNvQpoFBKeUpe9sngCEp5fuW7PtV4D+klP+zYtsM8BIp5ePXoDGOciLcCBqA9U60d2huHZq3whw3Es1uKeWyEsy6qJx2c5UvAR8QQrwN5eV8BXDnMrs/BrxGCPE5YBzVacoNnL4OjRsW0YQQj0spD9/o/x2atzbNW2GOm4XmeoZtvAuVNjWGSqF6p5TyqBCiCzgGDEgpLwIfBJqApwA/ipE9IKWcWcexOnDgYBNi3RialHIKeOUy2y+inAbl71ngV+2XAwcOHFQNJ/VJ4SMOTYfmJqLn0FwB6+IUcODAgYP1gCOhOXDgYMvAYWgOHDjYMnAYmgMHDrYMHIbmwIGDLYMtz9CEEIGKz+vSfUQIEar4vF409fWkZ9PyVXyuO127pp5rvejZdHYLIVrWmebdQohD60Grgua9QohXC7F+PfyEEC8QQnxICNFbq2NuWYYmhOgQQnwN+IIQ4pNCiGZZZ5euEKJdCPEt4EtCiH8SQrTXk14Fzb9G1ZGj3nO0aXYJIb4IfEII8VEhRLiedIUQnXZK3KeBzwshOtZpnq8DjmKXuVqH+6dTCPFN4J+ASD1pVdCM2c/JF4E2VDB7vWl2CiG+AXwbeA8wW6tjb0mGJoRoBv4NlWXwR6hGLp8SQrykjjT9qNJH51EXKQr8PfDzdaR5P/At4E3APUKI7fb2ukkSQoi3AD9E5c2WG1F/tF50hRDvA54AzqFKSfUCH7J/q/f9uxM4DmwTQtxl06zLuRVCvB84AZyWUrZKKf+zHnSWwVuAhJQyKqX8GynlnD2ees3zI8AzqGo6buC7wP21Ov6WZGioarcTUsr3SCl/DLwEaAd+RQjRViea/YAOvN+uwvsqYAh4rRCir040I6iH+42odLGfgfpJEra6tx1VqPO3pJQPAT8HvFII0VYnujngFVLKX7N7xD4BNAkhhJSyVAd6lYxyApVb7AfuE0IEpJSyTg/77cB3pZS/ao/hBbYk460DLWwaGvB87HqDQojXCSHeJYTYh6p0U2t6BjCDal7+HsCHur41kwq3BEMTQvTYUlkZKWBn2d4ipcwAz6KS4V9eI5qm/e62N2VRZcKLNs0k8FlUetmra0zTsDd9CfhnKeXXUKrRHUKI59r71OShq6DpklIWUeXQ/61iHD5U3q1ZY3rlJpl/I6X8gRBiUAhxBKVaPwm83s4DriXN8v1SZpQ7gU8AX0cVVLjD/n3NjLuCZplx/DbQJ4T4YyHEE8DfAf8M/KsQonOt9JbQLKc8BoAOYFQI8X+BPwReCHwM+J0a03RLKfNSyvdKKc/Z31NAGjhk77NmfrSpGZoQImjbVh4CviyEeL8Qogl1w58A/trerw114n4C9FcwoRuhGRVCfBr4GoCUsmBfiFPA94Dfr9j9YZTau2MJw10rzbwtoaQqkvY/hVpVXyaE8K31oVuGZplRn5BSTtj08yjVGlQhzlrSy9nv5fZWDcCHpJQR4A9QEvB718LUVppjxYM1h6qq/K+o+b1GCPERIcTza0gzay8Wp1EL1K+j0n32o1TsIPBO26RRK5pFIYQupZwFzqCek1kp5YCU8rXAXwB3CSFeVEOahYrfBKp4K8BXgQFb+l2zxL2pGRrwW0BBStkL/ANKQvqwrZr8KUrd+wqKuT0CfAZ4WeXJXQ1s1fFzQDfQJoR4u/1TmXl8BniREGIA5lfy76FWveka01x07aSUJ4DvoB6Ee26E1vVoCtuTatMrz/nlwLM2c6snve9KKT9mf06hrvfLucECC9eiWfFgdQE/sCX8OMpWuRP4aS1psnAt/wClXv9v1Ck+gWIu/wWlmtWD5l+ipLSeioX+Ufv3GyrJdb3rKRXK59hCFYCtjYorpdx0L0Cz3z8P/Gl5G7AXpaP/or2tGzgM9Nvff9E+0a7yMVZJtw+1ag4C70YxSm/F79tQ4vo3KrZ1oew+bTc41xVpVpyHck5uA2p1fxB4v/151XSrpKnb718DXmt/fivKCeOrNb2Kfd32+157v+11OK9lGn+KMlo/Zb9/FrVoDdSBZvl8iiVjuA/lhGmoNU37dx/KeXWp8l5BMbU71+Ge7UZpTz2V22/0tSbGsp4vYBdK0mmwv5vAF1Aiul6x33uByxXfyydwr31j/soN0Gy0v7uAgP25A/hP4C+W/Ge7fXN8AXi7TfOjSx/MWtBc7pgohlICRoBX1YsmIAAD+HdUrbv/h+oHcX+95ljxkA/YD/nfl7fVmKawX39k03mrvf05wN+WH746zlOv+P+PgA/U456tuJZu+z59BPgA8APgm+Vj1HGeAuUQeBR4W7VzvOZYanGQer5QnsN/RDVV+TbKjf5K+7f3osT/QMX+LcDjwBvt71GUejIJ/MEaaN6/zD6vQoVp7FxyI+4FfhflPao3Tc1+6Sj7XQH4nXrTtN8PoZjnBMrzWc85elFOna+i1Pf313OO9vY2wKzRPVvtPA1gH/AV+/+/X2eahv3eA7wOpWH87jrMsyyhRey5PvdG+MNVY6rFQer5si/uQyh1yoViFBfKJwAYBX67Yv8Iyrj6KxXb7qGC6d0gzbPAC5bsF0N5/b5Usc2ovJjrSRPVHSu4TjTdqKbR76v23K6Rngu1mr9hPedov6/KPFGDeQZQ6vt6zbPynq1a5avFuS3PeTXn95pjqtWBavlCdYQqSwHvAM5W3lgoW8YnUavZa1AM7qUV//8u8At1oPlRYFvFf3RgDypk4kMoW8HrbwLNN6wzzZPAf11neq+7Ba7lrTLPVdFczWtdGVUVJ6sfpbt/FeUq70YFyX4HFYxX3m8fytBeVj3/CmVr+BTKq/gU1ds5VkPz8TLNiu3PRzkiLgJvcWjeOnN0aNaX5o28NkzYhhDirSg9/Cco21gUFejnQqmV95X3lVIeAY6g0jZAGW/fheL8X5NS7pdSnq8DzZ9i5/UJIXQhxAHgP4CPSim7pB1WcKvTvBXm6NCsL80bRr045WpfwJ8Bb6/43oGKT2lD6eafB+6t+P1+lAi7qhCBWtJE2XRCDs1bb44OzfrSvNHXeraxux7+F3bwoJ32kkZFMZfDM/qA3xBCnJFSXkC50L8lpUzfLJpSBXg6NG8+PYfm1qN5Y1gPrrnK1aDszj2AEl3LHrw9KN39GVS8zDhwn0Nz49K8Febo0KwvzVWP8WYQrfLk/SYq8bpym46K/P8lh+bmoXkrzNGhWV+aVY/tZhJf4WSVg1M/ix09DLwTlUBbVeSyQ3Nj0LwV5ujQrC/N1b42kg0NUNUV7PImMVTdq++hoph/WUo57tDcPDRvhTk6NOtLc9W42Rx1hZVgLyqlZhj4bw7NzUvzVpijQ3PjvG76AFY4aQaqNJDXobm5ad4Kc3RobpxX2WvhwIEDB5seGyZTwIEDBw7WCoehOXDgYMvAYWgOHDjYMnAYmgMHDrYMHIbmwIGDLQOHoTlw4GDLwGFoDhw42DJwGJoDBw62DP4/cWkKjIGFFdgAAAAASUVORK5CYII=\n", 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\n", 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      " ] @@ -479,13 +479,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "c:\\users\\kanderso\\software\\anaconda3\\envs\\rdtools-dev\\lib\\site-packages\\rdtools\\plotting.py:211: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", + "/Users/mdecegli/Documents/GitHub/rdtools/rdtools/plotting.py:211: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", " 'The soiling module is currently experimental. The API, results, '\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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      " ] @@ -645,13 +645,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "c:\\users\\kanderso\\software\\anaconda3\\envs\\rdtools-dev\\lib\\site-packages\\rdtools\\plotting.py:251: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", + "/Users/mdecegli/Documents/GitHub/rdtools/rdtools/plotting.py:251: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", " 'The soiling module is currently experimental. The API, results, '\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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      " ] @@ -801,7 +801,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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      " ] @@ -834,7 +834,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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      " ] @@ -867,7 +867,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.7" + "version": "3.7.4" } }, "nbformat": 4, diff --git a/docs/degradation_and_soiling_example_pvdaq_4.ipynb b/docs/degradation_and_soiling_example_pvdaq_4.ipynb index 7880897e..d69fee72 100644 --- a/docs/degradation_and_soiling_example_pvdaq_4.ipynb +++ b/docs/degradation_and_soiling_example_pvdaq_4.ipynb @@ -7,7 +7,7 @@ "# Degradation and soiling example with clearsky workflow\n", "\n", "\n", - "This jupyter notebook is intended to the RdTools analysis workflow. In addition, the notebook demonstrates the effects of changes in the workflow. For a consistent experience, we recommend installing the specific versions of packages used to develop this notebook. This can be achieved in your environment by running `pip install -r requirements.txt` followed by `pip install -r docs/notebook_requirements.txt` from the base directory. (RdTools must also be separately installed.)\n", + "This jupyter notebook is intended to the RdTools analysis workflow. In addition, the notebook demonstrates the effects of changes in the workflow. For a consistent experience, we recommend installing the specific versions of packages used to develop this notebook. This can be achieved in your environment by running `pip install -r requirements.txt` followed by `pip install -r docs/notebook_requirements.txt` from the base directory. (RdTools must also be separately installed.) These environments and examples are tested with Python 3.7.\n", "\n", "The calculations consist of several steps illustrated here:\n", "
        \n", @@ -90,7 +90,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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        " ] @@ -175,7 +175,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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        " ] @@ -224,7 +224,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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        " ] @@ -271,7 +271,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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        " ] @@ -307,7 +307,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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        " ] @@ -392,7 +392,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "c:\\users\\kanderso\\software\\anaconda3\\envs\\rdtools-dev\\lib\\site-packages\\rdtools\\soiling.py:15: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", + "/Users/mdecegli/Documents/GitHub/rdtools/rdtools/soiling.py:15: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", " 'The soiling module is currently experimental. The API, results, '\n" ] } @@ -452,13 +452,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "c:\\users\\kanderso\\software\\anaconda3\\envs\\rdtools-dev\\lib\\site-packages\\rdtools\\plotting.py:151: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", + "/Users/mdecegli/Documents/GitHub/rdtools/rdtools/plotting.py:151: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", " 'The soiling module is currently experimental. The API, results, '\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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        " ] @@ -481,13 +481,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "c:\\users\\kanderso\\software\\anaconda3\\envs\\rdtools-dev\\lib\\site-packages\\rdtools\\plotting.py:211: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", + "/Users/mdecegli/Documents/GitHub/rdtools/rdtools/plotting.py:211: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", " 'The soiling module is currently experimental. The API, results, '\n" ] }, { "data": { - "image/png": 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jtx3TtOYK2799Mu3MSlhcVl6hCkvc3DFzpff1P/48gE4phhNf6PIwdcnWSh4OGF6UX5N3j3GHb5FYWUtinJAc7++OWXl4yYntGNS5BQBJTv9jSso8PPjJrxwqKPWGEACKXKU1VsicAhc3vpvOoo1Z/O+3fVUeVxFf5yk+1r+qWbm28PcDtPbJ8xXbDjFp/u/88/Lj/Qzi/rwSpi7Z6i07uUVlfLpmF8d3aEZcVa4Y0OuYJAZ1bk7TAC5scZknaCPy/IKN7MktZt+REmYs30Gxq8zUm8Ok+Rt4+vPfuGBAu0rfs9Kt7nZr1cPC0trdVAMRseWDlFJzlVKfAYEjuOWMBd5WSq1TSuUAz2BMjA8pCaWHuTnmv5zWDto3j+f0+O187byPToXrmTR/A396dSmzv/yOcTse4Pd1q1m0MataD62Jeb4RXWKpeGv+YMUOr+eigBbkcXPMf0l15PHdxgOVmj2JpmczrGdrsg7sJnvB/3H2M3O54JXv2ZaVT4rkM633cv7YLY4u7OXtuOfowl7+0K8t53SN4+S9M2lBnt9nvrjciqlLtvoZy/vkfbbGX8WPZZeT4byaS/ku4O/s2KSQ9/qs4MzORvC7Z2oSrZPKA+Hr9uWzZJMRI+uW5OKrk9fQMb48xjSwtYdJbb6lC3u50/kFLcgDIK+4jO6Jxdzf9EsePOMYAEY3XcX6+HGcywqvp3FFWmeW3H82x3coN9pWfm7etpNE07MpcLlpEhu4pp/dJ5XmCcZx27ILeX3+z/w65xkoPGT8/fCy8WgyJz2TLVnVd+Y3S4ih9zFJxMXAADL4PvEBnjyxmLFDujCsZ2veuHYwgzo3r1Th8ord/LL7iPc3tCCP+b/tJWvDMhbE3ccgR+VGkGXPjxS5UbtX8b+4+xgSv93vGOt8bZ1FzL1tGP+9Y5ifJ2jx7Yb9jHlrRY1N7+NS3Nwc818GkMHbcc9RvH+T3+fzVu/l5ta/siHhes6PWeF9P990ncuqPbtBYjCB4RoQpaqPUYQaEfkb0FEpdV0Vn68FnlVKzTZftwaygNZKqewKx94M3AzQuXPnwTt27Kh4uio58uEtNNswi1WtL+LPu0bzo/Nm2jry8fh48PtVU9rF5OMB3NKE4sveJ/m4cwOeL2/qSJL3LiMjaRB/yL6v0uendGvJ2X2P4dh2yRz64Hou4XvWurswtvQR+nTrUmlYg9Udf8IPN3IWa/F44HHXtWR0u4rZbT+A1e/iansi2TmHaFeyAw+wOvUy8vas58y438mhKVmqGb1lDx4P/OzuyXj3/RwmmSYOKFXQ+5hkNuzP4+GRfRm/aJCfXo/3H/63PQ84HOBxxPJ8q7/xWmZnHh7Zl7mrdrFxv1EpmifEsvbJ82DenbD6XT5lBHcX3wDAe31+5PQdr5BHEskU8E7pOUx0jwPg/2Je5Yq4ZXzBGfS7fRYdXu+J01NkXBOHqcdR/vTx4mtZ0/Zyrsp6gavjFuMBXiq+mNU9bwOEpRkHA16rZvGxvHv9ydwycxX7cou5K+Zj7o6bCy17QJvj4Pd5ENMERn8IPc8mp8DFn15d6hfkbpUUR5PYGE7ulsLB/FLvYOpJ8zfwg/M2OjgOe7MPD/zS/nJWHPuId3iKM0Zw+cTYHoyZya1xX/B66QVMT7qe7x3jcRYf9F6HXBK51vUQv9LT77d4y615XJ4jkTHFD3F2zBrujpuLB3C1TeO+2If5PKMkYH4ADOvZivdvPLXKcWPL3rqPobveZKunDd0d+7315B3XCP6GcW1/jx9LAqXlZaeC9X69eCT/xzU4HXjjg7ECZQoGdW7B22NPCqrnU0RWKqXSAn5mQ4O2BbhdKfWl+ToOcGFMjt9e1XnT0tJUenp60DqKnulIgjsPDzCj+0tcu+UeYsQ/Lzxm5fUSmwiP+Xs73mOfau6taM+VjWJK2SXEOsBqkcXHCsVlig4t4llQ+BeSHEYTZ17pSTzAPcweP8Q7vMCabrVoYxZb46/ylguPxyhAY5JXEl9qNd0Eq9FV0f5ULFOWUZzJH73vDevZmotOaEfOvAe4OXa+3/drwh2TyFtnLGVUWideX7yFN8yxYg6B6eNO4oyPBkJpAbmeeM5rMpOC0jIuPzaRR3ffTuyRnQDs8qQwzPVvnA5YE3s1iQ6FywMjHG8z/cxiun13e5V6fA2GdZ08QMHx4yg77zm/wbgVOaVbine8mNegAThiwWP6E+KAO9LJie/EyFe+9474B0hJjOPbe8/0q4A5BS5ueX8l03ZfRKKjvLfTV+sBSWViyrOkdukHwK+7jeb1iwUP0rXgV35y92JU6dNsib+GGPybYJYR2aVacU3pI+ygHRnOq4l1VC63luG3OORJ5O/tXqVp+z5s2JdHqdvjF/po2iSGPxx7DGsyc9meXWjc5HyGtBR98SgJP7/KzNLhjI5ZXJ7fPobtsqQ1pLirboD53Zgof75TpfJi23/w9HV/qrdBC3pfzgiSD/gGgazneaFMpLT3hYCRAZdvfYQnSq6hzGNkunWRHBVzx131Hc7V6XTv+R5wzOHG+K/p06Z8WIAVXztcWMKjjju8aVwY8zNt3Xu4fsbP3jiO73SrV7naT8/1zoV4SnLLKzMKN6bxxf+CWmXH9/vPON9lSdyd3mbo1qx8Hp77K/8ou4buxR/wxfH/BowmpMf3z1P+3CLGXcj45OWkJDm5dXgPb7zMo4wBuDiMJkSyo5gBpavJK3YzbXUe+93lwf7WDqNp3Do5HgfG8U4H/LX0bZ7M6Ilj8A1V5rn1e32vkwNI/mUaKVNP5Pq+bk7t3oor0zrSKSWBSwYaMTYj/ljeHJ3hPo+9HrOHNrlj+cmUB96/nDnpmX7GLNYh5BSWVupYSUlyMmXMYP6d8gD5nvK8suqxA2irshh96DVmLN/BzkOFrNp5mFU7DxMXa+T5cbKd81pkcvCs5/zy37p+Dgd0jslmkfNetjqvYru7lXH9Kx5XIa9aOgr5v/038nT/A8weP4S3x57kFy/NL3Hz2Zq9bM8uJMkpvP/jDr9hTFYHjyuuOe+4RnjriaXpeudCmpdmU0DgcuOry/qO9bxrTBY37Xuy2rnSwWJHg7YOY+01ixOA/RWbm/VlbqubsHrckyjC0SmNMxLm0t31ARe7JnLQE4/HA4dVIpx+Hzji4KJXqjxf/Oh3IaEVYFykR5hGh73fVBovVuBSfFacRqHDiGfEOODVuJc4VFBeQUaldeKsPqlsySrg4Im3Md7xGHkeh7cAJTqUn2Vxpx7HL+0v9zM2Fg4gUzX3K1RWhbiT2ezJLcbqExnSvSXHnX4JU89aQc79WTieysXxVC6592fx5ohV5Jrv0e+S8gT+cztkbyElycm7159M0yZGkSp2udk8/FVvZX7O84LXhBT49N/HU8ZzcVNo2zyev7pu9xrf82OWG8Hyi16Ep3LhqVxy7s9i6lmrOHL1VxBnDFvxq/ROn/vgkV0kvz2E3xe+z4pth8jMKSK3qIy3x57E2X2P4eGRfb1xtMMkE2MaX3dZEfzp3+XnydnKVXzl7YTplJLAx7cM4eGRfaucCbI2eTjHuT7gnyf/yNSzVnG437VejXtozWPFY+iRmsQTF/bjrhG9mDCiF54LX8aFk0RHKQ8VvsDIJZ15+sQf6F78AXOSry83Dj43J4cDesYdpLRpRxwPbMNx9hMB9ZQ7RB54/1LyVn7CnPRMOrVMDHh8gUuRmVPkHSoCQJxxs/pTk9V84ryQ7q4P+CT+Yq8uS0+CBz4dNMOv3GTe8Cu7ko6rZKB9tfWN2RuSmTURM2giEisi8UAMECMi8SISqPPjXeAGEeknIikYPanTQ63n4iEDyEnuCxiZ8EzRJGbeeAqndEvhcMoA0lzv0N31AVe3mk3OqQ/CEwdh0JiqT5jYEm782mimmOecEv8yfd0ZlYxajEO4uXiCt3D2l10MIMNviMfxHVswYUQv7v5Db567/y7+deoy3vCc71egrcLgzFrHwCsewXHFDIhLhCtmGEbYJLZlDwou/4hCYv2+f7dzHuudYxnKLwBs3J/njQP53i1TzBH13ubAhS95fycAH15NToGLz9bs4bJBnWgSI5S4FX9e0IQSDMPd1FFMZ9MrbGKO2bP092uSzQtXnEDbIaNwmf1hCSgSN8zx6320pkjN2pMKj+4G0+BafzySCT4enQPFFOfL3JHyE4M6N2fjvjxunPEzk+ZvYMW2Q3x222l0bWVUardpbj2Fh6DLEOjxB+95khc9zJtnCw+P7Mt/7hjGwM4p/vnhw5z0TJZmHOSsPqkkxMUwaf4GPmozwaux5Pa1dO9zPE9e1I/H5/1GcambsUO78vH2eH53G72E+SRyqKCUxZuyOKtPKg9l/YGXT/uZf5z6I/9Sl3gNm5V/8fm7YPV7cMa9XuOPT1k4NOguPyOS9N/r2Tl/MrExQocWlTsKLA7klZR7aaeMJyehK61KMrlPzQDgBa4l9/4stnb7i5/HdvH2Z/zKTZdOnel4/w+GgTvLuDFaOr/s/jglnhi+7v5ISGYOVBlDE5H3CDyqwI9gl+AWkaeAJyu8/TTGMI71QD+l1E7z2HuABzEG7n4C3KKUqrq9R+1jaABkb8Hzr0FG0ywmEcfjRoUz5tut9gaVK8YTqiXjW3j/Uu/LYpowecCnfJFR4hdUbpkUx/9Kb6Stw4ih7PU0Y4hrCg+PNIzspPkbKqW7ZmcO895+kkfVDEBQMXHEKbPCdz8Trp1X6ffx5UPwx39Aqx7kFLhYO+tJztj1WqXY2gz3CHqMncKADi2Cm0y87jP4aKz35X+P/zd3/mTEAJObxJBn9m794LyDDg4jhrXS3Z3LSv/Gp/FPcyIby2N8MU4O3/ors9cV8Ae13Bs3K/PAq4O/YsLFxnSzoCc6L3kBvp1Y/vuAN+Ku5h95FwDG+La3rk2jW2pTtmXlc+07PzHuyOtcH2d22nc8Ga6aDc/3Bo8ZC4tPgYe2V52mia9GoMq5luOm/cSijcaYsmE9W9O/fTPOX34lJ8TsYK27C9fFPc+0606iS6skv9/su5pKjzX/JGnV67g6nEr81bOMm2pV/DgFvnzQL0+eLR5F0oj7+X5zll88rXNKAjvNshof62D+XafTLbUpuZm/c+Dje5iQeyXrio2pcRNG9CLBaRjuAWQwuckUUsdMo1mvylMEp5oDu33LdV1WbalrDC0D2GL+5QKXYHhXu8zvXQwEvYKtUuoppZRU+HtKKbVTKdXUMmbmsS8qpdoopZoppcbVZMzqTKseuBxG08WlyrMiJcnJv0af6G0O1MoV7nk2/Onf5XdPShi26i7+PKijt9u8WXws74w9iR/SXvEe14YjnCG/sOdwEef2axOwSTOwcwp/feB5ru4wn56umczp+TzEmnfYdidQiVY94OqPvMZsTnomJ4x+mtmnfMo2d4qftzY2biFnLL6KFMmv0vvwo/8lkFQ+Lu/8dfd7m2V5JW5v8/LJ+Ae9v7G3YzcAP5b2MtK1vux2sXPu40yav4FvZAgq1oixxTpg0G/lhqmSp1gVZ9zr12x0ADeXzuSx+Jmc0LE5W7IKmPj5enIKXCxYv5/MnCJecV/GEY+Rl+6cHYZxuGpO+TmLcwxDWQO+GlOSnCQ6YwLOGHniwn5e73BphrFKSrdEo5h3kSzGp7VgYOeUSr95YOcUFt57JgM7p/BB85voXvwBM3q/Vr0xAzj1lkp58kj8HK7Ne5PTe6V6458JcQ6vMQNjrNq46UZ8t3mnY/l20KusK06lRaLhSSuMEMm1Q7qwK/FYRpQ8b3jQAbDGdfqW6+ryqC5UadCUUk9bf0Bv4AKl1NVKqUeUUmOAC4A+9VYQJazpRXN7PEuWpxmzuj7jN5UjJcnJ3ef0ZsI5vWvvCg8aw/Ku5fGgoXGbubFsFueYA3MvPbEDAzuncNmfLsHd2ujtcjjgX3EvMWP5Dj5bs6fKipuS5GRI99YAZB0zBO75Hc6ZCKdNqFaS1Vybk57JqWknM67ZNB53XevtCHEA7P7ZaLoEy+hZ3qcx7kKuS/gBMHp0Lde+x8DhOJzGTSNRXAwgg6nui3jfcTG7mw6gyGMUwf6533sL+//6PefNuyGlP1aZfLVTxAaNMZpdJg7ges8XvFr0IBf2bOKdLTEqrRM3nz1S6hcAACAASURBVNGdkrjmFGDkd2GJ6ZX1PBt841LfPhN83pgEqsQA3VKb8ultp3HzGd05pVtLikvdOPsZHVUtHIWMLvygzueukkFjYMynWB0iDiDllzcY+t1oejdz0bVVIkWlnkpGYXt2oXf2hpXmp7eexsMj+3Kd6VVNvPg4vr33zGr1VHVDqvXvqIZgY2inAhVL1gpgSIBjGwRWBd9/zBDmjviOha7+LNqYxY3vpodkTlm/K55idcervc2qpBUv0iXDmA7rOwI+bvT7Xg8mmRLOZQXfrN9X7YTdsUO78vDIvowd2tW4M592V5V3aKvS+3p9C9bvZ3t2IfOTLqKn6wNmOc4xNHQ4CU68Jvgf2XGwXwfBeVuf4cpuLm+Pbrvm8cb81/5/BiAGxRvxkzlMMr/0u5fEW7+lNMEw8jGxsd7CPuy8UbySfBclnhjmdXywcromvkY6IP0v4cjVX1Fs9to6HNCp4DcmZ13PpOEJ3mbcI+cfi0cpSk2DFl92mN2/fW+c44x7TaMmcPbjweeNSXVeZUqSk1ZJTlZsO8TUJVv5MOkqiswWg2yeX69zV0nPszly9ZfkkeQtm6fEZfCvvWO4qfthurZKxANUmFfPvNW7GfPWCg4Xuhg/vAfdUptWSrtOeurxvUAEa9BWA8+KSAKA+fh3IPjZrTZjVFon7hrRCzGfP3Nxf++czVC4vilJTgbf/BqOFGNtTAdwXe7r3NPhdy4Z2L7cs2jVg00tRxjHOOBF579YtzePyQs3M/mbTVWeO9gCYM0Lnefj9Vl3xHfGnsRZfVIZevt0I6h+0zc1N10q4tNB4ACecf3D25Tam1tszK4452k8ZrC/KcaI+z2Hi0lJctLsmpnQupefN5WS5ISBY+jjeo9dXS6lKoK5s8/ak8qpxa+yK6l8KafYklxGb/UPQr84aiB3uv5KiUeIw0PM3BvLT3LGvfDUYeMxxFjlcPwZ3dnrSuRwk/YAJDQP3GwLBbP2pDKg+E1+aVveM57oKGX0r+M427kOMKYj+c4825dXwtKMg9z14SpbLzUfrEG7DjgNyBWR/RgxtWEY05QaJBXb7t1Sm/LxLUND5vp6GfMJbjObHQ64I/sZVi3/xs+zaHvVa5SazYBEPJyLMXVk8aaseievKjxCuUEc2DmFaeNOrt9qpokt4fJp3pfO7A28edoR2jePp0OLeCOultiSEnOYShIl3NZpJ89c3N/4QsfBcEe68eiDnxdaBcEY9lFpnbh15Ekk3bYITr29/IPszX7HXXB8e2I6D2aduTjzYZJrvRJHXbBCGy2TnExdspUD+UYc7VBBSdiMhnUj6HLN6/zc5qryWCqKx7If5cE26UwY0YvmCZV7QHccKqpxf41oEuxczu1KqaFAD+BPQE+l1FCl1LawqgszFe/woXR9vbTqQeHls/0GR1+65gZvkwegReu2rG9pjN53OOBfzldIkTzuP6/+IcrrTMNwXTWGod5U6CDosOBm9uQWs/twMc8vMJrOL6U8htuM1T1w+JkajWioroXfef74rBEYd8TBhS/7HZdT4CIrz8UKjxHTXFTSxxsMjwSWp9Yl0ZilkJy3jS+XLA1LWr55sqzn3TzrGuU3TnF87otMSP7WG/O1cAic1Te19h1lESTocWgi0go4ExiulNopIu1FpGMNX7M1vhc2nLs2JR93Lg7fHiZPGaMzHvBL1/HHZyk1L0cTh+Ipx1t8vHJXvdMOi5EOhE8HQTzF3JtqDKHp374Zc9IzeWN3Z9zm4FVKC40hJdFg0JiAYwrnpGeSmVPEpwmX80/3aKa6L/ILhocby1Nrcc17eBzxJDpKuWz3c2FP97qhXUkd+RAFZ03yvucA+PJB7nd+wrCerb3ve8yVbxOcMRHf/CdYgjJoIjIc2AhcjbGUEEAvjJVsGwU1Bpjry6Ax8Md/lr8+tMVvi7x/LjnA7cV3lk+Jiv2ZicOqHvRoOzoO9v4+B3B73ouM63KIv5zUyesJyzFmMxMFH1c9pSncBLp5WR7SMW3b83rpRRzGmLY266edEWl6euk4GEd7YwiOM+Dcj9Bi3fCSh9/mF8cESF7xIq8f86l3ZZP+7ZJt7Z1B8B7aZOBKpdQfKV8JZAVwclhURYFQdh1XxFuBBlxvVHpxwHmTvHM2z+qTSv/2zVnAKRRYU6IEOi2vfa9aVDn1Fu+UJAcwfu9DLFi/31tp4q6cjncO5cHNVZ0l7AS6eVkx1aUZB0lJLF8O6UhxGfd+tDayAruc6v8YKfpf4jesAyB51eu8e+QG7/JUdRrGFEGC3fWpq1Jqofncii+7avF922NVunDgv6vRLUbFB0aZHoJlRFsmOdmqXqf3dzeTQGngwbL1JNzbiuVdPI2kj6/AARzjyOeqpmswQq8YA32btYcjuyGheaVR9ZHa7sxKr+LNy3rdMSWBv364GrfpIK3NPMyanTlh37HIy2kTILFV7YbQhIqeZ8OdK2H6nyDPCHm0KN3PwvgHKOz6v8jrqSXBemjrzZVkffkDENz6xTYj0rucV+X9VRxVPn54D044888kPLApqMGydaHimvSh5oPsHnxVaqyt5gCSv7jV/4BR7xnDNEa95+cpBfKawnWdaoorzvop02vMwBjCcPVbKyI3VKGGsYVhp1UPuHcdDL7B2+iNxU2zmecZU95sTLAG7V5gpojMABJEZCrGhPH7wyUsnFhjs0Kxhnkw1DowH8YCXXFj3FAzKq0T+896HnecuXRSUoXf4DNMw9fQBzL6YY9rVsBKr1/7Zn7NTjBWwA31TSAYgx3pm68fF71IwSn3+Efy5o6PvI5aEOzO6T+KyAkYnQLvAJnAyUqp+nfDRYGq9os8Ghg7tCsJzpiwBXZTkpxc94fB0HcefDYeLpla7bHn9mvDPXPW8MSF/So1+atqGgZLdc3rQJ9Z6Vh7R8z/da/fggL7jvhvy1ZfLAP649ZsXhw1sMrVOwJtwhwpkkc+CUlNyyf7p9p7tmOwvZxnALlKqeeUUrcrpf6hlNolIqeFWV9YsLYKK7aRQYvUndg3VhjW9KoYMFsRa1PaiZ+vr/RZfYecVOfhWZ/5bp9mpbdg/X7eWLKVPw/qyLVDuninAS3LCOmSfN517wLtwuV7TLg6q4LmjHvhzlXQ61y4YlrNx0eRYIP63wEbROQipZTvwJz5+K8u2yDYsO+I36MdiPSdOFLp1dQJ8cSF/YD15mNoqc7DG5XWiR+3ZnuNiW8e+H4vJclJSamb2em7GNqjVUj1pSQ5eXHUQL+OkUDHRMMzq4S1covNCdagFQAvAT+IyLU+uz2FKxQTVgZ2MtaTH9gpQr1WQVDf5pXd0rMMWZHLzeSFxhCNQBWzW2pTpo0Lz+if6oxBdcak4veamCt0NgnBrkS10aipPcF2Ciil1JvA5cA0EQn9LN0I8peTDFe/up3QI03ERvRHKD3LA1RQpyZTJJrgwebBVnMLu601bGXXEPDN16h2OISJWo0jU0otFZFTgU9FZCAN1ENbsH4/izZmcWr3/YwfXo+J2Zoqqdhsqy3RDob78szF/Zn4eeibxXVZrbW++OYrYJs8DhXBGrSt1hOlVKaIDAOmAYF3WbA5kW7e2ZFwD7Ctb1PKTtcoVM3iink+Jz2Tl83meIIzJuxGJafARaHLXWn6Um3yONzlpr4Eu9rGwAqvi5VSo5VSQU9u19iLSI/xqi2RbIJHqulVMc9910IrcrnD3gy0DKg1ubwueWz3clOlhyYi1yil3jOfX1/VcUqpd8IhLJzYqTkTLeziAdV2rFg4iFR5qJjn1gob1uYhCU6j0yFcWkJxze1SbqqiuibnaMBaYL6qSWUKY6BtgyJaF8VO7rpdeteqMybRMDThvEZV5Xmg8hiOslnXa14xT+xQbqqiSoOmlDrf5/lZkZETGaJ1UezuGUbD4J7brw3fb87ikNnc8k03Ujce3/Iw+etNTF64mSKXmwnn9A5ruoHSh+iUjequvd3LrS/VNTmDja+Ff9GmRoLd3fVoFNwF6/ezNCObpRnZtKxQsSNx46lYkQMtWW4XwnnDqe7a273c+lJdk7OM6q+rmJ+HfrRhmLEKxrn92rBg/f6IeSTRdtdrqhCRGmxbcf5kocvt3aymNnpDgW9FHpXWiaJSN8N6tuaSge3Dkl59COcNp7prH+1yWxuqM2jdIqYiwvhOCrZ2r24oF6w+1FQhwl1wA6VvBcaDPT7U+FbkOemZvLHEGKG0YL39xiiG84bTkIxWdVQXQ9sRSSGRxHdVhVO7728QrnRd8fVyotF0qE/6kdDrW5FHpXUiu8DF+j1HvCtu2IlQGR07dU6FmqBnCojIn4DhQGt8Zggopa4Ng66w4lswwn0XjnbhqejlRPouXJ/0I+01WBv/Ls04aEsPLVQ0pCB/bQnKoInIk8AtwIfAFcBU4CpgdvikNQ6iXXiiHdCtTfrRNv4Q/fyKBMH8xkhci7CkoZSq8Q/YARxnPj9sPp4M/CeY70fib/DgwcoOHMovUVO+y1CH8ksCvtZUxsqjlxZsVF0e/FxN+S4jYmnq6xKYKd9lhP1a1DUNIF1VYQeCbXK2UEr9Zj53iUicUuonc3s7jQ8VPbLGEmwNJ1ae3TWiV8gWM6zp7m+lWehyk2iu4NvY4kn1IRKeqtXDbU37CkX+B2vQtohIf6XUOuA34FYRyQFy6q2gkdHQmix2a+aFSkNNTX0rzSKXu9JxdsiTaBOJG7G1daA17SsU6QVr0B4DrOU6HwZmAk2B2+qtoJHR0DyyaMf4IDx5VtONxUozp8BVaY+FYNb614SGUDsAYjRJGz5paWkqPT092jIaHNobqYy1o/2ijVk8PLJvg7pBHQ2IyEqlVFrAz4I1aCKSCPTE8My8KKWW1VthCNAGTVNXAhl1bejtS3UGLdhdn64F9gHfYgzVsP4+rIWIliLyqYgUiMgOEbmqiuOuExG3iOT7/J0ZbDoae1Pdel85BS5e+noTk7/eFNFloQOt8ZWS5PTOHginFrsvg213fRUJNob2HHCZUurreqT1b8AFtAEGAl+IyFqzo6Eiy5VSw+qRlsam1LRcUCRXcLWoKo4TifiiHWKY1dHQ4onBGjQXxlZ2dUJEkoDLMMay5QNLReQ/GOusPVTX82oaHjVtLVfVRPVwUpt1ykKNHXrFq2teV7fdnx0J1qA9DrwoIk8rpQ7WIZ3egFsptcnnvbUYU6kCcaKIHAQOYSwyOUkpVVaHdDUNiOomqkeDSA1diLaRqM5LDGbvUDsRrEHbBEwEbhPxTuMUjO3tglk+qCmQW+G9XCA5wLFLgOMwZif0x4jVlQGTKh4oIjcDNwN07tw5CBmaaGP3JtbRSLBDXBoCwRq094B3MYxLUR3SyafyDuvNgLyKByqltvq8/FVEJgL3E8CgKaXeAN4Ao5ezDro0EcYOTaxoYdee04ZksGoiWIPWCnhC1X3Q2iYgVkR6KaU2m++dAATqEKiIooHu/6mpTGOqPLVl+rLtvLxwM4Uud9Sb1nY1rvUl2G3oplH1Rik1opQqAOYCE0UkSUROAy6mfBMWLyIyUkTamM/7YsTv5tU1bY0mFIRi+IJUeIwmdt+Orq4E66GdDNwhIo8C+30/UEqdEeQ5bsPYIeoAkA3cqpRaJyKdgfVAP6XUTmAEMF1EmpppvQ88G2QaGk1YCEXsb+zQrpWmWUWLxtr0D2qmgIiMreozpdSMkCqqIw1lpkBjdfUbO/q62YfqZgrU6KGJSAzQA/i7Uqok1OKONnQvX8PkaI79NSRqjKEppdzA7UBp+OU0fkaldQrZml+ao4OGNv0omgTbKTADYwluTT2x7vS62eKPrrRV01gD+OGgNp0Cd4rIA0AmPvt11qJTQKOpEt0Ur5rGGsAPB8EatDfNP40mLOhKWzU6fhc8QRk0u/RkahovutJqQkGwMTREZJyIfCsiG83HceEU1tjQMSKNJvwEu8DjoxjL/HwI/NV8fMB8XxMEkQzsauPZsNHXr+4EG0O7EThTKbXDekNEvsJYGePv4RDW2IhkjChQgF0PDG046A6SuhOsQUsCsiq8lw0khFZO4yWSMaJAxlNXkoaD7iCpO8EatC+BmSLyELAT6ILhmX0VLmGauhPIeOpKYj+q8pp1B0ndCbZT4A6MtcvWYqxttgYoBO4Mky5NiNEDemtPuGNZesBs6AnKoCmljiilrgUSgXZAolLqGqXU4bCqayTYMchrR00WdtEWboOjp8GFnmCbnIhIc6AP5r6c1lLcSqlvw6KsEWHH+FWkNdWmU8Iu+RXuZrpuWoaeoAyaiFyHsQ1dPkZT00IB3UMvq3Fhx/hVpDXVxkjZJb+0wWl4BLse2m7gRqXU/PBLqhsNZT20oxW7Dhuxqy5N1dR753QMT25B6CRpjjbs2imhA/ONi2BjaP8EHhORZ5RSnnAK0mgiiV2at5rQEKyHdjfwGJAnIjt9/8KoTaMJO9H0HO3Sm9uYCNZDGxNWFUchOnajsUtvbmMi2OWDFodbyNGGLswa3dwNPcEO22gCPAGMBloppZqLyLlAb6XUq+EU2FjRhVmjh4WEnmBjaC8BxwFXU7789jrg1nCIasxYcRPAlr1+RyM6ltV4CNagXQpcpZRaDngAlFK7gQ7hEtZYscswAV2Jy7GuyfRl26OeJ/q61I9gOwVcFY8VkVSMJYQ0tcAuTU0dwyvHuhZFLnfU8yRS16WxdkoFa9A+AmaIyN0AItIOmIyxcq2mlhS63MxYtp2xQ7tGrTDZxbDaASuWlVPgIsEZE9U8idR1aaw3tGCnPjmB5zBWrk3EmM/5JvCQXXZTbyhTn6Yu3uItSA+P7NuoChM03jt/Y6MhX6fqpj4FO2zDBUwAJphNzYMqGEuoqcSotE4UutwIjdM7aqx3/sZGY+1hDXrXJwulVJZSSonI8SLyUThENWZSkpzcfU5vJpzTu8HdGYNBr/EVPFV1AESiYyCaaYcznWoNmogkisgzIvJfEXlRRJqJSHcR+RRYBhwIqRpNg8euk9CrI1o9i1X1eEeiJ7yuaYcqr8L1G2tqcv4bOBFj74CRwACgLzADuEkpdTCkajSaKBCtZnJVHQCR6Bioa9qhyqtw/cZqOwVEZA8wUCl1QEQ6YmyQMlwp9X1IVYSAhtIpoLEf27Lymfj5ep64sB/dUpuGLZ2GHIi3sMNvqM96aE2VUgcAlFK7gHw7GjNN1dh5oGY0tAVKc8H6/SzamMWC9fvDmrZdBlXXB7uHFGpqcsaKyFmAWG9UfK33FLA3FZsIdrjDVqUtWmlGauyXncf+2alc1IeaDNoB4B2f19kVXge9p4CItATeBs4FDgIPK6U+qOLYu4EHMTYy/gS41S7j3RoaFSuRnYZVWJrO7deGqYu3hLUyWRX23H5t/NKGyA1hqC6daBiUnAIX05dt93onkxduBqouFw3B6FXb5FRKdVVKdavmrzYbpPwbYwpVG4xJ7q+LSP+KB4nIecBDwAigK4bBfLoW6diSaDX9KjYR7DSswtK2YP1+b1PMyqdtWfm89PUmJn+9KSR5ZhnyWT9n8uPWbH7dfZhx035iW1Z+1IYq+L629N3yfjpj3lrBtqz8sGu5Z84aXl64mckLN6MgYLkIpDGUTeZQ533Q29jVBxFJAi4DjlNK5QNLReQ/wDUYxsuXscDbSql15nefAWYGOK5BYRfPyI4DKn29SCufftyazaKNWQAkOGPqrdka0DxvzW62ZxeydtdhDhWUAus5tXuriFybimXA9/WotE5+v/nGd9P5+JahYfOE5qRnsmhjFsN6tiKtS8sqp+FV1Oj7GCodocz7iBg0oDfgVkpt8nlvLTA8wLH9gXkVjmsjIq2UUg12Mryd4yfRxtfI+jZDj++4J2QzKlKSnCQ6Y9ieXUiP1CSevKgf037YzhMX9qNFYrn3Gk4qlgHfx5QkJy+OGsjri7ewYN0+tmQVMCc9M2wGtmLawR4Xaj2hrhdBzeWsdyIipwMfKaXa+rx3E3C1UurMCsduAW5XSn1pvo7DaKp2U0ptr3DszcDNAJ07dx68Y8eOcP4MTQOnIcSAoOHojBah2MauvuQDzSq81wzIC+JY63mlY5VSbyil0pRSaampqSERqmm82H3IgUVD0WlHImXQNmEMAenl894JGKveVmSd+ZnvcfsbcnNTo9FEhogYNKVUATAXmCgiSSJyGnAx8F6Aw98FbhCRfiKSgrF93vRI6NRoNA2bSHloALdhjCs7AMzCGFu2TkQ6i0i+iHQGMGNnzwGLgB3m35MR1KnRaBooEekUiAQikoVh/ALRGmMwbzSxgwawhw47aAB76LCDBmhYOroopQIGzRuNQasOEUmvqlfkaNJgFx120GAXHXbQ0Jh0RLLJqdFoNGFFGzSNRtNoOFoM2hvRFoA9NIA9dNhBA9hDhx00QCPRcVTE0DQazdHB0eKhaTSaowBt0DQaTaNBGzSNRtNo0AZNo9E0Ghq8QRORZj7Ppbpjw6ghJprp++hI9HkerbxoKSKx0dRgpn2siLSNpg4ROV1EBkcj7Qo6zhaRy0UkqvVdRM4QkZdEpFu40miwBk1EOojIAmCuiMwRkQ5R0jAZuAJARanL2JwP+wnwroi8LSLNI61FRDqJyOcYqwvPFpGOUcyP0RirtlwDkb8uZl58BcwBWkQy7Qo6WorIFxj7crQHkqKko5OIfAl8C9wFHAlXWg3SoJlLen8IbMfIoBTgNeDCCGq4CFgAXAucJSI9zfcj6g2IyDjgR4x5rNbG0G9HUouIPASsBLZhLKHeDXjJ/CwaZawP8DvQXUSGmToilRePAhuADKVUO6XUwkikWwXjgFylVIpS6hWlVJ6pMWJlVETeAH4DNgJxwGLgonCl1yANGtALiAEeNfceuBTYA1wpIpFaML8FRqW9BjgG+CNE1hswm3Y9gceVUvcopRYBFwCXiEj7CGopAS5WSt1p7uO6EjhGREQp5YmQBl/jeRD4GcMjOVdEmiqlVIQq8snAYqXU7aamM0wPJT4CaXsx8+I0wFr5ebSI3CYixwMR0SIiTuAwxmbldwGJGGUlbJ5igzBoIpJgPsaZbxUDg4AyAHPjlVkYeyRcHmYN1jKic4GPlVJfYDRvhojIKeYxYas4PjpilVJlGGvKzfPRlgiswViqKdwamphvvaKUWi4i/UXkF4wm+CrgKmtZqDDriAXwMZ59MNbVmw8MBIaYn4fcwPtosIzEvUAPEXlKRFYCrwIfA5+JSNg2LaiYF0BToCOwX0SmA49j7OExDbg/AjrilFIupdQDSqlt5usCoBAYbB4Tcvtja4MmIikiMhP4AkApVWpmwmZgCfCIz+HfAxlAbxFpE0YNLtPzKFBKHTYPex/jrneeiCSGqeJU1GEZ8w1KqYOmJhdG8xsg5NtzB9BQYj66zUNaAy8ppVpgLMx5KfBAqI1aVXnhU0HyMDbb+QwjH64QkTfEWFg0XBqKzZtMBsbN7q8Y03gGYjTDk4FbzXBJyAiUFyISo5Q6AmwBJgNHlFL9lFJXAs8Dw0TkzDDrKPX5TACrjHwO9DO95pB777Y1aGbT8UOgC9BejE1VwNjcGOAD4EwR6Qfeu+8SjLtQTpg1+OWbUmoD8B1G4T0rFGkHo0PM3lVTg5Uv5wObTOMWaQ2LlVLTzOcFwOumnpDtLladDp8K0hlYrpQqAlphxDn7AL+GUwPl5eIxjCb4VIxLswHDkIzCaHKFhCB0vIDhpXX1ad0sMz8P2SYcNZUNZWBdGzfGviFhafba1qCZfACMx3Db7xWReDNz3BjG6zfgRZ/jNwC5GJ5CODW4LW/Ap3k5CyN2M1REHjU9gvYR1GEZllMob4LeICJPis9wjnBqsPCpPAcwduwKdTmrSoeV7jbgBRFZA7QDPgV2Y1TucGpwmYbVDSw1j7OMeQFG+Qh1r2cgHZZ3tB4jJHEipgFTSu3ACEvsjoCOQPXkO2AoRpM49OEZpZQt/oC+GN5Vqvk6FmhqPu8ILASer/CdnhhNio+AmzBiR28DjnBrCJQGxlLhHmAfcGkk8sLSAQjgBP6Hsdz5N8Be4KJI5gUQZz72w+h9fc16LwI6xPx70kz7BvP9k4B/AV0jnBcxPt9fAUyMVB3xKRdxZr1YCkwElgNfWeeIcH4IRofAMuDG+uRFldrCcdJaZk4M8CaGZ/UtRnf7RQGOuRRjmEafCoVlAPAgRm/OYxHW4DD/YjDieaXA/VHIC6vwDsYwqAcxej4jnRfxGHffzzGa/Y9GOi/M99sDCVEsmw6Mm8vxwH/N7z8SBR1O87ErMBqjQ+DBKOWHtbJPCzNPTqnv9QmoMRwnrWUmHY+xIUprDEv/ILAVOKPCcS0x3Oe5Pu85fTMymhqAs4HkKOZFHNAGeAjzbhkFDbEYd+Ax0c4L87FOnnoI86IpcEOU88K3jki0r4mVN/XRUa3GcJ24hoxpRrlXcTOw1bcAYsSj3ga6+3wnBjgOY4jESxjxsqtsoGGMDfJiI/AXG2gYbYO8sEO5aBR5YScdQeuNRCI+P7QXRvv9c4wu9S7AMMweQp/jjgfSgUsqfP80jIF6O4FxDVWDXXTYQYNddNhBg9ZR/7+I9XKKyA0Y7e7VwAMY46Uex3Bd9wPnWscqpX7B6GK/xvxujIicCHwNvK2U6qzM4QENTYNddNhBg1102EGD1hEiImU5gb8BN/m87ogxHqU9Rlt8NnC2z+cXYbisiebrJKBZQ9dgFx120GAXHXbQoHWE5i9kAx6DYArmoEJzykwhxkjmBIxhFz2ACSKyRRljZU4CFiilCsE7ULMxaLCLDjtosIsOO2jQOkJBpC0o5d23J2K4qlYv4XEYbfXfMMbMZAHnNlYNdtFhBw120WEHDVpH/f4i6aEBflN0zgQ2KnOKjlLqNxG5DCPz+iulZjRmDXbRYQcNdtFhBw1aR/2IuEHzmRpyMuVLm9yKMdfu70qpdIxek0atwS467KDBLjrsoEHrqB/R8NDcYixx0hJjzawl0umjXAAAAJpJREFUGCOZr1dKZR0tGuyiww4a7KLDDhq0jnoSjXYuxnQlD8Zcw/uOVg120WEHDXbRYQcNWkfd/6Kyc7oYCxHeAbymlCqOuACbaLCLDjtosIsOO2jQOupOVAyaRqPRhAO7r4em0Wg0QaMNmkajaTRog6bRaBoN2qBpNJpGgzZoGo2m0aANmkajaTRog6bRaBoN2qBpNJpGw/8DpuldElf4nA8AAAAASUVORK5CYII=\n", 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\n", 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        " ] @@ -647,13 +647,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "c:\\users\\kanderso\\software\\anaconda3\\envs\\rdtools-dev\\lib\\site-packages\\rdtools\\plotting.py:251: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", + "/Users/mdecegli/Documents/GitHub/rdtools/rdtools/plotting.py:251: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", " 'The soiling module is currently experimental. The API, results, '\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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        " ] @@ -1151,7 +1151,7 @@ "outputs": [ { "data": { - "image/png": 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mKWUL8BBw1dGTWuWrQGVlJSeeeGLf+RlnnEEikaCnp+eoyxIIBHjxxRe59957sdlszJkzh/PPP58nn3zykPX+/ve/k5mZyVlnndWXtnv3bpxOJ7fccgtarZYFCxYwe/bsvrbq6uqYM2cORqORs846i/379wNw++238+Mf/xiHwzGgnzfeeINzzz0XgF//+tcsWbLkgPwf/OAH3HzzzYCy6OaXv/wl06ZNw2q1HtcK2ldmtebxxuRixwF/VVRUvjwIIezAz4CzgGVpWZOBbb0nUsqAEKI2lb67f37q8+RD9LMcxdpGWVnZkRJf5TNS8ZPXD5pX/4vzjqIkClu3buWkk04CwO1289///d+cdNJJjBkz5jO1s2jRItatWzdo3pw5c3jttdeGbGPPnj1otVrGjRvXlzZ9+nTef//9g9bxer3cddddvPPOOwe4Y6WUA8pKKamqqgJg8uTJ/O53vyMUCvHOO+8wefJkNm3aRE1NDb///e8H1I3FYqxdu5YnnngCgKVLl3L33XfjdrvJzMwkHo/z3HPPsWrVqr46zz77LK+//jq5ubnodMevCqRazobJZ3VTmg1aTq7IxmzQfsGSqaiofAHcCzwupWzql24D+pvDPUDGQfI9gO1gcWdSykellCdLKU/Oy/tKbNemcgSorKzkt7/9LXa7naysLDo6Oli9ejUHC1+8//77efvttwekv/baa7jd7kGP4ShmAH6/f4DFyuFw4PP5DlrnzjvvZNmyZZSWlh6QPmHCBPLz8/n1r39NLBbjX//6F++//z7BYBCAKVOmsGTJEk477TQaGxu59dZbuemmm3j44Yd5+OGHmTdvHpdddhlutxuAtWvXMn36dDIylH+/oqIi5s2bxz/+8Q8AVq9eTW5ubp+iC3DjjTdSWlqK2Wwe1viPFapyNkxUN6WKyr8HQogZwNeA/xkk2w/Y+6XZAd9B8u2AXw5mMlA5LmldcVPfcSyIRCJUV1ezfft2vF4vL7zwAh999BF6vf6gdXbu3MnUqVOPSP9PP/00NpsNm83GwoULsdlseL3eA8p4vd4+hag/lZWVvP3229xyyy0D8vR6PStXruT111+nsLCQhx56iIsuuuiAgP5bbrmFbdu28dxzz/Hcc88xd+5ckskkjz76KO+88w4TJ07kF7/4BXCgS7OXK6+8kqeeUtbvPPXUU1x++eUH5PdXGI9XVOVsmEwudjB3bO5B3ZTqAoDPz1d9Dr/q4/sKcSZQATQKIdqA/wcsEUJsAXaiBPsDIISwAqNT6fTPT30eOnJa5bgh2l7bdxwLqqqqMBqNjBo1CoAlS5ZQVlbGiy++eEC5P/3pT5x++uksW7aM1tZWCgoKBrTVq1wNdixcuHDQ/i+77DL8fj9+v59Vq1Yxbtw44vE4e/fu7Suzbds2Jk8e3Fu/Zs0a6uvrKSsro7CwkAcffJAXX3yxL4Zu2rRpvP/++3R1dfHmm2+yf/9+Zs6cOaCd9vZ2HnnkEe666y6qqqqYNm0aer2eU045he3btwOKcnbeeQe6nRcvXsz27dupqqritdde47LLLjsg/8uyeHpYypkQYtoXLcjxynAfqFsaenjukya2NBzdgM2v0gP/y2ydHOw69E/7Mo/v34xHURSuGanj/4DXgbOBl4ApQoglQggTcBewXUq5O1X3b8APhRAjhBDFwI+AFUdZfpUvMVu3bmXKlCkHKBHnnnsur7zySt95VVUV77//PuvXr+faa689qMKxatWqPkWr/5Eeh3UorFYrF154IXfddReBQID169fz8ssvD7BI9bJ8+XJqa2uprKyksrKS6667jvPOO48333wTgO3btxMOhwkGgzz44IO0trZy1VVXDWjnhz/8Iffccw8Wi4WRI0fyySef4Pf7WbNmDaNGjaKuro5IJMKECRMOqGcymfj2t7/NpZdeysyZM7+0sZzDjYZ7RwjhBJ4EnpZStn6BMh01QtEEO50eJhc7Dhob1vtA3d3qpdMfBeDkiuxBSsp+f48OvfJFYooCEIknMeq0nFie9aWLd/syL6LovQ6g3B+haIIXNzfR6gn3pX2Zx/fvhJQyCAR7z4UQfiAspexMnS8Bfg88BXwMXJxW/RFgFLAjdf5YKk1FZVhUVlYybdqB9pBzzjmH3/3ud4TDYUwmEy+99BLLly9HCIFGozliLs2D8cc//pGrr76a/Px8cnJy+NOf/nSA5WzhwoXMnTuX2267DYvFgsVi6cuz2WyYTCZ6YyqffPJJHnvsMWKxGHPnzuWtt97CaDQe0N97772H2+3mggsuAGDmzJmcd955lJaWMn78eF544QVWrlw5wKXZy5VXXsljjz3GX/7ylyM9FUcNMZxQCCGEDjgPWAosBD5E+YX4z9QX2THn5JNPlp/1vXSb6rv5YK+LuWNzD6JwfarAjcq1sd/lP6giF4om2NLQDYg+xWg4yt/h0NtukcPMm1WtVOTa8IVj/OG9fWRa9Oi1GsYW2LhxwTiybYZB635emb6osX1Z6T8fm+q7eXNnG+FInIJMM6PzbNhN+i+l0nw8I4TYLKU8+VjLcSQ4nO8wlSND+mrNhl8u6vtcfutrx2S15lDcfPPNLFy4kLPPPpulS5cyf/58li1bNnTFrxDnnnsuN9xww6AKWmNjIxMmTKCtrQ27vX+I6PHDob6/hmU5k1LGgZeBl4UQDuA7wH8BfxJCvAQ8IqVcf6QEPloMx5LRu+oSINs2uALXS5XTwwd7XMwdl8sVs0YOsKYcKbY09LCysgWrUUdVi4cTSjPxhWO0eUPYjToC8Tgf7e9mTJ6TpbMqDqi70+nh3d0d7G71suSk0sNSFELRBM9+3EBlcw+Tix1MKc6kItfKe7vbmT+hgFZPqG9O0xXW3v4PR6EbrjLY7Y+ycmszFbk2ZpRmHlKh/iKZXOxgd6uX17a38npVG8UOE9k2I2eOz+OSmeWqgqaionLYXH755SxdupSysjI6Ojq48cYbj7VIR50zzzyT+fPnD0hPJpP85je/4eKLLz6uFbOh+EybfAghbCi7X18MlAB/BxqBp4UQr0sprz/yIn5xpCteB3v4D1cp2NLQw2vbWmnsCtDiVoyJ3zlJ8XX3Kiqf19rUWz8STxBPJhEk6PKH8YRilGWbqciyMjLPysyROexs9TJ/wsAA0V6lodUTZqfTc1hK406nh00N3exo9tLujfDR/m5yrTrW7nWxpqaTsmwzb1a1cWJ5Fs9vaiLLogckda7AAW6+z9pnr/vWqNcedA5XVjbzt4/qKcu28o1JBUO4oo8c/RVxs0HLkpNK2dbcw+42L9lWAwKoavEe9ryrqKioAJx00klUV1cfazGOKf/1X/81IC0QCFBQUEB5eTmrV68+BlIdOYalnAkhzgMuR3FprkeJo1iZ2iEbIcQfUJS0L41y1l9R6v9w7fZHeWOHk+JMC5sauodhaZLYzTrMBi09wRgf7HVxUnn2AQ/hz2tJ29LQw5/X1VLb4WNyoYO1ezrxhWPYWr3c9LVxeEJxKpvcZFoMOMx66l3+PitWr9y9SkPv2D8roWiClp4gu1q9uPxhLEYNLl+EaNyENxSnyulGq4VOb5SWniAZJh1TRmQCAqcnTLHDdFj99tbp9EV4fl0dl59WzoKJnyqfvW5lly8CQEGGcYAV74ukt48ih5mnNtRz7tRizAYtJq0Wu0nPzJHZTCq2U98VYlSu7ai4hfu75IdyzauoqKh8mbFarfj9/mMtxhFhuJazX6DEmN0y2GIAKWW3EOLmIyrZF0yve297k5vxhXYmFinmz96H7Mqtzfx9UyPFdjM6raChK8DIXBuzx+YO2t7EIgdnTShgUpGdd3Z3cFJZ1gClYFSujd2tXkbl2g5Tasnm+h58kQTt7g40AhwWA1NLHLR6Qnz/zDGs3NpMUaYZo05DTbufLr+irKQrg70Ww97VhMN9WPcGub+wuYnGrhBJoMkVIA6MK7AxdYSDhu4Abe4w2VYDSZT5zLHqWVXVyuwxuZw5Pv+QfR1KaYnEEnxY66LVE6K+K3BA3k6nh5WVTnY7vXiCUXY6Pfz5g/3cuGDsUVFEeuf0kff38ezGJgLROFOKM3GFoowtyCAYTfBeTSdmvY79LuXLYzBFvf/4D1eJ671Wjd1BpASDTsN2m5sdLR6mjsjkkpllR11BSx8LHL6LW0VFReWrznBjzoZcCiKlfOzzi3P06HXvbWnsYYfTw9RiB+ML7X0WmGA0TjIJO1s9xOJJcjNMRA7xHq79Lj+ecBx/JE4wmkCvVXYpebe6jfquEItnjGC/y4/TE+aNHc7PHO/V7Y9S0+ZjQmEGmxrc6LUQToBRJwhGYvzf+7XMH5dPY0+I5p4QWo1ACCjLthygJIaiCTbUdlLfFaIix8q2ZveQrsLe/n/zr93savNhN+sZV2CjweXHaNCRjMZp80SYNz6P5k1B9nT4sZu0WI06Moxa/rHJQ5c/wr4OP0adllmjcw7aT2883eIZSWaPzf3UlRtL8sKWZjq8EU4blcPZk4sOUCwnFztYOCUKSLyRKD3BKGv3dtDlj/CThRP7LGihaII3djiZNTqXDbUuzp1aPGDRxOHQe9/sa/cRCEdZv9fFvnYfzV0hELDT6cag03L2pMI+ObY3ufGG4oSiib756G9d7T8fw5Xlxc1N7GnzsqcjgMWgRQiwGLTsaPbQ0hMC5FGPfdtQ28mKDxuYPSaHKcWZbKzvBpT/RVVRU1FRUfmU4bo1B74KXiECNAOrpZTtR0yqo0AomiAQiTMqzwYS3t/TSZXTy4llmWxu7KHDG2FGiYMOX5j6rhAmvZZDbQvXqwB9tL8Lg07Q7g2xpqaDX725m0AkTjAS44SyLHJtRlo9YbY0dA+pEKXzzMYGntxQx4nl2YwrsNHSE0ArJSB4t6YTfzjB+n0ubEYt00syMei15GeYmDU6lxc3NzFrdC7v13TgCcV4fUcrGo3g4pNLmTs2F28ozhMf1eINxvn5BVMZnT/QsvfGDidr97no9kewGLRMHZFJOB7HF4pR4DDjDkV5dZuTkTlW4gk/kXiSSDxGldOLUauhMNOEKxDhyY/qMep69+QRTCyy93O1HbglSa+yMr3EjsOkJxJPUuQw89p2JzVtXpacWMLsscoS7V2tXjY39GAx6Cly6ElISU27jz9/sB+HWdlde3erl1e3t/LhPhf7XH7W17q447zJ1Lv8pK+0/axsaejhsXV1BKJxhNCws83L9pYk2VYj50wppNsfpcBuYnqpsjBiv8tPdZuP6jYfdrOuz3o20LoqiSeT1LR7Dylb+mrhSDzJ5sYewrEkLl8EbzhGXCbxhxOY9Rp0Wg1VLd5UeQYd93BXKQ9F7wKNokwzH9Z2Ut8VIJGUIBVl0RuKs6G2i1VVrZ9JAVVRUVH5KjNct+Y44AJgI9AElAIzgVeBbwJ/FEIskVJ+aSLw/rG5kb9+WM+YfBtzx+YST0qsRg3zJxQQjSd519tOdZuPUCyB1ahFpwFIHrS9XutNpy/M5OJM9DotG/d3EYjEiSUk7b4I62u7yLUaOH208gDqvy/WoawHLT1B3ME4lY095FgM6DSCvAwTo/Os7GhxE4kLhEzi9ifZ1eqhNNsKSP77xW20eiN8sK+TelcIbyhKPJHgxIocFp9QQrbNwPq9nVS1eHH5IvxqVTXfO2P0ANfT/AkF1LR6cYdjVLV48EXilGVb2N7kZVKxnQ5vJPXgTaLTakhKic2kp9BhIhRNcuqoLPRaZVxVTi87nW66/DHsZh2lWVZAUXAj8QQTi+xMLFL671VWfOEE+10BynPM7HS6aegKoRWC3727j0KHmZ5glDer2ml1B5lQaGf+hHxsBh0rNtQzNs+GRDIq19an9GSY9Ox+ew+bG3r437eq2dcZojTbjFGvGXJblcGvkcRm0qIRUOwwE4jH0AoNOTYjuTYjeq0Wh0nHqqpWjDrBxCIHY/KsIMQBbu7+1tUTy7P7FlIcbCFBr6VsY103XYEoJr2WQDTOxEIrNW0SnVZg0eoIhOPkZxi5YcFYMkw6atr9VLW40Wo0A8Y9/P39Bs5N+n3zxg4nz29uIpGEsQVWzhqfT2Gmma0N3ex0+phW6mDaCAcuf+SQlmkVlaNF3pI7j7UIRwQpJVdffTUrV65k7NLiO+gAACAASURBVNixPPTQQ1xzzTXU1NQMWv6qq66ipKSE++677yhLOjj3338/+/fv57HHjn+n3JlnnsnSpUu55pprjlibw1XONMDFUsqXehOEEN8CLpVSniaEuBIlLu2gypkQ4gbgKmAq8KyU8qpDlL0FuBUwAy8C35dSRoYp6zARGHSCkblWxuZnsHaPix3NHmraPFxyajkIWLmlhWgiyZg8GzaTHuMQb7Df0tDN85uayTBpGZVrZf6EAnJsBtp9ES4+pYyVW1to80aYVqqhyGFmTU0HRQ7l5atDLRY4bVQO79Z0oNdqmDUml1AsyfSSTPZ0eGnqCTM230i7L0xDV4B2b5R8m5l2d4Q97V5AMDrPSp7VyObGHnRaI989uaTPnXdieTbfOXEEL29zEool+Mv6OqaXZKLXaujyR+j0hXllWysaAeXZFrY0uhFAjs1EIulhW5ObeCJBPJ7Am0xSkWNj8ggHpdkWtjZ0s68nQE2bniK7ib0dyisIS7MtbOvx4GmJYpukIxJLsqG2iyc/aiTLYmBaiYNsWzb7XX46/VH2dfhx+SPMHJmFVmgIRpPsbHHjDSe497VdaDUCq1FLocOMyaCjyumm0xtFCKhq6aHFE8EdijKpyMHIXBsTi+x8UtfF2n0u2n1RWnoCZJr1A9yM6aRfo8nFjgO2CZlY5KAww0xTLEiHL0w0kWBGWTaXzixnRmkmlU3dvLWrnfquAK9tb6HK6aWm3YdWo2G/y4/Z4GBDbSd7OwLotYK3drVRnGliwcTCIRdwbGnoYXNjT8ptGaArEMVi1FHX6cfliyI0MDbPismgozjTgi8cI8OkZ0eLm9F5NiwG3YA4yMnFDiKxBJF4kpG5tiEXVaRv0TIy18bG+m4isQQZJh1Wgw4BTC/J4orU1i7bGnvwhiLscno4fVROqhX1bXIqxx7LmFOPtQhHhHXr1vHWW2/R3NyM1ar8AD6YYnY8cttttw277N13382+ffv63qn5VWC4ytnZwCX90l5DeWMAKDtl/36INpzAfam2Dvo6eCHE2cBPgAWpOi8B96TSjhiLphXT3BWgIMNEeY4Vu0lHpz9CfVeIGaUJgpE4o/MtTNY7uGbuKHqC0SEfUJG4JJGUTC7OZNboXFasr+PE8ixiSfh4fxeuQISpIxxMLnbw4uYmtrd4eLOqlWmlmX0Px954pP5B4U09QUhKvLE47mAMhGBnq4c3drTiDUaJxhOMybMp22wkJGMLbGyocyEl5NkNOMwGpo7IpK4rSFm2iUhcsn6vq8+ddd2ZY/GE4ry5q5VYAnoCUXIzDBRmmPmwtouP97swG3S0ecOEoglyrAZG59n40NhJJJbAH0kgkeg0SQodJm4/bxKhaILKJjdGg4ZkUrKn0487EEOn05BvNxJJJIkmwROKsbG+G4dJR6ZFz5QRdkbl2thU3903L0UOM2PybeTYjOxsbaG5J4RGC7k2PZ3eMLvafOg1MLEog0K7kS5/lDqXj0yrkXBcUtvpY0+7F6tBx/giO6ePyuE/5ozCbNCh1wr2tPvo8kd4dXsLTneQc6cWD3Dn9V7/Ubk2XtzcxJbGHrQaDb3bhAgBRQ4TjV06GntiOHuC1HcFmDU6h/quEOtru0gkJe3eMC3uCDMrsmjzRuj0RdjS0MOTHzXS7lVWtNa0+9nV6mPBxMJh3M2K67PHHyEYSwICCSRlEg1g0mnoDsZIJpK0ekKs2tnGrFHZxJNJdjo9lGZZ2e/yH7CPX++YV1W1sXhG8QBltf89OrnYweYGRQG98EQdDpOOrY1uVlW10tITojjTRKsnhNMdYkOti+sXjKWpJ0SHP8LaPZ1941BRUTkyNDQ0UFFR0aeYqRyceDyObgjjy9FmuD9Va4Hv90u7LpUOkAsEOARSyn9KKVcCXUP0dSXwuJRyp5SyB7gXxeJ2xNi3bx833Xg9Lz36S/73V/dx3f+7g7o1zxPb8SZNH7/Bolt+xf/85e+88sa/WLfhY96ubicS+9SlGY/HicViB7QZiiaod/nJtOgAyYP/quHV7U5e2eZkZkU2Fbk24skke9p8/G1DPSeUZTFthIOiTDPv7u7gjR3Ovgdd+ns6e11WG2q7CccShGMJ2r0hEknJqSOzmTcmB6tJTxLQ6bT86OsTuPL0kcwZm8fFp5RzxewKKnIsvFPdwbu7O/BH4tR1hfi/NbU8uraWLQ3dffFKDosOKUEmk+i1gmhcEojEiMcSTC/Nwm7Sk0xIxhVk8KOzJ3DpzHKunTeGH359AnPG5nHZzDK+NWME588YASguukK7kVG5NhxmPQ6TnmmldjKMOjq8EaYUO5hcZOfrkwqZXuKgKNPE1BGZLJ5RQnWrh+c+aeLjOhfbm9xsqu8mmlAe3s1dIVq6fXiDcUx6HZ5wFIHidK7tDLKutouaNi89gRht7hANXUF0GoEvHKPVHaK1J8TGuh7erm7DHYoxtcTB8rmj+f78MUwdkUlryq14sPdgVja5+bi+C4tBx4IJ+dS0+2nsDmLWa2jsCTG6IIOKHCtCCN6tbuNvG+rwhKLYDVpmVmRy0cmlXHX6SBDwdnUbT3/cQCQe56SyTKaXKPeA8uYOZbwbajv5w3v72FDbeYAcvattCx1m2t1hNtV34w5GKc0yY9JpMOl1lOSYGZGluGtH5dkIRONUNbtpcAWwGZRNjEOx2IBFI+v3drK1qYcOb5hIfKA7v/97QrsDUd6u7mBvh483qlr5uK6bZzY24g7FkFISS8K6fS5+/MI2Hv1gP+/VtHPFrHLKsiyMyDSTTKqKmcq/L01NTVx44YXk5eWRk5PDDTfcACgbqt53332Ul5eTn5/PFVdcgcej/M/V19cjhOCJJ56grKyM3Nxcfv7znwPw+OOPc80117BhwwZsNhs//elPWbNmDSUlJX19bt26lRNPPJGMjAy++93vEg6HD5DptddeY8aMGWRmZnL66af3vWwcoKKiggcffJBp06bhcDgG1H/55ZeZMWMGdrud0aNH9+055vF4WLZsGUVFRYwYMYI77riDRGLw90LffffdLF26dMixrl69mvvvv5/nnnsOm83G9OnTh+xrxYoVzJ49m1tuuYXs7GzuvPNOMjMzqaqq6uu/s7MTs9lMR0cHPT09LFq0iLy8PLKysli0aBHNzc2f9TJ/JoarKl4D/FMIcSvQAowAEsCFqfzxwJFy1E9GeRtBL9uAAiFEjpRyKMVuWDQ0NPDiU3/tO69Ny1vTr2xbXgmjJk5VVhqm4nKef/55LrvsMrRaLRaLBbPZjFZvJC70oNOj05vQGAwkNQb8ZeNZMP5udjk9mLRa3t3dQeDttfwjXA9aA67yPJz+JJV6Izs+dvD1aWU0uGO4mry0ZEcJBzzUtAUIRROU5Vhp80aIJWFKsR2jTsvYQgfBeBIpoTRLcVnt6/Czr8PPd08pZXerl1e2OfEEYrR7Q9hNBkozTWxv9rK3M4zLH2VDrYvfvr2XSCKJUasFIWjoChKJxxEI8jLMTC+x4/JG8IRjTMmx0BOMMjrfxtVzR7GpvpsOv2IJqnMF2NrYQ6s7REWuldJsK3va/exu8zJvbB6l2Wac7giecByzXovFoWNjfTfTSxxsa1a+dCpyzLy3u4NWT4gPa7vYWNeDNxQlFo8zIkuJpUtIAVLSE1C+EHKtWtBoyLYYKHKYqXUFMMUSZFr06HQgNAKBICYl/mgCX+RT5dpuMrBwbjHwaWB9JJ6kONNMJJak2x9lv8uPNxRjVVUb5TlmmrvDRO2SN3a0YtYK6rpDuENRmrpDlGSZuXRmGbFkkg/2uFi1ow2TQUM0CcGYxBOMMaM0k70dXgw6LSNzLYCGzY1ukklJXCYZkWlhUlEmAHs7/Ozt8PHcpiZmlGb3uaN7V3LqNFDT7iUUkyCgKxghHEtS7DBz7rRiNjf0UNXiJseqIRJPkpTQ7A5jN+oG2Kp63/7wTk073mCcLKvS1/q9nQe8t7X/2zUeW1tLtdONQFDV4oEkeEJR8jONmOIavKEwwWiSYDhGMJZkc30PPcEYbb4Qe9q9TCiyY9Spbk2Vfz8SiQSLFi1iwYIFPPnkk2i1Wnpf47VixQpWrFjBe++916ec3XDDDTz55JN99detW0dNTQ179uxh5syZXHjhhSxbtgytVstjjz3GunXrAFizZk1fnWg0yuLFi7n55pu54YYbePnll7nkkku49dZbAdiyZQtXX301r776KieffDJPPfUU559/PjU1NX3vwXz++edZvXo1JpOJ2bNns2LFCq677jo2btzIFVdcwQsvvMBZZ51Fa2srPp8SznLllVdSUFDAvn37CAQCLFq0iNLSUq699tphzdVgYz3nnHO47bbbBrg1h+rr448/5uKLL6ajo4NYLEZ7ezvPPvtsn9L3/PPPc8YZZ5Cfn09XVxf/8R//wfPPP08ikeDqq6/mhhtuYOXKlQNkbGxsZNq0aWzfvv1zvXR9uMpZJTAWOA0oBlqBDVLKGICUci2w9rClOBAbkG6u6P2cQT+rmxBiObAc+EyTEAqFhi+MxcLFM8to9UT6XGy99ROJBD6fr+/GG4xIJMIf1+wlEImTaTFiNmjwNG/nndeVIMd3+pX/VdrnFcB3Lr4UOe8/qW73UpZl5uSKbLrW/I3/d+c/kBo9OoMRR4aVopxMdmj1ZNtt+BMCV1Dy7l9NfOMbZzN3zAwqm9wEo3GEgIizmrrNNYSklheiDZQXZNG0v4ukRo/ZbMZithJJaPBHIJaQ2C16Mkx64skkEsm4/IwDLC29QfuRuMTpCSOl8iqr6jYfCybkYTXqKLSbSCST7HR6OX1MLnqthjZPCLtJhysQY9boXEbmWgFBTbuPTxp6MOt1nD46B5mUvL+3k65AEm+bD4teg92sRwA6rRZfOEaWxUBxpoV545SVmwa9hnjCRrbFgDccJ9NsIJmUdPqilGeZufS0ciLxBCDwhmO8W/3pYuP6riBd/ghFDhNOT5g1NR0YdBpyUkqRXquhJNtEpzeKNxjF6Q7ijyWx6QWFdhP/cfpIijJNfe1taXTT7Y9SnmOh2x+httNPLJHke/NGo9doqMi10bugwKrXUuAw923F0tITYl+7j1A0wb6OACu3NjO+MCMld5R6V4Amt59oQpJt0RKXAk8wjpSSSCJJgytAMBInkQS9VvD18fmEEwl84SQOs47ybCt6rVbZXsUVJJaU7Gzx4A8lcJj1zB6TQ31XkKoWNz3BGLk2Y9+PlPQtMGaUZfGv6naisTit7ggaQKsVRCISfyRBJJYkDiSTMRxWPdta3JRnWxGAL5wgHFGuxcHi/VRUjhbNf7ii73PJ9X/7wvvbuHEjTqeTX//6132utTlz5gDw9NNP88Mf/pBRo0YB8MADDzBlyhT++tdPjQs//elPMZvNTJ8+nenTp7Nt2zYmTpx4yD4/+ugjYrEYN998M0IIvv3tb/Ob3/ymL//Pf/4z1157LaeeqsTfXXnlldx///189NFHnHHGGQDceOONFBcrP2q/+c1vUllZCShWu6uvvpqvf/3rAIwYoXhS2tvbWbVqFW63G7PZjNVq5ZZbbuHRRx8dtnI23LEOp6/i4mJ+8IMfAKDT6bj00ktZvnx5n3L2zDPP9JXNyclhyZIlfe3ffvvtg746ChRdxO12D2s8h2JI5UwIoQX8QKaU8oPP3ePQ+IH0F2L1fh6gAUkpHwUeBeWlwcPtYPLkyfz+979nT7OLGmcXeSZBPBYhGAzR2OEmGglh0STxB4OcMnUieRkmdrf5++Jy4vE4Go2GZPLgqzd70RmMBOMxfGHFnFpgN2PPNbJnmLLG0GHUCkxaDaVZFkblWtnV0U5Px6d7Abs40PqXTndMx+MPn01FrpVXtzqRwDvPPcbej94DlGDBQ1G48HqCZ1zA6qo2JJKEhGcfuo2/3t5Klt1KQqNHqzPSEZKMLswiw2alMNuOLyIJJHVsScynO2CgyGEiEI3jCycwuBsYnW+nzeOhujlBdWeYbEOS08YVMSbfTiQeZ9G0YvRaDaeOzMVu0lPXHcCgFYQTSWZXZFPbHSLbYiDTrKXa6WdicQYLp47AqNOwvtZFWZaVrkCEdl8YrUbDRSeXsLs1g52tPr45TflCeerjBto9EQocJgwpZSiRVGK2zhyfz7lTi3ljh5NdLW52dIVYcmIJc8bk8N7udlp7wozKtVIdiROOJ0kkIc9hYe6YPPZ2+PjXrjZybEaWnDiCpq4gO50eHGYtWq0GJHQHY7R6QowvtLOysoUFE/LItRjZ0+Gn1RNGo9FQ2+nnuY1xPq7rQquBPJuBokwzKyudxJNJHCY9Le4g7Z4Yeg2UFWdQlmVm3d5OwjFJc08Yb7CDaaVZnDUhj/IcG5OKHTz5UT0t7iD+iJFsq4ECu5H3ajpYU+Mi06xnwcR87GY9p1Rk09Qd4L3dnYzMtXDRyaUYdRoisWRfzFnvAgmDTkO22QAWPYGIn1hSib/0RWJkWvV4glGCMYlWI4jHJb5QnGQ8iUmrRasR2Ew6/r6pgbeq27hxwbgjsvecisrhkPB3D13oCNLU1ER5efmgMU9Op5Py8vK+8/LycuLxOO3tn/6YLCz8NC7VYrEMa4d8p9PJiBEjEEL0paX309DQwBNPPMHvfve7vrRoNIrT6Txov715TU1Ng76MvKGhgVgsRlFRUV9aMpmktLR0SHkP1ufBxjqcvvr3u2DBAkKhEB9//DGFhYVUVlZywQUXABAMBrnllltYvXo1PT09APh8PhKJBFrtF/NjckjlTEqZEELsAXJQAvS/aHYC04HnU+fTgfYj5dIEGDlyJFd/77o+91V9V7DPitPcE6Iky8Klp5YTiiVYsb6OLIuBuWNz+6xF1157LcuXLycWixEKhfqO5zfs4+2qZmYUmYlGwrR1e4nobNRHIRqXhGMJpoywc2Lp2Vg1CTbUOPH6g5g0Cex6STwaJhQKEY9GiEbCWLRJxo8sYdYpZaze2c4N88cQiiX4F4P76AdDbzABGsbm29Hq2sgw6QiFwkPW6yXHbsVi0NETiHDGuFzGFDi495EdtOwfuOpnxyD17x47msUnzmP+hALqXcr+Z0vmTsHd5Tqg3Hupvzq9Aa3egNFkRuiMdDz4Z65edAbzxuTx1q529nX6WPHA/yOh0VOYbacw206zN05Hho0db1oZU5yD1WLGaDSRYzYz64RZbGsNUdsRoK4rgMsb4o2N1Ywdkc3+Nh9Cq2FktoUFEwvwhWO8vqMNjYBYIkF16v2kr213UtXiocMXJj/DqKxOTUoyLXouPqWUFRvqEAi+NjGfYEzS5gnT7Y9SlmNmYpGDrY1u4glJhklPNBHjvGmFOMxGZb+2bS10eEM0dgdxh2NoNYLTx+QyNt/GLqcSdxdNJBmfZ2dSkYNWd4iFUwqp7wrS3B1gTK6NeCKBzajHE4oxelweEwrt7G73UtPqo8BuJhxL0OFLgNBwQlkmF51cwktbnXhCUTyhGE3dIWo7/Oi1YLco7ezt8GPWa9nR4lEsaZE4i6aNIBJP8sjaWmaPyeVrEwvwBqPUdQZ4q7qd7lAUm0HLuAI7ORkGatp8aDSQazNSYDfjMOvItRrZ1+FHr4uQnWGk0R0ky6Ln5Ips1u51sbc9wJg8J0tTqzpVVL7qlJaW0tjYOGhQenFxMQ0NDX3njY2N6HQ6CgoKPlfMU1FRES0tLUgp+xS0xsZGRo8e3SfT7bffzu23335Y46mtHWguKC0txWg04nK5jnjwfbqSOdy++tfRaDRcdNFFPPvssxQUFLBo0SIyMjIAeOihh6ipqTlAcTvhhBNSscFfDMOdoaeB14QQv0XZdLZPIinlu8NpQAihS/WnBbRCCBMQl1L239zob8AKIcTTKO7TO1A8fEeUnU4PG+t7yLMZcPkjxOJJ3q5up9UTxmxQVg02dAV5o0qxUN2+aFL/8WAwGDAYDDgcygrLU04wk1c2hlgiycuVLWSNNDAp38a3sq08t6kJi0FDU3eIinETmbN0PA0bGrCEY0wqtlNgN9Hpi9DljzIm38Z5U4vpCkRZPGME/9jUSHWrh3V7O7n2zDE8+fgjbNpzJyUZWmQiitvrp7rZRYFFw64mFxv2tEIiyu5mF45RUwGJUaehOMsEEhaedQbvmS3EImGikRBuXwBtMkYkHCYWDSPjUZKxCMl4jMJsO5OKbGxtShBPQiyexB8IDnueDUYTE4rsZFsNjMjKY1N9N8Hgwd3K8ViUeCxKJKj8ItrW5Oaul6uo6/TjMOsxapJ0blNUuW5gV7/6b/Y7/99XPmHdPi8jMi2MzbfRk2zl0eu++el11GrZbDDxiM0KWj1hqUNvMLLSaCKpM3H+rb9TYq30WvRaDe6OVnzrXiSpNbBlbwZvvwgJjZ5Rhdms2m/AZrOg1ZuIJDTs8GdQOb4AvVYwvsDG6Hwb8XYfe9r9lGZJ3tvdzu52HxqNhrH5GYpC1uojllCsdwiBNxQFCZlmAwUOE23eMAadhsUzRrCyspnqVh8ZRgMGvRaDTsOk4kzsZh2ecJyTyrIpzrTw6vYWJhTamVLs4MTyLLY09BCIxghGEswoy6DTG6bdF2F6SSZlOVaC0TiZFj2LTxhBOBpnf6cPDRCJx/lgj4t6l7L2x+WL8OH+bt7c2UY0nsBhNeANx3CHY9R3+zHptVRkWcm2GgnFElwzZyQg+PumBiaPcDCx0I5Go2FKsZ2LTiljeqmD+q4Q504tHvb9paLyRVPxk9cPmlf/i/M+d/szZ86kqKiIn/zkJ9xzzz1otVo2b97M7NmzueSSS/jlL3/JwoULycvL47bbbuO73/3u51ZuZs2ahU6n4+GHH+b666/nlVdeYePGjX2uuu9973tccMEFfO1rX2PmzJkEg0HWrFnDvHnz+hSWg7Fs2TK+8Y1vsGjRIubPn98XczZhwgS+8Y1v8KMf/Yh7770Xm81GXV0dzc3Nfa7Sw6WgoIC33nqLZDKJRqOhqKjosPq69NJLWbx4MTk5OX3uTVCsZGazmczMTLq7u7nnnns+l7zDYbhXuHel5t390iUwapht3AH8NO18KXCPEOIvKM/YSVLKRinlaiHEr1CMKb37nP10QGufk/R9nIozzezt8FHstzAmz4Zep2weOiu1WexVs0cO2d5Op4dNDW6KHSbOnlyMXiOIJSVd/ghOT4h543KJxpPUuQJ8sMeFLxKnKNNCuU7DN6cV88KWZnRaZQuEVk+YTQ1d7GlXXHmxpCQcSxJLrWgrzMtmUd6n2x5squ/GH+rA7jAxe4IZb1EbCybksXF/N05PmLV7O/ne3NGUOCxsbujhpPmX89Ydd/FmVStGnZaVlS1kWvRML3UAglgiSXcgSoc7RIcvjEmvJxxLsK62ix0tXuYsv5ezx9oZnWMkFArh8QWobe0m2wj1HT3saelGk4jQ2u2lNZHBe7s7+ua80xcmt2ws0VAAA3GikTD+QBAZjxIJD1Ta/AkN+xq6icaTjMyzMcpuZ+NnuM5jinMo60goLx4vsqP3tx2QLxMJoqEArtDAxcYavYlP6rvJsRkZnWtFAt0t7bS8/yyg/HLoZbDfsI78Es4/43084Thfn1TIuVOLuf6+P/CP/7kNvdGE2WzuW0xSlWUHnZ62QJKw1GK3WZk+dSplk7+Jyx9mT4ePHKueur27eathF9XjivFEwdkewhvTkJuZwSnjCmlp2E+nycT4TDOODAPTShVlLX1blpo2L8mERCApsBuREna1+tjvCrKvPUB9d4BMi4F1ezspybZwxekj+f/snXl8FeX1/98ny81KNgIhYUkAkSUgCIgiiqKtW9XaolVxwdpqa2tbl9Zqv66tVWsX+2u1tVqruLS1KvVrFbd+QVHrUkQQglEEwpZAyEL23GzP74+ZuUwuN8kNyV2SnPfrNa/cO+tnnpnMnHue85wzcUQqJZVNtHd0UDg6nbNn5nHEmAyaWtpY9dleGlo6SE7swIihxdtOU0sHifGxHDcpm2m5TnyiVRHi6ILhfFBSybNrd5GWGMuO6kZe3VhGQXYKk3OGacyZMqSIjY3lX//6F9///vcZN24cIsKSJUtYsGABl19+OaWlpSxcuJDm5mZOPfXUTl2Nh4rH42H58uVcccUV3HzzzZxxxhl89atf9S2fO3cuDz/8MFdffTWbN28mKSmJ4447joULF/a473nz5vHoo49y7bXXsm3bNnJycnjggQeYMmUKjz/+ODfeeCPTpk2jrq6OCRMm+AYh9IXzzjuPJ598kuHDhzN+/HjWrl17SMc6+uijSUlJobS0lNNPP903/5prrmHJkiVkZ2eTl5fH9ddfH3AwAFgeyGnTprFp06Y+DQiQULrlwsncuXONM8IlGJwUFWU1zb7A77z0RMZnp/L8ut0AnH/U2G6zone1v0VTRvqy/jvFp8dlJXPGjDzW7axi1af7KK/zEiNCbloiHcZQ1djC+OwU/rOlkqoGL0flZ3H4qDTOmTWadTv388R7JVxyTAEnTR3Z7bGPnTjcVxaqqaWd217YyM6qRo4qyOKyBeN57J1tiAjjspL4z5YK1pRUExcnjBqWxPWnTCYhPsZXLumtzyqobGjl5KkjWLOtiua2Dhpa2plbkNllXUYnFik3PYnH3tlGe4dhwogUXyLV+17/lPU795MYH8NRBcM5e9ZoXtu0hxmj0/nyzNH8d0sZH2+vYFtZFbsra5h/xGRWf15NSkIcl8wvYOPOCnZ/9AYTMj28uWkXbS1exmXE421uYuuearIThaSYdkora2hpbuZvzyxn9eYKhqcmsLK4nCkJ1fzw6+fS6rW6kLuLG4xLTucLP/9fTinM4ZOyej7fV0f87o957b5rgronJhw+lYefX+Ub4ZjkieW+Bx7iuquDC3498ujj+NWjz7KprJbXNpZR521j8+t/ZffrjwS1/exFZ/KnvyzrdA9f/eNbefYfT2Ni4iHOQ3JSEmNGpNNKPMNSk9lV205VcwepqamcfOKJlCQWNI1/QgAAIABJREFUMHHEMM6bM5Y126v4fNMGPtuxh7RhyRw/ZQzF+5r4cHcDJiaeGeNHkpyUzOa99bR0GBZOGkFWiodFU6x79q3NFRw/KZsJ2an87v8+o7ze8taBYdWn+6io8zItL51L5+cH/X8nIh8aY+YGtXKU09tnmNJ/uL1j239xpu9z/o9f7Ha7/vCcKUOX7p5fQftGRSQee7SmMeZpEUkBMMZ0m98sWikqrfEZZE7C0dz0JF7dWMZJU0aSlhjfY9JZN0meWJ8BkpuexJPvlnDGjLxO2d2TPLGkJXkYlhgPHYZtlQ2kemLYVd3MmMwEPt5Zza7qRkZnJFHrPdDbmxAnfPO4CczOz+zx2O7yOd7WDrJTPeyrs7x3JRUNXHfKZF/NxLc+20d9cwtZqYksPbaAqblpfFJWw8wx6Wwqq2FzeT1zCjL4aGcNSQnxnDYjO+h6oCUVDSAQGyOcMSPPl6h0wogUPt1bhwG2VDRQtr+JKaOG8VrRXrZVNLBocg47G2Ioa03mlPnjiY+NYWRao10GycOpR4yl8LSrKSqtoePwcvLSE1k8Z6zvnB1t72yu4Pl1u/l38T5qmlppabeMsClTp1Ntx7sZY3jt453c93IRba3NHJM/jFjTxvBEYWf5fjaX1zA9P5NkTzwxGFpbDclZecw850oaG5to8TbT4m1meKJwWJaHFm8zFfvriDVWF3FW7jjW76rh+EnZvvbaXXFw3rSu8BJPQlwMR47NoLW9g+fX7sK0BV8oY1hq8kGZ/73V5ewt6TwcpSTAtuVATkocMfPG8Xl5HSUV9Zw0ZSRP3vkwG955HbBqt7lxsiDFxsWTmJTEOT+7m9x5Z5CbnkRJRT1TRqVy4w0/pKJ0JyY2noxhqXjzsthV28bWqhaaOmLJ+sLpTDirMOhzVBRFGYwEW/h8BvACVqHzMcDTwAlYCWPPD5m6EOLO9r61op4J2an88Y3PWbdzP1+elcfpMw6M8uip7qVDkieWuQVZ/OXtrTz74S4aWtqYk58VMMv8h9ur+e+OappaO9hVbZX8qWtupaWtAwPUNLaycfd+PLHCvvqWTi/47o4N+AyT06ePYuKIVCobvOxvbPMVz3bWO2f2GIrK6kiIt3JTZacm8EFJNelJcby+qZyqBi/e9naqG1uYNHIYBdkFlNV0n4Zk7fYqnl9XyunTc8hNT2Tj7lo+KbOOW1Raw7dPmETOsES2VzaQPzyVEyaP5BevFFO8p4at++oZk5lERmIcHzV42bBrP/nDUzh2YjbxcbFMzU33jeJzuqVBDjp/C8sjnJuegCdWmD8xG09sDFNz0zpdz4VTR7O7ro11O/dT3tpB8Z5aCrJTuOwLM0n4pJz1u2qoamwlMymezOQ4jptUSPrxs2lt6+C1oj3srG4kwRNDcvYw7j93JqMzDxS/cBcPX1NSRWFeOmeffwlN+fMxrV4+2lqOR1oZmRxLpsdw0qRMSitrGJkcQ1NTE974NED4oKSK8tpmKyXI2EnIvNNpbWkmOaadypp6YjpayUqApJh29tc1UNfQSHtLM8QnH5T5v7Ul+MEgh40eTuLoYVTUtlBR76W2qY22ILZvb2uloa6Vijov5btqaGk31DS10uht47/vvk3trs2+df3z79QWTjlIs6IoylAjWM/ZH4FbjTFPiEi1Pe9N4OHQyAo9zst8TYkV0LynppnMpHhmjc04KCC5p7qX/uSmJ5IQF0trW0fA7byt7YzLSuKogiyK99SRlexhVEYiU0el8cmeWor31DFlVBqTR6WxaEoOZTVNvfLiOYZJQlwMi+eMZXx2Cp/uraey3uszSopKazh6/HB++uVpvL5pL5v21DI7P4PjJ2Wzr66Z1IQ4RqUn0NEOe/ZbXbCrivcGUQRb7GPHMTlnGJ+U1eFta+vU5ZvsiaOorI6puem8u6WCbRUNJMbHkuKJY1xWCuOyUni/pNrufk321Wp0v7STPLEkxMfa7WsO8ujNzs8iIT4Wb2sHxXvqeXdLBfvsZLLQuej8hfPy8cTG8O6WCrKSPSw4LJuEuDh2VDdS2eAlxRPLpPHD+Wh3Ddsqm5ggMczJzyA+VmhsbefdrZVs2VfPY+9s6zRwxH2POcc7asIIdlQ3s6OqkZyROVQ2eslKSSDFE0dbeiKS2sKUSdm+9m1qaSchPob3tlaQkhjLrBNPZc7SC4mPjWH15nK2VzYyY3Q6N3+pkLKapk4/NpzyU27uuusuTvna5fxzzVbKKmr54uQM9lbVsXbrXpqampg03ENmgtDe4uVLp32BN2pi2VfvZflHu/lkTx2F02dYAzraW2hqaqS5yRpE0t7ixbS10NpywLMXE++hvN5LbnoCR4xJJzc9iftj2qnt5s6dPDq7l/e6oijK4CNY46yQAymxDFjdmSLSZY3MaMft1cBYyT5HpSVy3SmTD/JQ+WdD74m0RA+HjbRG51XWt3TqWioqreHZtbvY39jKnPwMtlc2kp4Ux47KJvKzUjhiTAbrd+6nvK6Zz8vrKatpCjr+xsExTBxjZcGkEczOz+pkmL21uQJvaztpSR4KslNYv6uGsppmTp+RxzubK8jLSLJSNlQ0kJQQw6yxmZ3qTfq3o3Msq+vVMg6n5qb7DCSnC3lCdiofbq8iOzWB3IwkEuKEc+eMobW9g01lNby/rZKjxw+ncHQaU0YN8xUpT4iPOaj9ne/e1s5GsFsTYJUuCmCsuD1ai+eMJS8jkc3lDYzLSsbb1s6F88bxwvoy9tY2k+yJ5fjDRtDQ3MqOqkamj06nsbWD4yeN4Gtzx/HYO9t8A0cC1Z109Lq7oB1NuelJrCre28kQd+9jbkEWE7JT2VXZyLvbqthb08wXC0cxf0I2CyfFcN6csWytqD/oh0Ag71NeXh5fyc6hOW0MG3fX8oXZY/C2tfPZik9obWyhLD6WhOwU8tKTaMpKZxSNHBefRZsxVp60H93Gsbv2M3NMGu9uqWL3/iZ2VjUSEyP84OTDOXFyNl6vl6amJtbtrufl4mrSEuN9mv7nrt+w/N1PaW2xcgkeMSqJEckx1NY3sHPffr5xxrE6IEBRlCFPsMZZCTAH8EWrisg84PMQaAoLbm/YVScexooNpb7YKH8O7jLrnqm5aWyrqCchLo599fWdPD6FeenMGJ3Oxt21xMdaWecT42LZV9dCeb2X9vYOpuWmMacgk/SkhINihoLBrdf/Jd/U0o63tZ159nIn+H/JvHE+j6Gjf9bYTOZPzOaIsRk+w8L/he9uR8fwc7rinEzyjvdnQnYqKzaUUlnfwinTckhLjOeDkirmFVixdBX1LXy8cz9i4NzZVhzZO1sq2FZRz+I5Yw+6Ns55Ovt3x9u5DZW5BVlU1bdQXFbLhOxUslI9B3m05hZkkZbkoXhPGa9s3MP47BSWHD2Om780jT+v3sK44SmcOXM0d760iS376pmel+bLfZfkie3kMfM/vv/94/6elWrpKK1pZlXxXt95+mvLSvWQmBBnpVsR4V/rShmTlcy3Fk4kK9VDkscefWwniO1qsIaT269geAqTc9KYnZ/Ju1v2kZOWyLDEOPbUNJMUH8NJU0aSEBfD+OxUvG0dPPFeCd72OuJjhfSkeLxthooGL9PyhpGWGMfO6ibAGsbujEKdn5pO2rDUTkbwkfMWsCVuXKfUHs4o0qLSGiap10xRFCXowue3AC+JyB2AR0RuAp7BSo8xICnMS/e9XLNSPVw8v6DfspJvrahnX30LCXHCvIJM3wsTrBfzObPGMHtcBmceMZo54zJJio9h9tgMZo7JICkhjpOm5JCelEBlvdfXDXeoFJXWsLK4nOc+3Ol7AX5QUo3l3TLMK8hi1tgspuSm+V7ojv6tFfU0tbRTXFZLVUMLa0qqfOfh4G7HA0aJ6ZS01+GTslpKa5oZl5XM4jljmZ2fyfGTsrGMuWoWThrOnPxM4uNiSYi34sNa2zrYUdUUsAC5g2PsuOP6/I+/YkMp//q4jBUbDuRR9l+vMC+dKTnDSPHEMHlUKoV56ZTVNFHf0s7K4nJWFe8lLkZI9cQxKSet0zG7apNgKMxLJy89kbKaZt95BtrHJccUcNykESyaMoIkTyztruLoANsqGvjPlsDF2sG6F55fV8oT723n5Y17SIiPsbqH4+LIy0ji5KkjGZmWSIO3nfe3VfHe1kq2VdRT19xCRa2XuqZWVm+uYN3OKt7fWokgxMfGUlrTRGyMANLpHnGui+PVKyqtYXZ+Jhcdnc+l8wtY4Iqj9C+kriiRYtTS3/qmSHLfffcxatQo0tPTufzyy/F6ux4MJCKkpKSQmppKamoq3/zmN33LjDHcfPPNjB49mvT0dE488USKioq63dfnn/ef38Xr9XL55ZeTlpbGqFGjOpWJ8mfVqlXMmDGDjIwMhg8fzle+8hV2797tW15YWOg7x9TUVOLi4jjrrLMC7mvnzp0cc8wxZGVlcf3113dadtpppxFoZHRpaWmn4vCRJCjPmTHmRRE5HasA+ptAPvBVY8yHoRQXSnrrDesN7pe989JxvEhgGSnrd9UwPjuVxXPG+uKxJo1MIcUTS15GMmu2V5GXntjn+JvCvHSKy2p9L353V+A7WyrIS7dqQH5QYpUscWomOts+9+FO/vVxGdsrG0lOiPOt4+BuR//uOwfHQMxO8bBgYrbPW+Lsy+35mj9xhK/L7/mPdrG3rolZYzN71Q7+17appZ28jEROLbRyjfl7E93bTR+dwef7Gpiel+HrkjxnljXwYGpuGnkZiZRUNjF51DCfN6grj15v9PqPtnXj6PW2dnDYyFSavG20tHcQI2LX5ew8+rirtnLOxSlg7qw3Oz/T59lMjo/jzc/KqWpoZnhyAmt3VJMQF0N5fTN13lZSPHEkeWJpa/faefEMGckeZo3NJCEuNmCMpf994a7J6T9QRuPNlEiTMOqwSEvg1Vdf5Z577mHlypVWKMJXvsJtt93GPffc0+U269ev57DDDtb+zDPP8Je//IW3336b/Px8br75Zi655BLWrl0bylPwcfvtt7N582a2b9/Onj17WLRoEdOmTeO00047aN1p06bx6quvkpeXh9fr5ZZbbuGqq67ihRdeAOhkVBpjmDhxIuedd17A4959990sXbqUJUuWMHv2bC688ELmzp3L008/zYQJE5g79+AMFitWrAioqzuMMRhjiIkJ1tcVHEGn0jDGrAW+069HH6R0ZbAcwPj+Oi/mtdur2Fhaw6d76hme6vGl+Ohr/I3/i9/dFbitop4dVY20tHUwz2WUufU7XZ3BDEzoyihxG4iOt6a77Zwuxw2lNdQ1tzM5J61P7VBUWsP6XbUcPymbrFQP72zex/PrSjlnVjsLJo3otK4TM+dta/cVQ3fnKUtL8lDTVBvU4IiuRvk63Ysgvv36t4G7axSs7ud5BZnkpSeydV899c3tNHjbeOydbVx3yuQuDWN/EuJjmZ3f2ePnPvaFR+f7Cqt72zp4eWMZozOTGJWWRFtHB/GxQlNrG+0dsYBQvKeWWWMzuHDeOHv/B8cGdnduofqBpCgDmWXLlvGNb3yDwkIrrcwtt9zCRRdd1K1x1hXbtm3juOOO8xVPv/jii7nvvvsCruskmZ05cyYiwiOPPML555/Pww8/zC9+8Quqqqo47rjjePDBB31Fz3vi8ccf59FHHyUzM5PMzEyuuOIKHnvssYBGUE5OTqfvsbGxXXrxVq9eTXl5eaeC5P7n/YMf/ID09HSOOuootm7dyuGHH84999zDqlWrAm6zYsUKLr74Yn75y1/y3nvv8dxzz/mWfe973yM2Npbf/va3nHjiiSxYsIA33niDtWvXsmHDhoCGcV8INpWGB7gMmAV0CoIyxlzar4oGGf7xX07MzzmzRvvyljkjD4v31FFe6+WF9aWMzUwJOqVAT6k+AhlNjtH2tw+2s3F3LZNHBTaAnC5foFOaiN5qCsYz5O9JOXf2GBwDpi+4DZfd1U089d52xO6G88e5Fs+vK2VvbRPVDa2+YPf5E4f74vWm5qYFHA3pxt8IcXvAnOLlXcXTBTLqC/PSmZ2fxd8+2M7ummbaOwztxlBUWuOLreuOtdureX7dbs6Z1cGCSdkB13EGkIB1XdKS4shNTyI5Ps4ewGH9OkyIi8Xb1sHn5fWdjOfuNHQahON3bmu3V/Ps2p3MGG0ZetEwKEBEngROBlKAPcC9xpg/28tOBh4AxgHvA5cZY7bbywS4B6unAeAR4MdmsGT8VkJOUVERX/7yl33fZ86cyd69e6msrGT48OEBt1m4cCEdHR0ce+yx/OY3v6GgoACACy64gKeffprPPvuM8ePHs2zZsi69Q6tXr0ZEOnnhVq5cyU033cRrr71GYWEhP/zhD7ngggtYvdo/Ec7BVFdXU1paysyZMzudS1fZ9cHKsH/EEUdQW1tLbGwsDz8cOCnEsmXLOPfcc0lJSQm4fPr06bz++uvk5OSwZs0abr75Zm655RauueYaMjIyDlq/tbWV1atXs2zZMubPn8/tt9/O/v37ycjIoK2tjaeffpqXX37Zt/4TTzzByy+/zOTJk0NSYzNYP9wy4BqgDtjiNylB4sT8OPE+gC9GxzFGJuUMY3dlEx/v2s++Ou9BMV5d7fdQ4nWSPLFMzhlmxwsZmlraA8aVHQr+sW7+cWE96XeMhAU95HcLBvexH3tnGx/t2k+MBDb6nAETJ00ZwbisFDo6DNWNLWzeW8tzH+7kP1sqA3r/utqP2yPptMmne2o5acoI0pM8neLp3O3v1nxQ2xlobmljZJqHCdkpvegKNH5/u9fvGMxlNU1UNLSwo7KBkspGZo3NZMGkbGaNzWDqqGF42zp6dZ9uragPcC8Y9tu5/aIo7uxuoMAYkwacDdwpInNEJBtYjhWLm4U1UOpp13ZXAucAM4EjgDOB4MpCKApQX19PevqB/2vnc11dXcD133zzTUpKSiguLiYvL48zzzyTtjYrkXlubi7HH388kydPJikpiWeeeaZLz1kgnnrqKS6//HJmz55NQkICd999N++++y4lJSVBnYdbv/O5q/MAGDduHPv376eiooI777yTKVOmHLROY2Mjzz77LJdddlmX+7npppt46623OOGEE/jud79La2srH3/8MWeddRZLlixh4cKF3H///b71V69ezcyZMxk2bBi5ubksXLiQZ555BoBXXnmF7Oxs5syZ41v/sssuo7CwkLi4OOLj43tsi94SbLfmacB4Y8z+flcQIYJNLNufuOOXOgfQWx6HBZNGMDU3ndte2Mine+v4x5qdjBiW0KNHpC/xOu60G/3Z3eQf6xZof915UkKFk+7isgXjuzQUPyipZkSqh7SkeM6elUd8XCy56Ym8tmkPU0YNw9vawdrt1Z3i9Lrajzt5sLtNPHExJHtifelF1pRU+eIAi8tqA3rTnP1WNLRwwuEjmTwqzWdgdhX/5sZ9rR26+j/wH4VbXFbL65v2sK++BU+scPH8ArZW1PPJnjo+2VNHWlJcn+7T2flZtptJoibuzBjjjpp2Rl9MxBq5XmSMeQZARG4HKkRkijGmGCs596+NMbvs5b8GrgAeDKN85RDpTfmm/uCpp57iW9+ybPfjjz+el19+mdTUVGprD2QEdD53VXTc6Y70eDz8v//3/0hLS+OTTz5hxowZ3HHHHfz3v/9l586djBo1iieffJKTTjqJoqIikpOTe9RXWlrK7Nmzfd9TU1MZPnw4u3fv9nnnHL797W/z5JNW1q2f/OQnXHXVVT79iYmJvs89FU8HyMrKYunSpcycOZPdu3d3Kva+fPlysrKyui1inpWVxdNPW7+ZOjo6WLhwIQ8++CD33HMP06dP57HHHmP27NmcdNJJTJs2jRUrVnDGGWf4tl+6dCl//OMfueKKK3jyySe55JJLOu1/7NixPZ5DXwjWONsBJIRSSLiJRNyL4w0KZJS4X5J3nD2dZ9bsAJGgUmn0ZXBDz/Fxh0ZPXZkQnmvgb3yMzkzqlPbCH//KEc52Kz8pZ39jK06akHkFmd2OyAzUloFynLmNYiemrDuD1tmfkxvN6V4Nph0DDZRwBqP4bxsoN5szGMIZVOFtbef06aM6DS7oju7uU3d3ajQhIn/ACulIAj4CVgA/B9Y769g5H7dg5YMstv+ud+1mvT0v0P6vxPK09alIsjJwueiii7jooos6zSssLGT9+vV87WtfA6xg/5ycnC67NP0REV9X2/r16zn//PN9oxAvu+wyrrnmGjZt2hQwKN6fvLw8tm/f7vve0NBAZWUlo0ePPmjdBx98kAcf7PwbJDc3l/Xr1/PFL37Rp8eJpeuJtrY2ysvLqa2tJSvrwLNj2bJlXHrppVgRBD3z0EMPccwxxzB9+nQ2bNjAtddei8fjYcaMGWzcuNFnnP3zn//0bXPOOedw1VVXsXHjRl588UXuvffeTvsM9tiHSrDdmo8D/ysiF4rISe4plOJCSW/THfQngbp33F17Wake5hRk0djS3udUGl0RqAuzu67HQ6Gn/R3KNeht12tfunzd2hPihOzUBCaNTOH4SdnMzs/q9tzchkig9BJOrjXA1/05Oz+LxXPGsmjKyC7bxNn+1aI9/PWDHTy/bvch38vOCM9cl/fOX6dzfkmeWOZPHMERY9J99+s7WyqtGqqDGGPMd4BhwPFYXZlerLhb/xuqxl6PAMtrgFQJ8DQ3xjxkjJlrjJk7YkT0GadKZLj00kt55JFH2LRpE9XV1dx5551dduEVFRWxbt062tvbqa+v5/rrr2f06NFMnToVgKOOOopnnnmGvXv30tHRwRNPPEFra2uXAew5OTls3brV933JkiU8+uijrFu3Dq/Xy09+8hOOPvrog7xm3Z3LnXfeSXV1NcXFxTz88MNdnsvy5cv59NNP6ejoYN++fVx33XUceeSRnQyzXbt2sWrVKpYuXRrU8cvLy3nggQe4/fbbARg/fjyrVq2ivr6eNWvWMGHCBLZt24bX6+3UhZqYmMi5557LkiVLmDdvXth/PAVrnF0N5AB3YQW3OtOfQ6Qr5PS3IeJPd0ZEoJdpoJxboTQeuzNa+jP2rDsO5Rr01tjyb8eezq2r/c/Oz+L8o8Yyf+KIoDU7nqlVxeXd5h5z8s4567j37+itqu+cZ65geBI5aYkUDE865Hu5MC+dk6aMZLGrwkB37eq0zdrtVXhb28lOTWBjaQ3Pr9vdL3Fi4brveosxpt0Y8zZWXeGrgHogzW+1NKyYXAIsTwPqdUCAEiynnXYaN9xwA4sWLSI/P5/8/HzuuOMO3/LTTz+du+66C4C9e/dy/vnnk5aWxoQJEygpKeHFF1/0xUH9+Mc/ZubMmcyaNYuMjAzuu+8+nnvuuYBB8WClvli6dCkZGRn84x//4OSTT+ZnP/sZixcvJjc3ly1btvD3v/896HO54447mDhxIvn5+Zxwwgn86Ec/6jQgITU1lbfeeguA3bt3c9pppzFs2DBmzJhBTExMJ28WWIH48+fPZ+LEiUEd/4c//CG33norqalWL9RNN93EypUrGTt2LGeffTZz587lpZde6tSl6bB06VI2bNhwUJdmOJDB8ryYO3euCZRULhhCEX/mZHg/3lUnMZro7pxDpb2ndg7mOvT1WvV0bv15L6wpqWJlcTl56YldxpA5I3id2qeO18y/1NaIVA/76lt8uvv7nnWn93CPRPVPAeKMNnVXdnDyprnz1x0Kh3LficiHxpie+2b6ARH5M9AAFAFLjTEL7PkpwD5gtjGmWET+AzxqjHnYXn45cKUx5pju9t+XZ5jSNwpufMn3uTcxZyX3fClkmpTwccYZZ3D11VcfZKDt2LGDKVOmsGfPHtLS/H+P9Z3unl9B5zkTkXjgGCDPGPO0/UDCGDPg+zXctSb9C2gfKv4xR+EwPLrDf9/dxf+EKiFoTzFmwcSg9TV5cE/n1p/Jif2P1VXQ/raKBvbUNDEuK/mggRmBYuD6W6ezP6eQ/Da7QgQETjjsThqc5DlQasqdaLkn/O/HQKNbI4mIjAROAl4EmoAvABcCS4D/AL8UkcXAS8CtwMf2YACwwkCuE5EVWIMIrgd+H94zUBQlWE488UQWLVrUaV5HRwe/+c1vuOCCC0JimPVEsHnOZgAvYMVbjMEaNn4C1qik80OmLky4s+b3V4D6oSTeDFSnsr8Mtd4E34eqekJPBms4ssT35tz6aiz7x50Fan8n7sspaeXfDu59BJPzri90ZQj649+Gh3Ld/O/HQKNbI4zB6sJ8ECv8YztwjTHmfwFsw+x+4EmsPGcXuLb9EzAB2GB//7M9T1GUKOSGG27o9L2hoYGcnBzy8/N55ZVXIqIpWM/ZH4FbjTFPiEi1Pe9NIHB2uAGG87Kpqm9hW0X9IRUb74meXmD+noP+HskYjeVxAnkso6kLuL9Ti7j/BprvDr6PRDv0xhD0N1x7q9e/PaLt/jTG7MP6AdrV8n8DBydgspYZ4AZ7UhRlgJGSkuLL0RYpgjXOCrF+IYKdwdIePh58yvgop6mlnRUbSimraQ46M39v6OkF5u856O+XVaRe+G78jZ1QeCz7k/5OLRLo3Jxr3VWZp3Dn4guWvhqu/u0RDfenMrhxx5UpSrQTrHFWgpV40RetKiLzgP4rXR8h3EHOPRWODiX+hsBgfFm5z9FteEDgmozBEEoDJlzXoCtDJ5prUEabp0tRFGUwEaxxdgvwkog8CHhE5Cbg21hZrwc07gSgJ9kj5SLhpRiMxpg/3cVgHeq5R7MBEyxdxeKFs3JCbwnF/RrNnkJFUZRwEpRxZox5UUROxyrk+yaQD3zVGPNhKMWFg0AxP0ro6S/PSzD7CfTSjyZD4FAGj/Q3/ZHmpK8MBkNbGfiM/s6ySEtQlOBTaRhj1gLfCaGWiBANHqtQv/iiyRBx6K92D2Y/gV76XRkC0dBW4eoydJ9rf6Q56SvaVapEA3HDgiuRpCihJGjjTAkdoX7xhdsjEQ0GjptAL/2uDIFo8N4+VxJCAAAgAElEQVREItatJ8Mo2tKcKIqiDGbUOIsCQv3im5CdSnFZbUhShAQiGgwcN4Fe+l0ZApH23oTTsO3NuarhpCiKEj7UOIsCQv3i22pnfA9FipBARNrA6QuRMkL8SyNB6A3bYJLkKspQo62u0vdZuziVSDFkjbNo63oLJeE2lgIZOEOpvQ8F96jhUBa874qBbFArSn+y+w9LfZ97qq2pKKGiS+NMRJ7ATjjbHcaYS/tVUZiIZNdbuA2VaOiSirauzmgj0qOGe3uPqLGtKIoSOrrznLkTzGZj1dH8F1aNuXHAWcCAHXMcSU/BUDRU1DPTPdFgQPeGoXgPK4qihIsujTNjzB3OZxF5FfiSMeYt17zjsJLTDkj8y+YAURmIPVgYaMaH0j1D8R5WFEUJF8HGnB0DvOc3731gfv/KCS/uX/9AyDwB/l1AbkNFu4eUgYga24qiKKEjWOPsI+AuEbnVGNNkFzy/A1gXOmmhp7v8V/1Jd11A2j2kKIqiKIqbYI2zy4C/AjUiUg1kYhVBvyhEusKC/6//SGQ+1+4hRVEURVHcBFtbswQ4VkTGAnlAmTFmRyiFDSa66wIazN1D2mWrKIqiKL0nJtgVRWQ4cCJwgjFmh4jkiciYkClTBjxOl21RaU2kpSiKoijKgCEo40xETgA+xerGdEZoTgL+GCJdyiCgMC89IglVldDS1NLOmpIqmlraIy1FURRlUBKs5+y3wPnGmNOANnve+8C8kKhSBgVOl612aQ4u1COqKIoSWoIdEFBgjPk/+7NTNaClF9srPRCu+CyNA1P6ig5iUQYzWrJJiQaC9ZxtEpFT/eZ9AdjQz3qGLOHyRhSV1rCyuJznPtw5pLultGvu0FGPqKIoSmgJ1ji7HnhKRJYBSSLyJ+Ax4EfBHkhEskTknyLSICLbRWRJF+uJiNwpIrtFpEZE3hCRwmCPM1AJV3xWYV46eemJlNU0D+luKe2aUxRFUaKVYFNpvCciM7EGBPwF2AnMM8bs6sWxHsDqCs0BZgEvich6Y0yR33rnAZcDx2HV8bwTeAKY3YtjDTjClVIjyRPL4jljO5WtGopo15yiKIoSrQRlnInIQmCtMeZev/kLjDHvBLF9CrAYmG6MqQfeFpEXgEuAG/1WHw+8bYzZam/7JHBtMDqV4Iim3GruGDgIX33TaGoDRVGiB++ez32fE0YdFkElylAm2ID+N4BiETnLGLPFNf9lIC2I7Q8H2o0xn7nmrQdOCLDu34HzReRwYBuwFHglSJ3KACNc9U0VRVGCYc+ya3yfdXCAEimCjTlrAO4D3hGRU1zzJcjtUwH/4J4aYFiAdcuAt7DyqjVhdXMG9JyJyJUiskZE1uzbty9IKYpDNATFu2PtNC+aEi2ISIKIPGLHx9aJyEcicrpr+ckiUiwijSKySkTyXctERH4hIpX2dK+IBPusVBRFCdo4M8aYh4FzgUdF5PpeHqeegz1saUBdgHVvA44CxgKJWAXWV4pIcgBRDxlj5hpj5o4YMaKXkpRoCIp3j/zTUYBKFBGHFVt7ApCOlXz7HyJSICLZwHJ7XhZWneGnXdteCZwDzASOAM4EvhU+6YqiDHSCLt8EYIx5GzgGuFBEniB4z9lnQJyITHLNmwn4DwZw5j9tjNlljGkzxjyGVWh9Wm+0Kj0zEDxV0eDdU4YexpgGY8ztxpgSY0yHMeZFrDCLOcBXgSJjzDPGmGbgdmCmiEyxN18K/Np+hu0Gfg1cFv6zUBRloBKscbbV+WCM2Yk1kjIOOMibFQhjTAPWL82fikiKiCwAvow1CtOf/wLniUiOiMSIyCVAPPB5gHWVPjAQPFXh8O6pAaj0hIjkYMXOFgGFWDGzgO/5tsWej/9y+3PAdEAamqEoSiCCMs6MMbP8vjcbYy40xvTG8/YdIAkoB/4GXGWMKRKRcSJSLyLj7PV+gfUwWwfsx4o3W2yM2d+LYymDgKaWdryt7cwryAqpdy8auneV6EVE4oGngGXGmGJ6jqH1X14DpAaKO9PQDEVRAtHlaE0RucQY84T9+fKu1jPG/CWYAxljqrDiMPzn78B6mDnfm4Hv2lNI0BJGA4Oi0ho+KKnm+EnZIb1Okcx5pvdidCMiMVge/hbgant2TzG0/svTgHpjjEFRFCUIukulcSEHuh0v6WIdg5WUdkDhTt+gKRuil3AZTYFynoXLaNJ7MXqxPV2PYCXOPsMY02ovKsKKK3PWSwEmciCGtggrdvYD+3tX8bWKoigB6dI4M8ac4fq8KDxywoNmhx8YhDpRbHcGWLiMpmDvRfWwRYQ/AlOBLxhjmlzz/wn8UkQWAy8BtwIf212eAI8D14nICqwfsNcDvw+fbEVRBjrddWsGG4/W0X9yFCV8dGeARdJrFwj1sIUXO2/ZtwAvsMcVLvYtY8xTtmF2P/Ak8D5wgWvzPwETgA329z/b8xRFUYKiu27NNqxffV0h9vIB9zNeX3RDh+48Tt0ZYNFW3km9veHFGLOdblIFGWP+DUzpYpkBbrAnZYARmxo9//fK0KU742x82FSEGX3RRReh7LLrzhCPNgOsOwaSVkUZyIz57uORlqAo3cacbQ+nEGXosnZ7Fc+vK+WcWe0smNS/6QQGiiGuMWWKoiiKQ7CFzxGRs7FKmWTjcvcbYy4Nga6Qot2a0Yb4/e0/DtXjFG5jSe9JRRl4FNz4UpfLSu75UhiVKIONoIL+ReQ2rIDWGKxC5JXAqVhJYgccE7JTGZHqYUJ2as8rK32mpwz8s/MzOf+osczOzwyzss64dYY7Me1AKKWlKIqihIdgM/xfDnzRGHMt0GL/PQsoCJWwULK1op599S1sraiPtJSIEq6yRT0ZOtFSRsqtM9zGUiTbINj7QMtcKUOBxs/f902KEimC7dbMMMZstD+3iEi8MeYDETkhVMJCSW56Eo3eNnLTkyItJaJEWy6vSOPWOZQC8IO9D7TrVRkK7HvuZ77P+T9+MYJKlKFMsMbZFhEpNMYUARuBq0SkGqgOnbTQsap4Lx/vrmFV8V4unl8QaTkRI9pyeUWagaKzvwn2PhgoRraiKMpAJ1jj7GZguP35JqwiwKlYxcwHHGfMyOv0d6gyVI0RpTPB3gd6vyiKooSHoIwzY8wK1+f3gcNCpigMZKV6hrTHTIl+NLWGoijK0KU3qTSSsYyyTkMcjTH/6W9RgxV94Q4MqupbWLGhlDNm5JGV6gn58QLdFxrfpSiHRnfpLRRloBCUcSYil2LVkWsB3AWADTAuBLoGJfrCHRis2FDKvz4uAwiLh7WotIaVxeUUl9WyeM5YkjyxIY/v0h8KiqIo0UuwnrN7gcXGmNdDKSZcROrFpAHVA4NwxyQW5qVTXFZLWU0zRaU1vpQaoTTg9YeCoihK9BKscdYCvBFCHWElUi8mDageGIQ7JjHJE8viOWN9PxjCgf5QUBRFiV6CTUJ7C/AbEckOpZhwodnYle6IRLLVcCehjZbEv4qiKMrBBGucfQacDewVkXZ76hCRAZkqXF9MSneEu3SToiiKorgJtlvzCeBx4Gk6DwhQlEHHYA/G74/jR/ocFCVUeHImRlqCogRtnA0HbjXGmFCKUZRoIFLB+OEyePoj5lIHFCiDldzL/l+kJShK0MbZo8AlWN4zRVH6QFeeuYFU61QHFCiKooSOYI2zecDVIvI/wF73AmPMwn5XpQxatDusa89cNNQ6Dfb66MhjRVGU0BGscfawPSlKn4jG7rBoMRijweCJxuujKIoy1OjROBORWGAi8HNjjDf0kkJPtLyMhyKH4h0K9fVSg+QA2l2pDHXq1r3i+zxs1mkRVKIMZXo0zowx7SLyXeD20MsJD/oyjhxdeYe6M8BCfb3UIDlANHjvFCWSVL16v++zGmdKpAi2W3MZ8G3gDyHUEjb0ZRx9dGeAhfp6qUGiKIqiRBO9GRDwPRG5AdiJVfAcGJgDAvRlHH10Z4Dp9VIURVGGEjogQIkKotUA0/hERVEUJdwEVb7JGLOsqynUApX+JRJ1I4MlGrVpKaehiYhcLSJrRMQrIo/5LTtZRIpFpFFEVolIvmuZiMgvRKTSnu4VEQn7CSiKMqAJtrYmIvJ1EVkpIp/af78eSmFKaIhGY8MxytZur44qbU0t7Xhb25lXkKXxiUOPUuBO4C/umSKSDSwHbgGygDVYZe0crgTOAWYCRwBnAt8Kg15FUQYRQRlndvLZG4G/A9+3/95gz1cGEIV56Rw/KTuqjI0DgwFMVGkrKq3hg5JqEuJjhmyXZjR6M8OBMWa5MeZ5oNJv0VeBImPMM8aYZqxR7DNFZIq9fCnwa2PMLmPMbuDXwGVhkq0oyiAh2JizbwInGmO2OzNE5FVgNfDzUAhTQkNPsV2RiLFyDwaIJiNIR/Vq2pkAFALrnS/GmAYR2WLPL/Zfbn8u7GpnInIllreNcePGhUKvoigDkGCNsxRgn9+8SiCpf+UokSYSL+NoHQwQrbrCiRqoB5HKwc/CGmCYa3mN37JUERFjjPHbDmPMQ8BDAHPnzj1ouaIoQ5NgjbNXgKdE5EZgB5CP5TF7NVTClMigL2PFjRqoB1EPpPnNSwPqulieBtQHMswURVG6ItgBAVdjPXzWYz181gGNwPdCpEuJEM7LOJq6F5XODNU4sCihCCvYHwARScEqb1cUaLn9uQhlwJA08SjfpCiRIijPmTGmFrhURC4DsoEKY0xHKIWFg3DEV2merL4RDe0XDRrcaBxY6BGROKznYywQKyKJQBvwT+CXIrIYeAm4FfjYGFNsb/o4cJ2IrMBK1n098Ptw61cOnZHn3tYv+ym48aWA80vu+VK/7F8Z3ATbrYmIpAOTsWIqcFL3GGNWhkRZCHFett7WDj4oqQJC95LTF2nfiIb2iwYNbrTrOSzcDLjf0hcDdxhjbrcNs/uBJ4H3gQtc6/0JmABssL//2Z6nKIoSNEEZZ7bH7AGsLs1G1yKD9SAaUDgv23kFmSFP3RANL9Jo8/z0hmhov2jQ4EbjwEKPMeZ2rDQZgZb9G5jSxTID3GBPiqIoh0SwMWc/B841xuQYY8a7pqANMxHJEpF/ikiDiGwXkSXdrDtBRF4UkToRqRCRe4M9TjA4ub5m52eFPL4qGmK4ojHxbLBEQ/tFg4ZQoLFriqIo0Umw3ZpxwGt9PNYDQAuQA8wCXhKR9caYTsGyIuIBXrfXPx9oBw7v47E7MdQ8D5H2/PTGczeQvXwDjWjrrlWUaGD/20/5Pmccd1EElShDmWCNs18AN4vIzw5lIIA9omkxMN0YUw+8LSIvAJdgVR5wcxlQaoz5jWvex709pnKASBujvTEC1GAIH5E22hUlGql552++z2qcKZEiWOPsWmAUVsmmTuVMjDHBpLU+HGg3xnzmmrceOCHAuscAJSLyMnAUsBH4njFmQ4B1lQFAb4yASBkMQ9FjF2mjXVEURQlMsMbZxX08jn/WbOicVdvNGGARcDbwf8APgP8VkSnGmBb3ilr6ZGDQGyMgUgaDeuwix1A0jBVFUboj2Dxnb/bxOD1l1XbTBLxtjHkZQER+hTWsfSqda9Zp6ROl39AuvsihhrGiKEpnghqtKSIJIvJzEdkqIjX2vFNE5Oogj/MZECcik1zzusqc/TFWig4lDAz1EXvO+QODckTmQMAZPa2GsaIoikWw3Zr3AaOBi4CX7XlF9vz7e9rYGNMgIsuBn4rIN7FGa34ZODbA6k8C14vIF4BVwPeBCuCTILUqvWCoey2G+vlHAxr7pvSWrrLvK8pgIVjj7CvAYbaR1QFgjNktIqN7cazvAH8ByoFK4CpjTJGIjAM2AdOMMTuMMZ+KyMXAg8BIYC1wtn+8mdI/REt3XqTijqLl/BVFURTFIVjjrMV/XREZgWVkBYUxpgo4J8D8HdgloVzzlgPLg913tDGQApyjxWsRKQ9WtJy/oiiKojgEa5w9AywTkWsBRCQX+C3w91AJG8hoV1nvUQ+WoiiKolgEa5z9BLgXq5hvMrAZeBj4aYh0DWjU0Og96sGKbppa2lm7vQoQZudnRr1HWFEUZSATbCqNFuAa4Bq7O7PCLvCrBEANjehgIHUvRztFpTU8v64UgIT4mJDc33q9lGggdeapkZagKEF7znwYY/YBiMgRwC3GmPP6XZWi9AO96V5Ww6B7CvPSOWdWOyAh8whrOIASDQw/7XuRlqAo3RtnIpIM3ISV+mIzcDuQDfwa+CKwLMT6FOWQ6U33shoG3ZPkiWXBpBEhPYaGAyiKolj05Dl7ADgSeBU4HZgBTMEyyq4wxlSEVp6iHDq96V5WwyDyaDiAoiiKRU/G2anALGNMuYj8HtgBnGCMeSv00hQlfKhhoChKOOgugW7JPV8KoxIlmunJOEs1xpQDGGN2iUi9GmaKoijKYKXyld/7Pmv8mRIpejLO4kRkESDODP/vxpiVIdKmDFE0OF9RlEhRv/5V32c1zpRI0ZNxVo5Vcsmh0u+7ASb0tyhlaKPB+YqiaP1MZSjTrXFmjCkIkw5lCNGTZ0yD8xVFUZShTK/znClKX+nJM6bB+YqiDEV0sIDioMaZEnbUM9YZjbFTFEVR3MREWoAy9HA8Y4EMkaaWdtaUVNHU0h4BZZHB8SQWldZEWoqiKIoSBajnTIkqhuJgAPUkKkMVDfpXlMCocaZEFUPRUNEYu8GHiGQBjwCnABXATcaYv0ZWVWRQA0xReo8aZ0pUoYaKMkh4AGgBcrBqE78kIuuNMUWRlWWhgecDj3Bes0M1qLvSEQrtg/0eVuNMCTsaAB+d6HXpH0QkBVgMTDfG1ANvi8gLwCXAjV1tt2F3TVR4maJBg9I7urpm3RkpobjOh7LPcN5voThWqAxBMcaEZMfhRkT2Adu7WJyN1bUQaaJBR8Q1iCcpJcaTnNvR0lhmWpoaIqmFKGgPm4jrGKDXJd8YMyLUYnqDiBwJ/McYk+Sa90OsusRn+a17JXCl/XUy8GnYhAYm4vdhlKHt0RltjwP0R1t0+fwaNJ6z7h7QIrLGGDM3nHqiVUc0aFAdqmOg6DhEUgH/obc1wDD/FY0xDwEPhUNUMAzwdu93tD06o+1xgFC3habSUBRF6V/qgTS/eWlAXQS0KIoyAFHjTFEUpX/5DIgTkUmueTOBqBgMoChK9DNUjLNo6TaIBh3RoAFUhz+qozPRoqPXGGMagOXAT0UkRUQWAF8GnoissqAYsO0eIrQ9OqPtcYCQtsWgGRCgKIoSLdh5zv4CfBGoBG4cqnnOFEXpPWqcKYqiKIqiRBFDpVtTURRFURRlQKDGmaIoiqIoShShxpmiKMoQQEQk0hqiDRHJFpH4SOtQFH8GvHEmImmuzxF5+IhIbCSP79KR7PocMS0ikiUicVGgY6qIjIoCHceLyJxIHd+l4yQROVdEIvp/LyILReQ+ERkfSR1DDeMKMI70PRBpRKRARN4Bngf+JSIznef4UEREpojIiSKSbX8fsoZ8tLTFgP0HFZHRIvIasFxE/iEioyOk4bfAedD54RdmHeNE5DngcRF5RETSI6FFRMaKyIvAU8DTIjImgm1yIVZeqUsgMtfGbo9XgX8AGeE+vktHloi8BDwH5AEpEdIxVkReAVYCPwBqI6FjqCEix4nIv0XkdyLyHQBjTEekdUUKEUkC/gx8iFUDtRa4HVgaQVkRQURiReRh4H3gVuAtETkrUs/tSBJtbTEgjTO7sPDfgRKsh3wm8AfgzDBqOAt4DbgUWCQih9nzw2pli8jXgfew6oo+ABwJPBJuLSJyI9bDbhvWQ248cJ+9LBL32WTgE2CCiBxn6whne/wPUAx8bozJNcb8X7iOHYCvAzXGmExjzO+MMXW2xnC2x0PARqzakfHAm8BZ3W6k9Bk7x9pzWAZxCVbutZvdXvYhyBggEfiDMWYv8E1gLXCx8xwfQhQChwETgVOAR4HficjCiKqKDFHVFgPSOAMmAbHA/xhjioCvAKXA+SIyMUwaMrCMj0uAkcBpEF4Pjd11eBhwizHmOmPMKuBLwDkikhdmi98LfNkY8z1jTDmWoTZSRCScv9JdhmAF8F8sL9EpIpJqjDFhNEjmAW8aY75r61poe44Sw3R87OPGAAuAV+zvF4rId0TkCKwXVDg0eID9wCxjzA+AZKz7JSIevCHGmcByY8xdxpjfAEuAC4EvDeGuTQGmY9c/NcbUYiUNLgWuiqCusCAiaa5rfwxW8e0KoMMYcy/Wj/2lIjIhYiLDhIjMEZFx9tdjgXHR0hYD4p/TdkPjCtxsBmYDbQDGmHrgb1iF3M8NsQaPPWs58Kwx5iWs7rP5InK0vU7IDACXjjhjTBtW1vH/dWlLBtYBSaHS4KcjwZ71O2PMuyJSKCIfY3X1rgWWuG7+UOqIg07dNZOBx4GXgVnAfHt5SAxWlw7H4LkemCgit4vIh8D9wLPA8yIyNhQa/HTE2bNSsTwFe0XkMeAW4ASsX4U/CoOOeGNMizHmBmPMNvt7A9AIzLHXGRDPoYGA/eJ1P3+8WF5sAIwxrwH/B3zVPX8oYYz5DMuLe6trdjHwDlAwWGMhRWSSHWbxV6xwoHxgE7BDRGa5np13Y5UbOyJCUsOCiHwN6wf8NfasdUCZiMyMhraI6oeiiGSKyFPASwDGmFb7Qb4ZWA38xLX6W8DnwOEikhNCDS22N6jBGLPfXu1JLC/EqSKSHAoDIIAOxzAtNsZU2JpasLp4AXb2t4YudHjtv+32KtnAfcaYDOBmLK/mDf1toHXVHq4XfR2Wm/p5rLY4T0Qesrt5Qqmj2TacP8cy4L+PVeZjFlZ37zDgKrtrPpQ62kQk1vYKbAF+C9QaY6YZY84HfgUcJyInhlhHq2uZAM598iIwzfZoDtn4p/5CrID2N4BlWPGeufaiz4BW54ejzX3AXKweiKEa/H038BURORx8z69PsNqkPpLCQoGIfAOra/sj4Aas98QtWA6NvVjdeAAYYz7GMl4vtreNajuhD4wC3gXyRGQRsAvYA5zqrBDJtojaRre7J/8O5GM13hX2Isfw+StwoohMA59HZDWWV6A6xBo6tZsxphh4A+sFvKg/jh2MDnGNLnIZhGcAn9mGWiR0vGmMedT+3AD80dYUd/Ae+1+H60U/DnjXGNMEDMeKDZwMbAi1Dg7cHzdjdfX+CesSFWMZRV/D8miES8evsbxnBS7v83/s5SNCrcO5P4yFc33asV6CYe3mHWyIxQ+wjOGVWN6gfOBn9iofA03AF51rb4zZhhX0HLHBMlHAv+3pcde8jfbfkPY6RIjxwE+NMTcaYzYBFwEXYBnva4E5InKya/1ngakikjTYfjy5fowYrK7sbVjtsRfLkzYvGtoiao0zm78C38LqErpeRBLtB3w7liG2EfiNa/1irDiC7BBraHcsaNeF/htWnNOxIvI/tpcmL4w6HAPpaA50c35DRG6T/g3+7VaHg8sIKAda6P97rSsdznG3Ab8WkXVALvBPYDeWkRJqHS22odgOvG2v5xinDVj3SX+P3gykw/FabcLq/j4S2xgzxmzH6gLfHQYdgf5f3sCK8Uj1m6/0AtuwKgCuN8b81BizAfgGcIGIDDfGbMSKm5lN55CP7ViegiGJ7fG/EhguIi+JNaDpTSzP0p6IigsND2L1IjihKI1YHvUk4Bms9+YP7K5OsGJmX7N/3A4qXLHH6VjPq9XAaOCLxphfYD2ffyAiBfYmkWkLY0xUTMAULK/XCPt7HJBqfx6DFSfxK79tDsPqsnoGuAKrz/gRICbUGgIdA7gN6MD65/5KONrC0YEV5OoBVgDfwfpVWAacFU4d9ud4++80rBfDH5x5YdAh9nSbfexv2POPAn4PFESgPWJd27+P9Qs2LP8rrvsj3v7/eBv4KZY7/1VnH2FuD8EaDPAf4Jt9aYuhPHGgNvJ4INP+7MHyGq8FptjzsrG6sLYBl2MZaTuAr0b6HCI92ffw17HS3VwbaT1hvGeOxOpF8Njfp2MZbxvtZ8Q+4JRI6w1xG9xt/1/EADcC/8JysnzH/hvRtoiGhooFHsay3Fdi9fufFWCdr2ANBZ/szLP/zgB+jDUa7eYwa4ixp1is+LdW4EcRaAvnBTwHyziswBrBGXYdWN1Ux2LFFFVjjagNqw57fh6QFOF7NAbrZXmE/Y9fA/wkAjqcB3AB1ki9R4EfR6g9nAdjht0mR/fHNdKp03PgZOC/9menvQW4Dis+tgi4JNJ6o2ly2mmoTMC1WAPa3PNisWIRl0ZaX5ja4F5ggf35r1jd/x/Yz6k4LI/ZpRHTFwUNdASwCuvXXRyWobUVWOi3XhZW18xy1zyP+8aKpAbgJGBYBNsiHsjB+gWQGkEdcVhekYsj3R7230PyovZze6RidTVFsj3c/yt9ehH1x3Vx2qav12aoT4Gee1jxZo8Eut59eU7qNPAnDjg1/obttcZKH/Jb+uBFH4gTcCfWD5WPsbz8v8XKXTov0tqMiZBxBqRx4FfelcBW+7Mz729Y3ZMT3DcVluu1CGu0UTGwJAo0XBwFbfEpcEGU6LgwCnT06d7Q9oheHTp1alu30ZVr/xUsr/WX7e8/Au4CMiKtWafomLB+UL2K1duzGquL+wuR1hWBdliKFft6sf19KnAHMDHS2owJs3GGNUz5Vfvh8TzWqKLj7Aaa5VrvCGANcI7f9guwklnuAL4+UDWoDtWhOnQ6xOshuLxfWCkQtmLlGQTLiF4F/NC+Hp8Dx0Rat07RM2GFAnVgxST/MNJ6ItgOifQhFjrUU9hGax5CnpUN2EO9xap5dSTwOpa7fpyx0zUMNA2qQ3WoDuVQsPPnGWONfh0rIiuxRiH/1hjzfXu1I7AGaXwX+Isx5jBjzHuR0qxEJZ9iGe/jjTG/irSYSGGMaTauPIxRRxit1DuBK1zfx2DlOcrDill5GjjJtfwsrO6QZPt7CpA20DWoDtWhOnTq43V5ACtP3EN+82OwkhxfE2mNOumkU9+mfksMGgQPYife7CLPykTgGhHZYqwcTEdh5Ybff3MAAAl8SURBVBZpBF9C08GgQXWoDtWh9Bo7b+IHWF3Ek4wxW+35cUC7sRJk1mEFNiuKMoAJm3FmjNkFVrJJY4zXzuwfA+w0VtLO32H9Un9JRPZjZXO/aLBpUB2qQ3Uoh0gZVqD/h+BLPG2MXbpMUZTBQzg9Z0CnUiEnAp8au8yQMWajiCzGSo5XaIxZNpg1qA7VoTqU3mBfhw/t7OYx5kA9W0VRBhlhN85cZW3mYSWORUSuwvrV/XNjzBqsUUaDWoPqUB2qQzkUbCNNDTNFGcREwnPWbsdIZAEjRWQ1Vubyy40x+4aKBtWhOlSHoiiKEgintEd4DyoyA1iPNRz/1yYCw3mjQYPqUB2qQ1EURfEnUsaZB7ga+IMxpjnsAqJEg+pQHapDURRF8ScixpmiKIqiKIoSmLBVCFAURVEURVF6Ro0zRVEURVGUKEKNM0VRFEVRlChCjTNFURRlyCIiJ4rIrl6s/4aIfDOUmoJFRB4TkTv7sH29iEzoT02ufd8tItcc4rYfiEhhf2saSKhxpiiKooQN27iptuu1KmEikFFpjEl1arT287FGAJcCf7K/jxWR90SkSkR+7bfuKyIy128XvwJ+2t+6BhJqnCmKoihhQUQKgOMBA5wdUTFRhp3oebBwGbDCGNNkf78JWAaMB85xjDEROR/YalcZcfMCsEhEcsOkN+pQ40yJKkSkRESaRKRORPaLyH9E5Nsi0uO9KiIFImIG2UNOUQYTlwLvAY8BS90L7C66B0TkJfv//30RmehabuxnwWbb8/aAXWcUEbldRJ50rdvpWSAiXxeRT+z9bhWRbwUrWES+KCLFIlIjIvcD4rf8cnvf1SLyqojku5adIiKf2tv+QUTedLxXInKZiLwjIveJSBVwu4hMFJGVIlIpIhUi8pSIZLj2d6SIrLXP42kg0bUsU0ReFJF9tpYXRWSMveznWEbx/XZX5v2uNj3M/pwuIo/b228XkZud566t9W0R+ZW9720icno3zXY68Kbr+3hgpTGmBvgvMEFE0oAbgZ/4b2znUvwQOKWHyzNoUeNMiUbOMsYMA/L5/+3df6xXdR3H8eerHzCYyI0Iiqu0uVWDVJim9GuwtYrC5og0lqKkNX8sYatGzdUW2vSaswKtzdbMVWqGSI3SNWjDH5ngdJYizqaEIkiEdOEqTAFf/fH+fPNw+t4vt6ve+73d92P77n7P/Zz355zzvePw/vz6HrgK+CZww+CeUkrpdXAucHN5zZY0sVb+BeAy4G3Ak8AVtfLPAKcA04DPA7P7eNydJfZo4Dzgh5JOOlKQpPHA7cC3gfHAU8BHKuVzieRiHvAO4F7gV5XYlUSv0duBJ4AP1w4xA9gMTCjXKqALmARMAY4Flpb6RgC/BX5JPErtNuBzlbreBNxI3DcnA/uBHwHY/lY5t0vKUOYlTS73OmAscBwwi/hbnVc71yfK53A1cEMjOW7ihLJvw0bgEyXR/ACwCfgusMx2dy91PE78nYelTM5S27K9x/ZqYD6wUNLxkk6T9LCkvZK2SlpaCbmn/OwurcMPQeuWbUppYEj6KJE4rLD9EJHonFXbbZXtB2wfJBK46bXyq2x3234GWNekvCnbd9h+yuFuYA3Rk3Qkc4BNtlfaPgAsA3ZUyi8Eumw/Xs75SmB6ucfMAR6zvaqUXVuLBdhu+zrbB23vt/2k7bW2XyrPrf0BkSgBfBB4K5HQHLC9kuiFalzj87Zvt73Pdg+R7M2iDyS9mbjPXmq7x/YW4PvAOZXdnrb9U9uHiCHKdwH15LqhA+ipbHcRn/fdwI/LdZwI/E7SLZLukVRPGHtKPcNSJmep7dl+AHiW+Mf9ItGi6wBOAy4urVeAmeVnR2kd3t+qZZtSGlALgTW2d5XtW6gNbXJ48rIPOOp/LG9K0qf16oT0biJxGt+H0EnA1saG45E6Wyvl7waWlykY3cBuovers5fY+qrQal1ImiDpVknbJO0Fbqqc5yRgmw9/rM/TldjRkn5ShiT3Eo3VjpJ4Hcl4YES1vvK+s7L9n8/e9r7ytrfP/1/AmMr+u23Ptz0NWE700i0ihjU3Ah8HLpI0tVLHGKC3XrX/e5mcpaFiOzDO9l22H7X9iu1HiESrVeuwVcs2pTQAJI0ihiFnSdohaQfwVWCapNdj6OpFYHRl+52VY48khiavASba7gDupDZ3rBfPEUOLjbpU3SaSqwttd1Reo2z/ucQeU4s9hsPVn5/YVX53ou2jgQWV83wO6KwNJU6uvP868D5gRoltNFYb+7d6VuMu4ACRbFbr3tYippVHgPf2UnYBsN72RmL480HbLwOPAsdX9psC/LWfxx/yMjlLQ0UnsFvSDEnryqTVPcBFtG4Bt2rZppQGxlzgEDCVGIqcTvzney/RE/5a/QWYKWmypLHEPK+GEcBI4J/AwTKRva8Tze8A3i9pnmJxwWIqiR9wPXCpyndylUn1Z1ZiT5A0t8R+pRbbzBjgBWJqRiewpFJ2P3AQWCzpLZLmAafWYveX2HHAd2p1/4OYT/ZfylDlCuAKSWNK4/VrRM9df9xJk0azpAnE57C0/OrvxKrMo4i5aJvLfiOBk4G1/Tz+kJfJWWp7kk4hkqk/EUMhq4FjbY8lbo6tWoatWrYppYGxELjR9jO2dzRexIT1s/UaV1jbXgv8muixeQj4faWsh0iqVhDDbWcR95C+1LsLOJNYmPQ88B7gvkr5b4DvAbeWocSNxErFauzVJXYq8CDwUotDXgacBOwhkrtVlWO9TEzP+GK5jvnVcmI+3CiiF2w98Ida3cuBM8rc22ubHHsR0QO5mVfvtT9rca6t/AKYU3pMq64BLrf9QtnuAj5G3KdXV75S43TgLtvb+3n8IU+HD1+nNLgkbQG+bPuPZan1TOKmcp/tcyXtBJbY/rmkU4mb8BrbCySNJiaRTrH9t1LfZ4lVQfNtP1Za1Z+0fdsgXF5KaZgqX0vxLHC27XWDfT5vNElXAjttL+tH7AbgS2Xoc1jK5Cy1lZKcTSS6718hllzfBFxv+5CkM4hVROOIlT9biAUAC0r85cDFxGqgT9leL+kc4BvEEOceYK3t8wfyulJKw4+k2cAGYrhxCTGkd1zly1lTaiqTs5RSSukNUL7qZxEx720TsNj2hkE9qTQkZHKWUkoppdRGckFASimllFIbyeQspZRSSqmNZHKWUkoppdRGMjlLKaWUUmojmZyllFJKKbWRTM5SSimllNpIJmcppZRSSm0kk7OUUkoppTbyb1UEUvIBwNEXAAAAAElFTkSuQmCC\n", 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\n", 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        " ] @@ -1184,7 +1184,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.7" + "version": "3.7.4" } }, "nbformat": 4, diff --git a/docs/notebook_requirements.txt b/docs/notebook_requirements.txt index 7b74f3a4..386a2e5c 100644 --- a/docs/notebook_requirements.txt +++ b/docs/notebook_requirements.txt @@ -14,13 +14,13 @@ jedi==0.12.1 Jinja2==2.10.1 jsonschema==2.6.0 jupyter==1.0.0 -jupyter-client==5.2.3 +jupyter-client==6.1.7 jupyter-console==5.2.0 -jupyter-core==4.4.0 +jupyter-core==4.6.3 MarkupSafe==1.1.1 mistune==0.8.3 nbconvert==5.3.1 -nbformat==4.4.0 +nbformat==5.0.7 notebook==5.7.8 pandocfilters==1.4.2 parso==0.3.1 @@ -29,12 +29,12 @@ pickleshare==0.7.4 prometheus-client==0.3.0 prompt-toolkit==1.0.15 ptyprocess==0.6.0 -Pygments==2.2.0 +Pygments==2.7.1 pyzmq==17.1.0 qtconsole==4.3.1 Send2Trash==1.5.0 simplegeneric==0.8.1 -tables==3.4.4 +tables==3.6.1 terminado==0.8.1 testpath==0.3.1 tornado==5.1 diff --git a/docs/system_availability_example.ipynb b/docs/system_availability_example.ipynb index e4b4303d..3dd9d2cf 100644 --- a/docs/system_availability_example.ipynb +++ b/docs/system_availability_example.ipynb @@ -6,7 +6,7 @@ "source": [ "# System availability example\n", "\n", - "This notebook shows example usage of the inverter availability functions. As with the degradation and soiling example, we recommend installing the specific versions of packages used to develop this notebook. This can be achieved in your environment by running `pip install -r requirements.txt` followed by `pip install -r docs/notebook_requirements.txt` from the base directory. (RdTools must also be separately installed.)\n", + "This notebook shows example usage of the inverter availability functions. As with the degradation and soiling example, we recommend installing the specific versions of packages used to develop this notebook. This can be achieved in your environment by running `pip install -r requirements.txt` followed by `pip install -r docs/notebook_requirements.txt` from the base directory. (RdTools must also be separately installed.) These environments and examples are tested with Python 3.7.\n", "\n", "RdTools currently implements two methods of quantifying system availability. The first method compares power measurements from inverters and the system meter to distinguish subsystem communication interruptions from true outage events. The second method determines the uncertainty bounds around an energy estimate of a total system outage and compares with true production calculated from a meter's cumulative production measurements. The RdTools `AvailabilityAnalysis` class uses both methods to quantify downtime loss.\n", "\n", @@ -135,7 +135,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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        " ] @@ -190,7 +190,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "c:\\users\\kanderso\\software\\anaconda3\\envs\\rdtools-dev\\lib\\site-packages\\rdtools\\availability.py:18: UserWarning: The availability module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", + "/Users/mdecegli/Documents/GitHub/rdtools/rdtools/availability.py:18: UserWarning: The availability module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", " 'The availability module is currently experimental. The API, results, '\n" ] } @@ -223,14 +223,14 @@ "name": "stderr", "output_type": "stream", "text": [ - "c:\\users\\kanderso\\software\\anaconda3\\envs\\rdtools-dev\\lib\\site-packages\\rdtools\\plotting.py:320: UserWarning: The availability module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", + "/Users/mdecegli/Documents/GitHub/rdtools/rdtools/plotting.py:320: UserWarning: The availability module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", " 'The availability module is currently experimental. The API, results, '\n" ] }, { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 5, @@ -239,7 +239,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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        " ] @@ -620,13 +620,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "c:\\users\\kanderso\\software\\anaconda3\\envs\\rdtools-dev\\lib\\site-packages\\rdtools\\plotting.py:320: UserWarning: The availability module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", + "/Users/mdecegli/Documents/GitHub/rdtools/rdtools/plotting.py:320: UserWarning: The availability module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", " 'The availability module is currently experimental. The API, results, '\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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        " ] @@ -656,7 +656,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.7" + "version": "3.7.9" } }, "nbformat": 4, diff --git a/rdtools/plotting.py b/rdtools/plotting.py index 41f76ebd..ec71f3f1 100644 --- a/rdtools/plotting.py +++ b/rdtools/plotting.py @@ -340,7 +340,7 @@ def availability_summary_plots(power_system, power_subsystem, loss_total, ax3.set_ylabel('Estimated lost power [kW]') # cumulative energy - ax4.plot(energy_cumulative, label='Reported Production') + energy_cumulative.plot(ax=ax4, label='Reported Production') # we'll use the index value to only set legend entries for the first # outage we plot. Just in case the index has some other values, we'll diff --git a/requirements.txt b/requirements.txt index d2be6fb5..d7d0590e 100644 --- a/requirements.txt +++ b/requirements.txt @@ -2,8 +2,6 @@ cycler==0.10.0 h5py==2.10.0 kiwisolver==1.2.0 matplotlib==3.3.2 -nbsphinx==0.4.3 -nbsphinx-link==1.3.0 numpy==1.17.3 pandas==1.1.0 patsy==0.5.1 @@ -13,5 +11,4 @@ python-dateutil==2.8.1 pytz==2019.3 scipy==1.3.2 six==1.14.0 -sphinx-rtd-theme==0.4.3 statsmodels==0.11.1 From a1a570a71c063e4b169c9e9e02a693590edf0b26 Mon Sep 17 00:00:00 2001 From: Kevin Anderson <57452607+kanderso-nrel@users.noreply.github.com> Date: Tue, 13 Oct 2020 16:05:41 -0600 Subject: [PATCH 139/146] Issue cleanup for 2.0.0 release, part 1 (#215) * replace tag with unicode superscript in pvdaq4 notebook * exclude pandas==0.24.0 from setup.py for #114 * deprecate the normalize_with_X functions * decorate tests to fail when the deprecation period passes * Update pending.rst * typo fix * test for and suppress deprecation warnings * rerun dkasc notebook to show deprecation warnings * update changelog PR number --- docs/degradation_and_soiling_example.ipynb | 23 +- ...radation_and_soiling_example_pvdaq_4.ipynb | 4 +- docs/sphinx/source/changelog/pending.rst | 14 +- rdtools/_deprecation.py | 318 ++++++++++++++++++ rdtools/normalization.py | 10 +- rdtools/test/conftest.py | 32 ++ rdtools/test/normalization_pvwatts_test.py | 24 +- rdtools/test/normalization_sapm_test.py | 15 +- setup.py | 3 +- 9 files changed, 427 insertions(+), 16 deletions(-) create mode 100644 rdtools/_deprecation.py diff --git a/docs/degradation_and_soiling_example.ipynb b/docs/degradation_and_soiling_example.ipynb index 73b02d90..65a5ed9d 100644 --- a/docs/degradation_and_soiling_example.ipynb +++ b/docs/degradation_and_soiling_example.ipynb @@ -189,6 +189,16 @@ "execution_count": 5, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\users\\kanderso\\software\\anaconda3\\envs\\rdtools-dev\\lib\\site-packages\\ipykernel_launcher.py:11: rdtoolsDeprecationWarning: The normalize_with_pvwatts function was deprecated in rdtools 2.0.0 and will be removed in 3.0.0. Use normalize_with_expected_power instead.\n", + " # This is added back by InteractiveShellApp.init_path()\n", + "c:\\users\\kanderso\\software\\anaconda3\\envs\\rdtools-dev\\lib\\site-packages\\rdtools\\normalization.py:170: rdtoolsDeprecationWarning: The pvwatts_dc_power function was deprecated in rdtools 2.0.0 and will be removed in 3.0.0. Use normalize_with_expected_power instead.\n", + " power_dc = pvwatts_dc_power(**pvwatts_kws)\n" + ] + }, { "data": { "image/png": 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\n", @@ -721,7 +731,18 @@ "cell_type": "code", "execution_count": 18, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\users\\kanderso\\software\\anaconda3\\envs\\rdtools-dev\\lib\\site-packages\\ipykernel_launcher.py:8: rdtoolsDeprecationWarning: The normalize_with_pvwatts function was deprecated in rdtools 2.0.0 and will be removed in 3.0.0. Use normalize_with_expected_power instead.\n", + " \n", + "c:\\users\\kanderso\\software\\anaconda3\\envs\\rdtools-dev\\lib\\site-packages\\rdtools\\normalization.py:170: rdtoolsDeprecationWarning: The pvwatts_dc_power function was deprecated in rdtools 2.0.0 and will be removed in 3.0.0. Use normalize_with_expected_power instead.\n", + " power_dc = pvwatts_dc_power(**pvwatts_kws)\n" + ] + } + ], "source": [ "clearsky_pvwatts_kws = {\"poa_global\" : df.clearsky_poa,\n", " \"power_dc_rated\" : meta['power_dc_rated'],\n", diff --git a/docs/degradation_and_soiling_example_pvdaq_4.ipynb b/docs/degradation_and_soiling_example_pvdaq_4.ipynb index d69fee72..3baf58ae 100644 --- a/docs/degradation_and_soiling_example_pvdaq_4.ipynb +++ b/docs/degradation_and_soiling_example_pvdaq_4.ipynb @@ -364,9 +364,9 @@ "source": [ "## 5: Soiling calculations \n", "\n", - "This section illustrates how the aggregated data can be used to estimate soiling losses using the stochastic rate and recovery (SRR) method.1 Since our example system doesn't experience much soiling, we apply an artificially generated soiling signal, just for the sake of example.\n", + "This section illustrates how the aggregated data can be used to estimate soiling losses using the stochastic rate and recovery (SRR) method.¹ Since our example system doesn't experience much soiling, we apply an artificially generated soiling signal, just for the sake of example.\n", "\n", - "1M. G. Deceglie, L. Micheli and M. Muller, \"Quantifying Soiling Loss Directly From PV Yield,\" IEEE Journal of Photovoltaics, vol. 8, no. 2, pp. 547-551, March 2018. doi: 10.1109/JPHOTOV.2017.2784682" + "¹ M. G. Deceglie, L. Micheli and M. Muller, \"Quantifying Soiling Loss Directly From PV Yield,\" IEEE Journal of Photovoltaics, vol. 8, no. 2, pp. 547-551, March 2018. doi: 10.1109/JPHOTOV.2017.2784682" ] }, { diff --git a/docs/sphinx/source/changelog/pending.rst b/docs/sphinx/source/changelog/pending.rst index 23c5887d..9b9d3486 100644 --- a/docs/sphinx/source/changelog/pending.rst +++ b/docs/sphinx/source/changelog/pending.rst @@ -13,12 +13,22 @@ API Changes importing it (:pull:`213`) +Deprecations +------------ +* The functions :py:func:`~rdtools.normalization.pvwatts_dc_power`, + :py:func:`~rdtools.normalization.sapm_dc_power`, + :py:func:`~rdtools.normalization.normalize_with_pvwatts`, and + :py:func:`~rdtools.normalization.normalize_with_sapm` have been deprecated + in favor of :py:func:`~rdtools.normalization.normalize_with_expected_power`. + (:pull:`215`) + + Enhancements ------------ * Add new function :py:func:`~rdtools.soiling.monthly_soiling_rates` (:pull:`193`). -* Add new function :py:func:`~rdtools.annual_soiling_ratios` (:pull:`193`, :pull:`207`). +* Add new function :py:func:`~rdtools.soiling.annual_soiling_ratios` (:pull:`193`, :pull:`207`). * Create new module :py:mod:`~rdtools.availability` and class - :py:class:`~rdtools.availability.AvailabilityAanlysis` for estimating + :py:class:`~rdtools.availability.AvailabilityAnalysis` for estimating timeseries system availability (:pull:`131`) * Create new plotting function :py:func:`~rdtools.plotting.availability_summary_plots` (:pull:`131`) diff --git a/rdtools/_deprecation.py b/rdtools/_deprecation.py new file mode 100644 index 00000000..bca368b0 --- /dev/null +++ b/rdtools/_deprecation.py @@ -0,0 +1,318 @@ +"""Matplotlib license for the deprecation module. + +License agreement for matplotlib versions 1.3.0 and later +========================================================= + +1. This LICENSE AGREEMENT is between the Matplotlib Development Team +("MDT"), and the Individual or Organization ("Licensee") accessing and +otherwise using matplotlib software in source or binary form and its +associated documentation. + +2. Subject to the terms and conditions of this License Agreement, MDT +hereby grants Licensee a nonexclusive, royalty-free, world-wide license +to reproduce, analyze, test, perform and/or display publicly, prepare +derivative works, distribute, and otherwise use matplotlib +alone or in any derivative version, provided, however, that MDT's +License Agreement and MDT's notice of copyright, i.e., "Copyright (c) +2012- Matplotlib Development Team; All Rights Reserved" are retained in +matplotlib alone or in any derivative version prepared by +Licensee. + +3. In the event Licensee prepares a derivative work that is based on or +incorporates matplotlib or any part thereof, and wants to +make the derivative work available to others as provided herein, then +Licensee hereby agrees to include in any such work a brief summary of +the changes made to matplotlib . + +4. MDT is making matplotlib available to Licensee on an "AS +IS" basis. MDT MAKES NO REPRESENTATIONS OR WARRANTIES, EXPRESS OR +IMPLIED. BY WAY OF EXAMPLE, BUT NOT LIMITATION, MDT MAKES NO AND +DISCLAIMS ANY REPRESENTATION OR WARRANTY OF MERCHANTABILITY OR FITNESS +FOR ANY PARTICULAR PURPOSE OR THAT THE USE OF MATPLOTLIB +WILL NOT INFRINGE ANY THIRD PARTY RIGHTS. + +5. MDT SHALL NOT BE LIABLE TO LICENSEE OR ANY OTHER USERS OF MATPLOTLIB + FOR ANY INCIDENTAL, SPECIAL, OR CONSEQUENTIAL DAMAGES OR +LOSS AS A RESULT OF MODIFYING, DISTRIBUTING, OR OTHERWISE USING +MATPLOTLIB , OR ANY DERIVATIVE THEREOF, EVEN IF ADVISED OF +THE POSSIBILITY THEREOF. + +6. This License Agreement will automatically terminate upon a material +breach of its terms and conditions. + +7. Nothing in this License Agreement shall be deemed to create any +relationship of agency, partnership, or joint venture between MDT and +Licensee. This License Agreement does not grant permission to use MDT +trademarks or trade name in a trademark sense to endorse or promote +products or services of Licensee, or any third party. + +8. By copying, installing or otherwise using matplotlib , +Licensee agrees to be bound by the terms and conditions of this License +Agreement. + +License agreement for matplotlib versions prior to 1.3.0 +======================================================== + +1. This LICENSE AGREEMENT is between John D. Hunter ("JDH"), and the +Individual or Organization ("Licensee") accessing and otherwise using +matplotlib software in source or binary form and its associated +documentation. + +2. Subject to the terms and conditions of this License Agreement, JDH +hereby grants Licensee a nonexclusive, royalty-free, world-wide license +to reproduce, analyze, test, perform and/or display publicly, prepare +derivative works, distribute, and otherwise use matplotlib +alone or in any derivative version, provided, however, that JDH's +License Agreement and JDH's notice of copyright, i.e., "Copyright (c) +2002-2011 John D. Hunter; All Rights Reserved" are retained in +matplotlib alone or in any derivative version prepared by +Licensee. + +3. In the event Licensee prepares a derivative work that is based on or +incorporates matplotlib or any part thereof, and wants to +make the derivative work available to others as provided herein, then +Licensee hereby agrees to include in any such work a brief summary of +the changes made to matplotlib. + +4. JDH is making matplotlib available to Licensee on an "AS +IS" basis. JDH MAKES NO REPRESENTATIONS OR WARRANTIES, EXPRESS OR +IMPLIED. BY WAY OF EXAMPLE, BUT NOT LIMITATION, JDH MAKES NO AND +DISCLAIMS ANY REPRESENTATION OR WARRANTY OF MERCHANTABILITY OR FITNESS +FOR ANY PARTICULAR PURPOSE OR THAT THE USE OF MATPLOTLIB +WILL NOT INFRINGE ANY THIRD PARTY RIGHTS. + +5. JDH SHALL NOT BE LIABLE TO LICENSEE OR ANY OTHER USERS OF MATPLOTLIB + FOR ANY INCIDENTAL, SPECIAL, OR CONSEQUENTIAL DAMAGES OR +LOSS AS A RESULT OF MODIFYING, DISTRIBUTING, OR OTHERWISE USING +MATPLOTLIB , OR ANY DERIVATIVE THEREOF, EVEN IF ADVISED OF +THE POSSIBILITY THEREOF. + +6. This License Agreement will automatically terminate upon a material +breach of its terms and conditions. + +7. Nothing in this License Agreement shall be deemed to create any +relationship of agency, partnership, or joint venture between JDH and +Licensee. This License Agreement does not grant permission to use JDH +trademarks or trade name in a trademark sense to endorse or promote +products or services of Licensee, or any third party. + +8. By copying, installing or otherwise using matplotlib, +Licensee agrees to be bound by the terms and conditions of this License +Agreement. +""" + +# modified from Matplotlib b97cd2d (post 2.2.2) in the following ways: +# 1. use module-level _projectName = 'rdtools' and +# _projectWarning = 'rdtoolsDeprecationWarning' in place of MPL specific +# string/Class. +# 2. remove keyword only argument requirement for removal +# 3. remove deprecated obj_type from deprecated function +# 4. if removal is empty, say 'soon' instead of assuming two minor releases +# later. + +import functools +import textwrap +import warnings + + +class rdtoolsDeprecationWarning(UserWarning): + """A class for issuing deprecation warnings for rdtools users. + + In light of the fact that Python builtin DeprecationWarnings are ignored + by default as of Python 2.7 (see link below), this class was put in to + allow for the signaling of deprecation, but via UserWarnings which are not + ignored by default. + + https://docs.python.org/dev/whatsnew/2.7.html#the-future-for-python-2-x + """ + + pass + + +# make it easier for others to copy paste this code into their projects +_projectName = 'rdtools' +_projectWarning = rdtoolsDeprecationWarning + + +def _generate_deprecation_message( + since, message='', name='', alternative='', pending=False, + obj_type='attribute', addendum='', removal=''): + + if removal == "": + removal = "soon" + elif removal: + if pending: + raise ValueError( + "A pending deprecation cannot have a scheduled removal") + removal = "in {}".format(removal) + + if not message: + message = ( + "The %(name)s %(obj_type)s" + + (" will be deprecated in a future version" + if pending else + (" was deprecated in %(projectName)s %(since)s" + + (" and will be removed %(removal)s" + if removal else + ""))) + + "." + + (" Use %(alternative)s instead." if alternative else "") + + (" %(addendum)s" if addendum else "")) + + return message % dict( + func=name, name=name, obj_type=obj_type, since=since, removal=removal, + alternative=alternative, addendum=addendum, projectName=_projectName) + + +def warn_deprecated( + since, message='', name='', alternative='', pending=False, + obj_type='attribute', addendum='', removal=''): + """ + Used to display deprecation in a standard way. + Parameters + ---------- + since : str + The release at which this API became deprecated. + message : str, optional + Override the default deprecation message. The format + specifier `%(name)s` may be used for the name of the function, + and `%(alternative)s` may be used in the deprecation message + to insert the name of an alternative to the deprecated + function. `%(obj_type)s` may be used to insert a friendly name + for the type of object being deprecated. + name : str, optional + The name of the deprecated object. + alternative : str, optional + An alternative API that the user may use in place of the deprecated + API. The deprecation warning will tell the user about this alternative + if provided. + pending : bool, optional + If True, uses a PendingDeprecationWarning instead of a + DeprecationWarning. Cannot be used together with *removal*. + removal : str, optional + The expected removal version. With the default (an empty string), a + removal version is automatically computed from *since*. Set to other + Falsy values to not schedule a removal date. Cannot be used together + with *pending*. + obj_type : str, optional + The object type being deprecated. + addendum : str, optional + Additional text appended directly to the final message. + Examples + -------- + Basic example:: + # To warn of the deprecation of "matplotlib.name_of_module" + warn_deprecated('1.4.0', name='matplotlib.name_of_module', + obj_type='module') + """ + message = '\n' + _generate_deprecation_message( + since, message, name, alternative, pending, obj_type, addendum, + removal=removal) + category = (PendingDeprecationWarning if pending + else _projectWarning) + warnings.warn(message, category, stacklevel=2) + + +def deprecated(since, message='', name='', alternative='', pending=False, + addendum='', removal=''): + """ + Decorator to mark a function or a class as deprecated. + Parameters + ---------- + since : str + The release at which this API became deprecated. This is + required. + message : str, optional + Override the default deprecation message. The format + specifier `%(name)s` may be used for the name of the object, + and `%(alternative)s` may be used in the deprecation message + to insert the name of an alternative to the deprecated + object. + name : str, optional + The name of the deprecated object; if not provided the name + is automatically determined from the passed in object, + though this is useful in the case of renamed functions, where + the new function is just assigned to the name of the + deprecated function. For example:: + def new_function(): + ... + oldFunction = new_function + alternative : str, optional + An alternative API that the user may use in place of the deprecated + API. The deprecation warning will tell the user about this alternative + if provided. + pending : bool, optional + If True, uses a PendingDeprecationWarning instead of a + DeprecationWarning. Cannot be used together with *removal*. + removal : str, optional + The expected removal version. With the default (an empty string), a + removal version is automatically computed from *since*. Set to other + Falsy values to not schedule a removal date. Cannot be used together + with *pending*. + addendum : str, optional + Additional text appended directly to the final message. + Examples + -------- + Basic example:: + @deprecated('1.4.0') + def the_function_to_deprecate(): + pass + """ + + def deprecate(obj, message=message, name=name, alternative=alternative, + pending=pending, addendum=addendum): + + if not name: + name = obj.__name__ + + if isinstance(obj, type): + obj_type = "class" + old_doc = obj.__doc__ + func = obj.__init__ + + def finalize(wrapper, new_doc): + obj.__doc__ = new_doc + obj.__init__ = wrapper + return obj + else: + obj_type = "function" + if isinstance(obj, classmethod): + func = obj.__func__ + old_doc = func.__doc__ + + def finalize(wrapper, new_doc): + wrapper = functools.wraps(func)(wrapper) + wrapper.__doc__ = new_doc + return classmethod(wrapper) + else: + func = obj + old_doc = func.__doc__ + + def finalize(wrapper, new_doc): + wrapper = functools.wraps(func)(wrapper) + wrapper.__doc__ = new_doc + return wrapper + + message = _generate_deprecation_message( + since, message, name, alternative, pending, obj_type, addendum, + removal=removal) + category = (PendingDeprecationWarning if pending + else _projectWarning) + + def wrapper(*args, **kwargs): + warnings.warn(message, category, stacklevel=2) + return func(*args, **kwargs) + + old_doc = textwrap.dedent(old_doc or '').strip('\n') + message = message.strip() + new_doc = (('\n.. deprecated:: %(since)s' + '\n %(message)s\n\n' % + {'since': since, 'message': message}) + old_doc) + if not old_doc: + # This is to prevent a spurious 'unexected unindent' warning from + # docutils when the original docstring was blank. + new_doc += r'\ ' + + return finalize(wrapper, new_doc) + + return deprecate diff --git a/rdtools/normalization.py b/rdtools/normalization.py index 5777c2fe..b04a5278 100644 --- a/rdtools/normalization.py +++ b/rdtools/normalization.py @@ -5,7 +5,7 @@ import numpy as np from scipy.optimize import minimize import warnings - +from rdtools._deprecation import deprecated class ConvergenceError(Exception): '''Rescale optimization did not converge''' @@ -68,6 +68,8 @@ def normalize_with_expected_power(pv, power_expected, poa_global, return energy_normalized, insolation +@deprecated(since='2.0.0', removal='3.0.0', + alternative='normalize_with_expected_power') def pvwatts_dc_power(poa_global, power_dc_rated, temperature_cell=None, poa_global_ref=1000, temperature_cell_ref=25, gamma_pdc=None): @@ -116,6 +118,8 @@ def pvwatts_dc_power(poa_global, power_dc_rated, temperature_cell=None, return power_dc +@deprecated(since='2.0.0', removal='3.0.0', + alternative='normalize_with_expected_power') def normalize_with_pvwatts(energy, pvwatts_kws): ''' Normalize system AC energy output given measured poa_global and @@ -171,6 +175,8 @@ def normalize_with_pvwatts(energy, pvwatts_kws): return energy_normalized, insolation +@deprecated(since='2.0.0', removal='3.0.0', + alternative='normalize_with_expected_power') def sapm_dc_power(pvlib_pvsystem, met_data): ''' Use Sandia Array Performance Model (SAPM) and PVWatts to compute the @@ -239,6 +245,8 @@ def sapm_dc_power(pvlib_pvsystem, met_data): return power_dc, effective_irradiance +@deprecated(since='2.0.0', removal='3.0.0', + alternative='normalize_with_expected_power') def normalize_with_sapm(energy, sapm_kws): ''' Normalize system AC energy output given measured met_data and diff --git a/rdtools/test/conftest.py b/rdtools/test/conftest.py index ed2b5c2f..93c785ef 100644 --- a/rdtools/test/conftest.py +++ b/rdtools/test/conftest.py @@ -1,2 +1,34 @@ +from pkg_resources import parse_version +import pytest +from functools import wraps + +import rdtools + +rdtools_base_version = \ + parse_version(parse_version(rdtools.__version__).base_version) + + +# decorator takes one argument: the base version for which it should fail +# for example @fail_on_rdtools_version('3.0.0') will cause a test to fail +# on rdtools versions 3.0.0, 3.0.0-alpha, 3.1.0, etc +def fail_on_rdtools_version(version): + # second level of decorator takes the function under consideration + def wrapper(func): + # third level defers computation until the test is called + # this allows the specific test to fail at test runtime, + # rather than at decoration time (when the module is imported) + @wraps(func) + def inner(*args, **kwargs): + # fail if the version is too high + if rdtools_base_version >= parse_version(version): + pytest.fail('the tested function is scheduled to be ' + 'removed in %s' % version) + # otherwise return the function to be executed + else: + return func(*args, **kwargs) + return inner + return wrapper + + def assert_isinstance(obj, klass): assert isinstance(obj, klass), f'got {type(obj)}, expected {klass}' diff --git a/rdtools/test/normalization_pvwatts_test.py b/rdtools/test/normalization_pvwatts_test.py index 40d7cf1b..def9affd 100644 --- a/rdtools/test/normalization_pvwatts_test.py +++ b/rdtools/test/normalization_pvwatts_test.py @@ -1,6 +1,7 @@ """ Energy Normalization with PVWatts Unit Tests. """ import unittest +import pytest import pandas as pd import numpy as np @@ -8,6 +9,10 @@ from rdtools.normalization import normalize_with_pvwatts from rdtools.normalization import pvwatts_dc_power +from conftest import fail_on_rdtools_version +from rdtools._deprecation import rdtoolsDeprecationWarning + + class PVWattsNormalizationTestCase(unittest.TestCase): ''' Unit tests for energy normalization module. ''' @@ -56,12 +61,14 @@ def setUp(self): def tearDown(self): pass + @fail_on_rdtools_version('3.0.0') def test_pvwatts_dc_power(self): ''' Test PVWatts DC power caculation. ''' - dc_power = pvwatts_dc_power(self.poa_global, self.power, - temperature_cell=self.temp, - gamma_pdc=self.gamma_pdc) + with pytest.warns(rdtoolsDeprecationWarning): + dc_power = pvwatts_dc_power(self.poa_global, self.power, + temperature_cell=self.temp, + gamma_pdc=self.gamma_pdc) # Assert output has same frequency and length as input self.assertEqual(self.poa_global.index.freq, dc_power.index.freq) @@ -70,6 +77,8 @@ def test_pvwatts_dc_power(self): # Assert value of output Series is equal to value expected self.assertTrue((dc_power == 19.75).all()) + + @fail_on_rdtools_version('3.0.0') def test_normalization_with_pvw(self): ''' Test PVWatts normalization. ''' @@ -80,7 +89,8 @@ def test_normalization_with_pvw(self): 'gamma_pdc': self.gamma_pdc, } - corr_energy, insolation = normalize_with_pvwatts(self.energy, pvw_kws) + with pytest.warns(rdtoolsDeprecationWarning): + corr_energy, insolation = normalize_with_pvwatts(self.energy, pvw_kws) # Test output is same frequency and length as energy self.assertEqual(corr_energy.index.freq, self.energy.index.freq) @@ -94,13 +104,15 @@ def test_normalization_with_pvw(self): # Test expected behavior when energy has no explicit frequency self.energy.index.freq = None - corr_energy, insolation = normalize_with_pvwatts(self.energy, pvw_kws) + with pytest.warns(rdtoolsDeprecationWarning): + corr_energy, insolation = normalize_with_pvwatts(self.energy, pvw_kws) self.assertTrue(np.isnan(corr_energy.iloc[0])) # first value should be nan self.assertTrue((corr_energy.iloc[1:] == 1.0).all()) # rest should be 1 # Test for valueError when energy frequency can't be inferred with self.assertRaises(ValueError): - corr_energy, insolation = normalize_with_pvwatts(self.irregular_timeseries, pvw_kws) + with pytest.warns(rdtoolsDeprecationWarning): + corr_energy, insolation = normalize_with_pvwatts(self.irregular_timeseries, pvw_kws) if __name__ == '__main__': diff --git a/rdtools/test/normalization_sapm_test.py b/rdtools/test/normalization_sapm_test.py index 85c21923..e1bb65be 100644 --- a/rdtools/test/normalization_sapm_test.py +++ b/rdtools/test/normalization_sapm_test.py @@ -1,6 +1,7 @@ """ Energy Normalization with SAPM Unit Tests. """ import unittest +import pytest import pandas as pd import numpy as np @@ -9,6 +10,9 @@ from rdtools.normalization import normalize_with_sapm from rdtools.normalization import sapm_dc_power +from conftest import fail_on_rdtools_version +from rdtools._deprecation import rdtoolsDeprecationWarning + class SapmNormalizationTestCase(unittest.TestCase): ''' Unit tests for energy normalization module. ''' @@ -77,13 +81,16 @@ def setUp(self): def tearDown(self): pass + @fail_on_rdtools_version('3.0.0') def test_sapm_dc_power(self): ''' Test SAPM DC power. ''' - dc_power, poa = sapm_dc_power(self.pvsystem, self.irrad) + with pytest.warns(rdtoolsDeprecationWarning): + dc_power, poa = sapm_dc_power(self.pvsystem, self.irrad) self.assertEqual(self.irrad.index.freq, dc_power.index.freq) self.assertEqual(len(self.irrad), len(dc_power)) + @fail_on_rdtools_version('3.0.0') def test_normalization_with_sapm(self): ''' Test SAPM normalization. ''' @@ -92,7 +99,8 @@ def test_normalization_with_sapm(self): 'met_data': self.irrad, } - corr_energy, insol = normalize_with_sapm(self.energy, sapm_kws) + with pytest.warns(rdtoolsDeprecationWarning): + corr_energy, insol = normalize_with_sapm(self.energy, sapm_kws) # Test output is same frequency and length as energy self.assertEqual(corr_energy.index.freq, self.energy.index.freq) @@ -100,7 +108,8 @@ def test_normalization_with_sapm(self): # Test for valueError when energy frequency can't be inferred with self.assertRaises(ValueError): - corr_energy, insolation = normalize_with_sapm(self.irregular_timeseries, sapm_kws) + with pytest.warns(rdtoolsDeprecationWarning): + corr_energy, insolation = normalize_with_sapm(self.irregular_timeseries, sapm_kws) # TODO, test for: # incorrect data format diff --git a/setup.py b/setup.py index e6070d9d..8f5025a5 100755 --- a/setup.py +++ b/setup.py @@ -38,7 +38,8 @@ INSTALL_REQUIRES = [ 'matplotlib >= 2.2.2', 'numpy >= 1.12', - 'pandas >= 0.23.0,!=1.0.0,!=1.0.1', # exclude 1.0.0 & 1.0.1 for GH142 + # exclude pandas==1.0.0 & 1.0.1 for GH142, and 0.24.0 for GH114 + 'pandas >= 0.23.0,!=0.24.0,!=1.0.0,!=1.0.1', 'statsmodels >= 0.8.0', 'scipy >= 0.19.1', 'h5py >= 2.7.1', From d8167ea54af9550d5cb2b586eab0fdeafdbf8fe1 Mon Sep 17 00:00:00 2001 From: Kevin Anderson <57452607+kanderso-nrel@users.noreply.github.com> Date: Tue, 13 Oct 2020 16:24:39 -0600 Subject: [PATCH 140/146] Update Travis config for test requirements and minimum requirements; bump numpy and matplotlib requirements (#197) * Create requirements-min.txt * add new reqs-min env to travis config * remove obsolete py27 logic * install [test] instead of default * set mpl backend to agg in plotting tests * try bumping mpl min to 3.0.0 * only run minimum tests on py3.6 * remove (hopefully) unnecessary mpl backend config * changelog entries * bump numpy to 1.15 * drop requirements.txt entries related to sphinx * drop atol arg in tests --- .travis.yml | 23 ++++++++++++++++------- docs/sphinx/source/changelog/pending.rst | 7 +++++-- rdtools/test/soiling_test.py | 4 ++-- requirements-min.txt | 7 +++++++ setup.py | 4 ++-- 5 files changed, 32 insertions(+), 13 deletions(-) create mode 100644 requirements-min.txt mode change 100755 => 100644 setup.py diff --git a/.travis.yml b/.travis.yml index 40d2cb1f..9fe6be85 100644 --- a/.travis.yml +++ b/.travis.yml @@ -7,18 +7,27 @@ python: - "3.7" - "3.8" -# Test two environments: -# 1) dependencies with pinned versions from requirements.txt -# 2) 'pip install --upgrade --upgrade-strategy=eager .' to install upgraded +# Test three environments: +# 1) "standard" dependencies with pinned versions from requirements.txt +# 2) "minimum" dependencies with pinned versions from requirements-min.txt +# (only on python 3.6) +# 3) 'pip install --upgrade --upgrade-strategy=eager .' to install upgraded # dependencies from PyPi using version ranges defined within setup.py env: - - REQ_ENV='-r requirements.txt .' - - REQ_ENV='--upgrade --upgrade-strategy=eager .' + - REQ_ENV='-r requirements.txt .[test]' + - REQ_ENV='-r requirements-min.txt .[test]' + - REQ_ENV='--upgrade --upgrade-strategy=eager .[test]' + +# PyPI doesn't have wheels built for the minimum requirements (e.g. numpy 1.12) +# for newer python versions. Rather than try to get Travis to build them +# from source, prefer to restrict the minimum-reqs build to only py 3.6: jobs: exclude: - - python: 2.7 - env: REQ_ENV='--upgrade --upgrade-strategy=eager .' + - python: 3.7 + env: REQ_ENV='-r requirements-min.txt .[test]' + - python: 3.8 + env: REQ_ENV='-r requirements-min.txt .[test]' install: - pip install $REQ_ENV diff --git a/docs/sphinx/source/changelog/pending.rst b/docs/sphinx/source/changelog/pending.rst index 9b9d3486..e3c3c2d4 100644 --- a/docs/sphinx/source/changelog/pending.rst +++ b/docs/sphinx/source/changelog/pending.rst @@ -44,7 +44,7 @@ Bug fixes Testing ------- - +* Add automated tests based on the minimum dependency versions (:pull:`197`) Documentation ------------- @@ -53,7 +53,10 @@ Documentation Requirements ------------ - +* Increase minimum matplotlib version from 2.2.2 (released March 17, 2018) + to 3.0.0 (released September 18, 2018) (:pull:`197`) +* Increase minimum numpy version from 1.12 (released January 15, 2017) to + 1.15 (released July 23, 2018) (:pull:`197`) Example Updates --------------- diff --git a/rdtools/test/soiling_test.py b/rdtools/test/soiling_test.py index 5a5065dd..9c7fa22b 100644 --- a/rdtools/test/soiling_test.py +++ b/rdtools/test/soiling_test.py @@ -285,7 +285,7 @@ def test_annual_soiling_ratios(multi_year_profiles): srr_profiles, insolation = multi_year_profiles result = annual_soiling_ratios(srr_profiles, insolation) - pd.testing.assert_frame_equal(result, expected, atol=1e-8) + pd.testing.assert_frame_equal(result, expected) def test_annual_soiling_ratios_confidence_interval(multi_year_profiles): @@ -298,7 +298,7 @@ def test_annual_soiling_ratios_confidence_interval(multi_year_profiles): srr_profiles, insolation = multi_year_profiles result = annual_soiling_ratios(srr_profiles, insolation, confidence_level=95) - pd.testing.assert_frame_equal(result, expected, atol=1e-8) + pd.testing.assert_frame_equal(result, expected) def test_annual_soiling_ratios_warning(multi_year_profiles): diff --git a/requirements-min.txt b/requirements-min.txt new file mode 100644 index 00000000..05d5ffcd --- /dev/null +++ b/requirements-min.txt @@ -0,0 +1,7 @@ +h5py==2.7.1 +matplotlib==3.0.0 +numpy==1.15 +pandas==0.23.0 +pvlib==0.7.0 +scipy==0.19.1 +statsmodels==0.8.0 \ No newline at end of file diff --git a/setup.py b/setup.py old mode 100755 new mode 100644 index 8f5025a5..a3969c1d --- a/setup.py +++ b/setup.py @@ -36,8 +36,8 @@ ] INSTALL_REQUIRES = [ - 'matplotlib >= 2.2.2', - 'numpy >= 1.12', + 'matplotlib >= 3.0.0', + 'numpy >= 1.15', # exclude pandas==1.0.0 & 1.0.1 for GH142, and 0.24.0 for GH114 'pandas >= 0.23.0,!=0.24.0,!=1.0.0,!=1.0.1', 'statsmodels >= 0.8.0', From 2465743ab1f76ba2ab2adba645746b683b1beab8 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Fri, 16 Oct 2020 16:08:46 -0600 Subject: [PATCH 141/146] 195 timestamp labeling (#217) * Update aggregation logic * Run example notebook * Update normalize_with_expected_power_test.py * overhaul _aggregate() * overhaul energy_from_power tests * Update normalization_pvwatts_test.py * Update normalization_sapm_test.py * get around some crazy pandas behavior * doc updates * max_timedelta simplification * ValueError for incorrect series_type Co-authored-by: Kevin Anderson <57452607+kanderso-nrel@users.noreply.github.com> * compare strings with == * factor out t_diff_hours * Update availablity docstring to specify interval average Also explain in notebook and run notebook * Run other examples * Run availability notebook with fresh kernel * docstring and warning for eenrgy_from_power * add edgecase test Co-authored-by: Kevin Anderson <57452607+kanderso-nrel@users.noreply.github.com> --- docs/degradation_and_soiling_example.ipynb | 122 ++++----- ...radation_and_soiling_example_pvdaq_4.ipynb | 254 +++++++++--------- docs/sphinx/source/api.rst | 1 - docs/system_availability_example.ipynb | 80 +++--- rdtools/availability.py | 8 +- rdtools/normalization.py | 116 ++++---- rdtools/test/energy_from_power_test.py | 175 ++++-------- rdtools/test/normalization_pvwatts_test.py | 4 +- rdtools/test/normalization_sapm_test.py | 5 +- .../normalize_with_expected_power_test.py | 81 ++---- 10 files changed, 385 insertions(+), 461 deletions(-) diff --git a/docs/degradation_and_soiling_example.ipynb b/docs/degradation_and_soiling_example.ipynb index 65a5ed9d..edaf4116 100644 --- a/docs/degradation_and_soiling_example.ipynb +++ b/docs/degradation_and_soiling_example.ipynb @@ -193,15 +193,15 @@ "name": "stderr", "output_type": "stream", "text": [ - "c:\\users\\kanderso\\software\\anaconda3\\envs\\rdtools-dev\\lib\\site-packages\\ipykernel_launcher.py:11: rdtoolsDeprecationWarning: The normalize_with_pvwatts function was deprecated in rdtools 2.0.0 and will be removed in 3.0.0. Use normalize_with_expected_power instead.\n", + "/Users/mdecegli/opt/anaconda3/envs/release_test/lib/python3.7/site-packages/ipykernel_launcher.py:11: rdtoolsDeprecationWarning: The normalize_with_pvwatts function was deprecated in rdtools 2.0.0 and will be removed in 3.0.0. Use normalize_with_expected_power instead.\n", " # This is added back by InteractiveShellApp.init_path()\n", - "c:\\users\\kanderso\\software\\anaconda3\\envs\\rdtools-dev\\lib\\site-packages\\rdtools\\normalization.py:170: rdtoolsDeprecationWarning: The pvwatts_dc_power function was deprecated in rdtools 2.0.0 and will be removed in 3.0.0. Use normalize_with_expected_power instead.\n", + "/Users/mdecegli/Documents/GitHub/rdtools/rdtools/normalization.py:170: rdtoolsDeprecationWarning: The pvwatts_dc_power function was deprecated in rdtools 2.0.0 and will be removed in 3.0.0. Use normalize_with_expected_power instead.\n", " power_dc = pvwatts_dc_power(**pvwatts_kws)\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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        " ] @@ -252,7 +252,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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        " ] @@ -297,7 +297,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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        " ] @@ -332,7 +332,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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        " ] @@ -425,7 +425,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "The P50 insolation-weighted soiling ratio is 0.973\n" + "The P50 insolation-weighted soiling ratio is 0.974\n" ] } ], @@ -442,7 +442,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "The 68.2 confidence interval for the insolation-weighted soiling ratio is 0.965–0.979\n" + "The 68.2 confidence interval for the insolation-weighted soiling ratio is 0.970–0.978\n" ] } ], @@ -466,7 +466,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
        " ] @@ -552,60 +552,60 @@ " 0\n", " 2008-11-13 00:00:00+09:30\n", " 2008-12-11 00:00:00+09:30\n", - " -0.001403\n", - " -0.004020\n", + " -0.001377\n", + " -0.003570\n", " 0.000000\n", - " 1.021948\n", - " 0.982670\n", + " 1.021835\n", + " 0.983288\n", " 28\n", " True\n", " \n", " \n", " 1\n", " 2008-12-12 00:00:00+09:30\n", - " 2009-01-01 00:00:00+09:30\n", - " -0.000641\n", - " -0.002886\n", - " 0.000000\n", - " 0.990297\n", - " 0.977467\n", - " 20\n", - " True\n", - " \n", - " \n", - " 2\n", - " 2009-01-02 00:00:00+09:30\n", " 2009-03-20 00:00:00+09:30\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", - " 0.981110\n", - " 0.995768\n", - " 77\n", + " 0.979344\n", + " 0.993455\n", + " 98\n", " False\n", " \n", " \n", - " 3\n", + " 2\n", " 2009-03-21 00:00:00+09:30\n", " 2009-03-24 00:00:00+09:30\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", - " 0.987695\n", - " 1.023433\n", + " 0.986470\n", + " 1.023188\n", " 3\n", " False\n", " \n", " \n", - " 4\n", + " 3\n", " 2009-03-25 00:00:00+09:30\n", - " 2009-05-28 00:00:00+09:30\n", - " -0.000559\n", - " -0.000880\n", - " -0.000244\n", - " 1.039308\n", - " 1.003510\n", - " 64\n", + " 2009-05-25 00:00:00+09:30\n", + " -0.000731\n", + " -0.001012\n", + " -0.000414\n", + " 1.042359\n", + " 0.997774\n", + " 61\n", + " True\n", + " \n", + " \n", + " 4\n", + " 2009-05-26 00:00:00+09:30\n", + " 2009-08-11 00:00:00+09:30\n", + " -0.000553\n", + " -0.000741\n", + " -0.000368\n", + " 1.040725\n", + " 0.998162\n", + " 77\n", " True\n", " \n", " \n", @@ -614,25 +614,25 @@ ], "text/plain": [ " start end soiling_rate \\\n", - "0 2008-11-13 00:00:00+09:30 2008-12-11 00:00:00+09:30 -0.001403 \n", - "1 2008-12-12 00:00:00+09:30 2009-01-01 00:00:00+09:30 -0.000641 \n", - "2 2009-01-02 00:00:00+09:30 2009-03-20 00:00:00+09:30 0.000000 \n", - "3 2009-03-21 00:00:00+09:30 2009-03-24 00:00:00+09:30 0.000000 \n", - "4 2009-03-25 00:00:00+09:30 2009-05-28 00:00:00+09:30 -0.000559 \n", + "0 2008-11-13 00:00:00+09:30 2008-12-11 00:00:00+09:30 -0.001377 \n", + "1 2008-12-12 00:00:00+09:30 2009-03-20 00:00:00+09:30 0.000000 \n", + "2 2009-03-21 00:00:00+09:30 2009-03-24 00:00:00+09:30 0.000000 \n", + "3 2009-03-25 00:00:00+09:30 2009-05-25 00:00:00+09:30 -0.000731 \n", + "4 2009-05-26 00:00:00+09:30 2009-08-11 00:00:00+09:30 -0.000553 \n", "\n", " soiling_rate_low soiling_rate_high inferred_start_loss \\\n", - "0 -0.004020 0.000000 1.021948 \n", - "1 -0.002886 0.000000 0.990297 \n", - "2 0.000000 0.000000 0.981110 \n", - "3 0.000000 0.000000 0.987695 \n", - "4 -0.000880 -0.000244 1.039308 \n", + "0 -0.003570 0.000000 1.021835 \n", + "1 0.000000 0.000000 0.979344 \n", + "2 0.000000 0.000000 0.986470 \n", + "3 -0.001012 -0.000414 1.042359 \n", + "4 -0.000741 -0.000368 1.040725 \n", "\n", " inferred_end_loss length valid \n", - "0 0.982670 28 True \n", - "1 0.977467 20 True \n", - "2 0.995768 77 False \n", - "3 1.023433 3 False \n", - "4 1.003510 64 True " + "0 0.983288 28 True \n", + "1 0.993455 98 False \n", + "2 1.023188 3 False \n", + "3 0.997774 61 True \n", + "4 0.998162 77 True " ] }, "execution_count": 15, @@ -661,7 +661,7 @@ }, { "data": { - "image/png": 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2qtRfPfSL0IX4tyRNcrFDpez8apJez7pTgMeBKZWyUUuCrfZlmCS4P3APeaAxl90NvKoX+1Jn/U8Bnx6N/dJK7MAvgdmVz/8BXLeh+8Cnw72n3rPREyVtk+sWR8TKmvpuPTvdyjPetY4Aro6IpTXlX5O0XNKPJM2os16njKQvB0n6q6RFkt5ZKZ8O3BT5Ly+7aZhttdOI90s+ndybdR846NZ+ade8ASPeB06Cvafes9GQnqOurRuqr/eMdSe08ox3rSNY96b2w0lHiJOBnwE/lLT1BkXYvFb7ciGwE9APvAM4VdJhlW1trPtlLikPfKVS1s390pZ5A+rUrW87T+EkuIEkXSkpGiy/GMEm6z0bDek56laesW5ZE30Z0fdL2gt4DvCtanlEXBMRayLi4Yg4g3R9c+9e7EtE3BoR90bE4xHxS+B/gTfk6o11vxxL+sfp1RGxdqi8k/uljnbNGzDifeAkuIEiYp+IUINlrxFsst6z0fdFxP25bqqkrWrq2/LsdBN9aeUZ76ojgQURsWqYdgG0ZZbwDvalXqyLgF2rI5XAri1sa/1f1IG+SHobMAfYNyL+NFwItGm/1NGueQNGvg+6cfGz9IU0CrcFcAbpou8WwLgGbV8FLAP+CdgauIKnjg5fB3w8b+N1dH90+Buk0bwtgT0ZZnSYNIr9IPCvNeUDef3Nc19OBJYD2/RiX0jPsj+TlAz2IF2EPzLXDY1MHkcamTyW7o8Ot9KXw/Pv2E516rq+X5qNHTgG+B1pZHi7nOBqR4db3gdd2UGlL6TrLlGzzK380q0CBirt30e6TeYh0rWa8ZW6KaRbTdaQbhfo6ugq8CzgYmA1afTtTZW6vUmnJ9X2h+VfRtWUTydduF4N3A/8FBjs1b7kP9L78766DXh3zbZ2A67P++U3wG493JclwN9zX4aWeaO1XxrFXiduAR8D/pqXj/HU0eAR7QM/O2xmRfM1QTMrmpOgmRXNSdDMiuYkaGZFcxI0s6I5CZpZ0ZwErWmSBvL8cpvmz1dKenv++fBuzwfYSZL6leZrfFoHtj0lP/K2Qa+8lTRR0u9UmW/SWuckWCBJe0n6paQH86wo10h6yXDrRcTdEdEXEY/XqftaROzfmYhbI+moET63XTWHNO3ZmrzNEyWtyDPI7FL5rj0lXdwgjs9Lmr2BcTQUEfeRJjjo2HeUwEmwMJImAD8APk26U38ScDppnsKet6FHT01+x3jS885fzZ+fS5q7bippYtwzKrGcDbynwaZmAZd2ONyvkSYbtRFyEizPDgARcUGkGVHWRMSPIuImAEmbSDo5T3P+F0nnSXpGrmt4Gld79JXbHSPp95IekPTZoYfbJW0q6ex8ZLVE6fUDDU8PlaZ7P0nSTcBqSeMkzZF0p9IU8bdKel1uuxMwD3hZPnV/IJePl/RxSXdLuk/SvPWc6r4UeCCenFhgALghIh4CfkJKhpCS3/di3TkSkbTr0DZyfz+e+7sYeHVN27fm09qVkhZLOrpSd4ukgyqfN8vb2S0X/Yo0qcbkBn2xYTgJlucO4HFJ50qaJemZNfVH5eWVpD/2PuAzI/yu1wAvIc3m8W+kVwdAmo9vFjCTNM37wU1s6zBS8tg6Ih4D7iQ9W/oM0pHsVyU9NyJ+R3rQ/tp86r51Xv9M0j8AM4EXko6AT23wXbuQnsse8gdgF6U59fYDFkl6HnAoaTKLeg4kvRN7qL+vIT3bOsiTU3AN+UuunwC8FfikpN1z3XnAm2u2++eIuAEg/7/4A0+dXcVa0c2HvL30xkKaHPQc4E/AY8D3gIm57qfAuyptdyQ9bD+ONHlDkGfAIU3k8Pb881HALyrrBbBX5fOFwJz88xXA0ZW6/arbrRPvUuBtw/Tpt8BrG8Qi0sP5L6iUvQxY0mBbHwS+UVN2GOmh/MtIk40uIL364N+BnwPfBbavtL8a2LvS32MqdfsP09+LgePyz9uR5sSbkD9/C3h/TftrgCNG+/dqY118JFigiPhdRBwVEdsDO5P+0P4nV29HmvVlyF2kBDhxBF+1rPLzw6SjyqHv+GOlrvpzI09pI+kISb/Np9oPkPqxbYN1+4GnA9dX2l+ey+v5GzUzEke6fLB7RMzK37UWuIF0JHgQcFH+mXzEOI30TgxYt7/V/7/kI/Lr8iDVA6SjvW3z995LSnKH5O3OIl0HrNqKNKWajYCTYOEi4jbSUeHOuehe0pHOkAHS0eJ9bfzaP5PeGDbkeU2s84/pjvL1ry+Q5ozbJtIp7y08OfFn7dRIK0jTK02PiK3z8oyI6KO+m8jXTmvl64gfBY4HXgT8MdK1wv8jnfZDOu2/Ip4cRf9zTR8HKtsbD3yblEAn5r5cWukLwLmkU+I3kk7z76msP450el9994a1wEmwMJKmSTpe0vb58/NIp3rX5SYXAO+V9HxJfaQ/+G9GuvbULhcCx0malI9uTmpx/S1JiW45pIEFnkzikBL29pI2B4iIJ0hJ85OSnp3XmSTpAOr7NbC1pEl16k4m3TpzL2nuux0lTSRdQ12c21SvBw71992Sts/XYOdU6jYnTQK6HHhM0izS6XLVxaRrp8eRrhFW7QEsjYi7sBFxEizPStLo568krSYlv1tIRzYAXybNfn0VafLNR4D/bHMMXwB+RDriuoF05PMY6ZWcw4qIW0m3plxLSni7kE4Zh1xBmnV4maQVuewk0gDCdZKGRnl3bLD9R0lHx9UBCSRNIyWoT+V2fyYNuCwivef2v/II+AGk0+1qf39IOlr7Del64tB3rczrXkg6DX8T6RptNZ41pKPF51fXzQ4njYbbCHlSVRt1+ehnXkT0zG0ekvpJgxu75STU7Hp7AJ+JiD3aHM+ppHfzvrlS9mzSoMxuEfFIO7+vJE6C1nX5utorSUeDE0lHOddFxHtGM652yElwm4i4rI3bfBbpiPktEXFVu7ZriZOgdZ2kp5OOYKaRBiwuId0SUvv+2eJJegdp5P78iDhmlMMZk5wEzaxoHhgxs6I5CZpZ0ZwEzaxoToJmVjQnQTMrmpOgmRXt/wESF7T0xuGVugAAAABJRU5ErkJggg==\n", 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\n", 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        " ] @@ -736,9 +736,9 @@ "name": "stderr", "output_type": "stream", "text": [ - "c:\\users\\kanderso\\software\\anaconda3\\envs\\rdtools-dev\\lib\\site-packages\\ipykernel_launcher.py:8: rdtoolsDeprecationWarning: The normalize_with_pvwatts function was deprecated in rdtools 2.0.0 and will be removed in 3.0.0. Use normalize_with_expected_power instead.\n", + "/Users/mdecegli/opt/anaconda3/envs/release_test/lib/python3.7/site-packages/ipykernel_launcher.py:8: rdtoolsDeprecationWarning: The normalize_with_pvwatts function was deprecated in rdtools 2.0.0 and will be removed in 3.0.0. Use normalize_with_expected_power instead.\n", " \n", - "c:\\users\\kanderso\\software\\anaconda3\\envs\\rdtools-dev\\lib\\site-packages\\rdtools\\normalization.py:170: rdtoolsDeprecationWarning: The pvwatts_dc_power function was deprecated in rdtools 2.0.0 and will be removed in 3.0.0. Use normalize_with_expected_power instead.\n", + "/Users/mdecegli/Documents/GitHub/rdtools/rdtools/normalization.py:170: rdtoolsDeprecationWarning: The pvwatts_dc_power function was deprecated in rdtools 2.0.0 and will be removed in 3.0.0. Use normalize_with_expected_power instead.\n", " power_dc = pvwatts_dc_power(**pvwatts_kws)\n" ] } @@ -817,12 +817,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "The P95 exceedance level with the clear sky analysis is -0.35%/yr\n" + "The P95 exceedance level with the clear sky analysis is -0.21%/yr\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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        " ] @@ -855,7 +855,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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        " ] diff --git a/docs/degradation_and_soiling_example_pvdaq_4.ipynb b/docs/degradation_and_soiling_example_pvdaq_4.ipynb index 3baf58ae..0e8bdafd 100644 --- a/docs/degradation_and_soiling_example_pvdaq_4.ipynb +++ b/docs/degradation_and_soiling_example_pvdaq_4.ipynb @@ -175,7 +175,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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        " ] @@ -224,7 +224,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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        " ] @@ -271,7 +271,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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        " ] @@ -307,7 +307,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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        " ] @@ -350,7 +350,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "The P95 exceedance level is -0.65%/yr\n" + "The P95 exceedance level is -0.63%/yr\n" ] } ], @@ -434,7 +434,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "The 68.2 confidence interval for the insolation-weighted soiling ratio is 0.940–0.951\n" + "The 68.2 confidence interval for the insolation-weighted soiling ratio is 0.939–0.951\n" ] } ], @@ -458,7 +458,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
        " ] @@ -543,36 +543,36 @@ " \n", " 0\n", " 2010-02-25 00:00:00-07:00\n", - " 2010-03-07 00:00:00-07:00\n", + " 2010-03-06 00:00:00-07:00\n", " 0.000000\n", " 0.000000\n", - " 0.0\n", - " 0.669120\n", - " 0.896014\n", - " 10\n", + " 0.000000\n", + " 0.685379\n", + " 0.863517\n", + " 9\n", " False\n", " \n", " \n", " 1\n", - " 2010-03-08 00:00:00-07:00\n", + " 2010-03-07 00:00:00-07:00\n", " 2010-03-11 00:00:00-07:00\n", " 0.000000\n", " 0.000000\n", - " 0.0\n", - " 1.048615\n", - " 1.011925\n", - " 3\n", + " 0.000000\n", + " 1.053439\n", + " 1.003025\n", + " 4\n", " False\n", " \n", " \n", " 2\n", " 2010-03-12 00:00:00-07:00\n", " 2010-04-08 00:00:00-07:00\n", - " -0.002423\n", - " -0.005208\n", - " 0.0\n", - " 1.058734\n", - " 0.993322\n", + " -0.002505\n", + " -0.005069\n", + " 0.000000\n", + " 1.058785\n", + " 0.991144\n", " 27\n", " True\n", " \n", @@ -582,23 +582,23 @@ " 2010-04-11 00:00:00-07:00\n", " 0.000000\n", " 0.000000\n", - " 0.0\n", - " 1.045265\n", - " 1.045265\n", + " 0.000000\n", + " 1.044975\n", + " 1.044975\n", " 2\n", " False\n", " \n", " \n", " 4\n", " 2010-04-12 00:00:00-07:00\n", - " 2010-04-20 00:00:00-07:00\n", - " 0.000000\n", - " 0.000000\n", - " 0.0\n", - " 1.036445\n", - " 1.026461\n", - " 8\n", - " False\n", + " 2010-06-15 00:00:00-07:00\n", + " -0.000594\n", + " -0.000997\n", + " -0.000174\n", + " 1.011211\n", + " 0.973207\n", + " 64\n", + " True\n", " \n", " \n", "\n", @@ -606,25 +606,25 @@ ], "text/plain": [ " start end soiling_rate \\\n", - "0 2010-02-25 00:00:00-07:00 2010-03-07 00:00:00-07:00 0.000000 \n", - "1 2010-03-08 00:00:00-07:00 2010-03-11 00:00:00-07:00 0.000000 \n", - "2 2010-03-12 00:00:00-07:00 2010-04-08 00:00:00-07:00 -0.002423 \n", + "0 2010-02-25 00:00:00-07:00 2010-03-06 00:00:00-07:00 0.000000 \n", + "1 2010-03-07 00:00:00-07:00 2010-03-11 00:00:00-07:00 0.000000 \n", + "2 2010-03-12 00:00:00-07:00 2010-04-08 00:00:00-07:00 -0.002505 \n", "3 2010-04-09 00:00:00-07:00 2010-04-11 00:00:00-07:00 0.000000 \n", - "4 2010-04-12 00:00:00-07:00 2010-04-20 00:00:00-07:00 0.000000 \n", + "4 2010-04-12 00:00:00-07:00 2010-06-15 00:00:00-07:00 -0.000594 \n", "\n", " soiling_rate_low soiling_rate_high inferred_start_loss \\\n", - "0 0.000000 0.0 0.669120 \n", - "1 0.000000 0.0 1.048615 \n", - "2 -0.005208 0.0 1.058734 \n", - "3 0.000000 0.0 1.045265 \n", - "4 0.000000 0.0 1.036445 \n", + "0 0.000000 0.000000 0.685379 \n", + "1 0.000000 0.000000 1.053439 \n", + "2 -0.005069 0.000000 1.058785 \n", + "3 0.000000 0.000000 1.044975 \n", + "4 -0.000997 -0.000174 1.011211 \n", "\n", " inferred_end_loss length valid \n", - "0 0.896014 10 False \n", - "1 1.011925 3 False \n", - "2 0.993322 27 True \n", - "3 1.045265 2 False \n", - "4 1.026461 8 False " + "0 0.863517 9 False \n", + "1 1.003025 4 False \n", + "2 0.991144 27 True \n", + "3 1.044975 2 False \n", + "4 0.973207 64 True " ] }, "execution_count": 16, @@ -653,7 +653,7 @@ }, { "data": { - "image/png": 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+ "image/png": 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\n", "text/plain": [ "
        " ] @@ -711,97 +711,97 @@ " \n", " 0\n", " 1\n", - " -0.000941\n", - " -0.001944\n", - " -0.000689\n", + " -0.000942\n", + " -0.001954\n", + " -0.000692\n", " 6\n", " \n", " \n", " 1\n", " 2\n", - " -0.001798\n", - " -0.006173\n", - " -0.000749\n", + " -0.001794\n", + " -0.006180\n", + " -0.000752\n", " 7\n", " \n", " \n", " 2\n", " 3\n", " -0.001096\n", - " -0.002236\n", - " -0.000396\n", + " -0.002230\n", + " -0.000394\n", " 10\n", " \n", " \n", " 3\n", " 4\n", - " -0.000946\n", - " -0.001920\n", - " -0.000109\n", + " -0.000924\n", + " -0.001899\n", + " -0.000122\n", " 9\n", " \n", " \n", " 4\n", " 5\n", - " -0.000276\n", - " -0.000614\n", - " -0.000077\n", + " -0.000305\n", + " -0.000733\n", + " -0.000086\n", " 7\n", " \n", " \n", " 5\n", " 6\n", - " -0.000315\n", - " -0.000728\n", - " -0.000086\n", + " -0.000331\n", + " -0.000777\n", + " -0.000091\n", " 8\n", " \n", " \n", " 6\n", " 7\n", - " -0.000397\n", - " -0.001254\n", - " -0.000139\n", + " -0.000404\n", + " -0.001342\n", + " -0.000140\n", " 8\n", " \n", " \n", " 7\n", " 8\n", - " -0.000676\n", - " -0.001778\n", - " -0.000178\n", + " -0.000674\n", + " -0.001779\n", + " -0.000182\n", " 7\n", " \n", " \n", " 8\n", " 9\n", - " -0.000833\n", - " -0.001559\n", - " -0.000183\n", + " -0.000856\n", + " -0.001572\n", + " -0.000191\n", " 8\n", " \n", " \n", " 9\n", " 10\n", - " -0.000874\n", - " -0.001411\n", - " -0.000193\n", + " -0.000881\n", + " -0.001413\n", + " -0.000203\n", " 8\n", " \n", " \n", " 10\n", " 11\n", - " -0.000917\n", - " -0.001887\n", - " -0.000223\n", + " -0.000920\n", + " -0.001894\n", + " -0.000229\n", " 8\n", " \n", " \n", " 11\n", " 12\n", - " -0.000946\n", - " -0.002453\n", - " -0.000688\n", + " -0.000947\n", + " -0.002455\n", + " -0.000691\n", " 6\n", " \n", " \n", @@ -810,18 +810,18 @@ ], "text/plain": [ " month soiling_rate_median soiling_rate_low soiling_rate_high \\\n", - "0 1 -0.000941 -0.001944 -0.000689 \n", - "1 2 -0.001798 -0.006173 -0.000749 \n", - "2 3 -0.001096 -0.002236 -0.000396 \n", - "3 4 -0.000946 -0.001920 -0.000109 \n", - "4 5 -0.000276 -0.000614 -0.000077 \n", - "5 6 -0.000315 -0.000728 -0.000086 \n", - "6 7 -0.000397 -0.001254 -0.000139 \n", - "7 8 -0.000676 -0.001778 -0.000178 \n", - "8 9 -0.000833 -0.001559 -0.000183 \n", - "9 10 -0.000874 -0.001411 -0.000193 \n", - "10 11 -0.000917 -0.001887 -0.000223 \n", - "11 12 -0.000946 -0.002453 -0.000688 \n", + "0 1 -0.000942 -0.001954 -0.000692 \n", + "1 2 -0.001794 -0.006180 -0.000752 \n", + "2 3 -0.001096 -0.002230 -0.000394 \n", + "3 4 -0.000924 -0.001899 -0.000122 \n", + "4 5 -0.000305 -0.000733 -0.000086 \n", + "5 6 -0.000331 -0.000777 -0.000091 \n", + "6 7 -0.000404 -0.001342 -0.000140 \n", + "7 8 -0.000674 -0.001779 -0.000182 \n", + "8 9 -0.000856 -0.001572 -0.000191 \n", + "9 10 -0.000881 -0.001413 -0.000203 \n", + "10 11 -0.000920 -0.001894 -0.000229 \n", + "11 12 -0.000947 -0.002455 -0.000691 \n", "\n", " interval_count \n", "0 6 \n", @@ -886,51 +886,51 @@ " \n", " 0\n", " 2010\n", - " 0.963661\n", - " 0.951828\n", - " 0.971463\n", + " 0.961769\n", + " 0.950512\n", + " 0.969079\n", " \n", " \n", " 1\n", " 2011\n", - " 0.944819\n", - " 0.936342\n", - " 0.950665\n", + " 0.944563\n", + " 0.937086\n", + " 0.950570\n", " \n", " \n", " 2\n", " 2012\n", - " 0.939456\n", - " 0.931768\n", - " 0.945988\n", + " 0.939465\n", + " 0.931211\n", + " 0.945439\n", " \n", " \n", " 3\n", " 2013\n", - " 0.954258\n", - " 0.944068\n", - " 0.961534\n", + " 0.954355\n", + " 0.944595\n", + " 0.961878\n", " \n", " \n", " 4\n", " 2014\n", - " 0.950645\n", - " 0.929716\n", - " 0.966537\n", + " 0.949834\n", + " 0.929179\n", + " 0.965085\n", " \n", " \n", " 5\n", " 2015\n", - " 0.951059\n", - " 0.921407\n", - " 0.966395\n", + " 0.950557\n", + " 0.921117\n", + " 0.966028\n", " \n", " \n", " 6\n", " 2016\n", - " 0.937259\n", - " 0.925394\n", - " 0.944943\n", + " 0.937150\n", + " 0.925213\n", + " 0.944815\n", " \n", " \n", "\n", @@ -938,13 +938,13 @@ ], "text/plain": [ " year soiling_ratio_median soiling_ratio_low soiling_ratio_high\n", - "0 2010 0.963661 0.951828 0.971463\n", - "1 2011 0.944819 0.936342 0.950665\n", - "2 2012 0.939456 0.931768 0.945988\n", - "3 2013 0.954258 0.944068 0.961534\n", - "4 2014 0.950645 0.929716 0.966537\n", - "5 2015 0.951059 0.921407 0.966395\n", - "6 2016 0.937259 0.925394 0.944943" + "0 2010 0.961769 0.950512 0.969079\n", + "1 2011 0.944563 0.937086 0.950570\n", + "2 2012 0.939465 0.931211 0.945439\n", + "3 2013 0.954355 0.944595 0.961878\n", + "4 2014 0.949834 0.929179 0.965085\n", + "5 2015 0.950557 0.921117 0.966028\n", + "6 2016 0.937150 0.925213 0.944815" ] }, "execution_count": 19, @@ -1106,12 +1106,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "The P95 exceedance level with the clear sky analysis is -0.92%/yr\n" + "The P95 exceedance level with the clear sky analysis is -0.81%/yr\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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        " ] @@ -1151,7 +1151,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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        " ] diff --git a/docs/sphinx/source/api.rst b/docs/sphinx/source/api.rst index dd393297..0b02c02c 100644 --- a/docs/sphinx/source/api.rst +++ b/docs/sphinx/source/api.rst @@ -105,7 +105,6 @@ Normalization pvwatts_dc_power sapm_dc_power t_step_nanoseconds - trapz_aggregate Aggregation diff --git a/docs/system_availability_example.ipynb b/docs/system_availability_example.ipynb index 3dd9d2cf..21fdec5d 100644 --- a/docs/system_availability_example.ipynb +++ b/docs/system_availability_example.ipynb @@ -61,6 +61,10 @@ " expected_power : pd.Series\n", " An \"expected\" power signal for this hypothetical PV system, simulating a\n", " modeled power from satellite weather data or some other method.\n", + " \n", + " (This function creates instananeous data. SystemAvailability is technically designed\n", + " to work with right-labeled averages. However, for the purposes of the example, the\n", + " approximation is suitable.)\n", " \"\"\"\n", "\n", " # generate a plausible clear-sky power signal\n", @@ -135,7 +139,7 @@ "outputs": [ { "data": { - "image/png": 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qBO4wM1KfXsBqUlxv//fcexju+0z6QYy3vx3uzaRBMYcMtarfW6rriqnLYkaW55h8qZnwA73AxD5JCdxpjzkW0LYzdV4LoKDcfh0Hsxhq6RXTnzN16XM4gc7BYYzeQ5PnDEwkGVO3oXYosWmyZHRI3S+9PPXzpQvyR4gun3H7oXFT6uf0hPE9t9mndtqwAT59ML2KZMVS+53GIzNEd/yl6j5HU5/zwpmQUr7fbhssp7A6/Q9v4Hj6VY5VmH3zqZQuzbqOo0/A5g9ZZ5PDq5O2Hek7h+KGQ9673z5nYqZjBdTFx5zk6JCeUF/6mol4WN1377fPmdBc09PSE8mHeUoFpVBYlfo5U4TwyGNw/j/M+VvnRZpDCLFcCPGwEOJl4/E6IcTn7bYrp0QG05986vJAgtcs0kmVbnF51FS6dHliB4e5JFgF9Wemfm6loZboLrDOnql0Gd0m6WbqDDY7w75mIxZSQn79x1M/v/xqde+x8Xtufh62/jD/o0xmOmMqwUpVxFycG2csL5wJ4CfA54A4gJRyF2qC5+mJro/r0Kei7ixVr5CwsZ2sbYe6T5ejrFyWunrdwWGuiY5A+eLUz5nRPTsjeWZrarqLzDxDBtzOfH++M9yh7tNd6MzVdmTAEnNScvCv8MC/qIVUKp7+DnzrDGttmkqod/qwuYkUVquUUQ7IF2ciIKV8fsq23PyP84FQr/pC050AzdzWsI0qk2WGcExDmjHjgUqnZsIh9+g6hLqVzkAq3H513zz19GEhplM9b3Pq56tXqoVDdNg6m041zPoxo7VSSsnh7hFiCUNgSTMita0v2GCcwcWfg88cnj691qR8keo6yZEo1Kzoukq59agC0Zb+EG+/eSv//PtdxM3P0RvIWZQsX5yJHiHEElTRJUKIG4HTV685HlL3ZlfEVIaM9IGdB46ZB05X1xEbyVm/soPDGMPt6uQ8qAqSE0mdR/Z10jlkXHzMOQl2timbq2VDO+YHjx3itd9+gpea+9V280Jod1F1PmOqmBo1E/92zytc9j+Ps/k/HyaR0MeLHtN1UliB5po2l6N9MMztzxvzLlZdB6//jn2deGbRfP1ZAHzuzt08e6SX32xv5pO/M6JnI93QsTsnb58vzsRHgR8DK4UQrcAngL+11aJcYp58jBVNIqmzs3mAWMJIe4xJ8Nr49bS+qFZ9RjveC8f7uWtnK7puhmrl9HHLNjIQivGlu/fwu+35W+h26zPHuPp/n+D+lzvsNmVGnj3cy+6WQbvNUJiFd8bk2o6hCF+8ew//9PtdSCnVxcflg6pl9tnY+qIKfRsXvPt2d/BK+zAf/fUOZaMZwu/MzUn8tODgX9V9LMSxnlFuffYYJQUeBkJxbt/WpM6VQktfD2AFO34Ju38PwFfv3cvNTxzmJ08c5d/u2cNINA8C6ebwyNoz2NHUz5MHe3jtGbUU+txsPWIsDhs2Th/xPkfkhTMhpTwipbwcqAJWSikvkFKmqcQ5Dejaa/xDffzv//k2rv/+03zw1m3q5FNlDLRJV1NhBZ17xnJrf3yxlRt/+Az/cMdOvvPIQfX80iuUfXkyn+O67z3Fz585xmd+v4tnDudf+uXJA9186e497OsY5uO376C5P2S3SdOIJ3WklPzbPXv47wf22W2OwlxtVSwBoLEswC8/eA63vO9shBCqn76gVKm12kXHLmB8hk2BR61MW/rD7GoZHE9/eII2GXgKYC6cyhbwhbteRkq4++/Pp6rIxzOHe9Vq318K4QH7bNz2U9j1G0B9t0e6R/m7i5fwxD9dQqHPreaz/PcSNcXWDoaMYL63kBeOq+PhjWc18LFLl9I9HKVrKKJSMfHcnHvywpkQQhwWQvwKeDeQpsXhNKJtp/EPye3PN/HkwR6qi3w8ebCHnzx5FHyG55jDcbGzUrEEalUx0XcfVQ7E+nml/OCxw/SNxNQJXOoQsz8PfKhrmOa+MOvnlRL0uvjM73bZbdI0/vuBfUjgU1csJ5bUufnx/KruD8eSbP7KQ/zquSa+8eYz+e7bz7LbJEW34Xi7/TT3hYjEkyyoCOLSJojySB1ad9hjH0DlikkTLYejcZZVF+LWBA/s6VDTTQGSuRELOi0wdUQqlnCoa4SygIcFFUEuWlbF1iO94xHRNhtTvx96BN5yGwDff+cGvvrGM6gq8lFdZNTtFNXA6tdPn7JsFU2GEzPSze7WQSoLvVy2qoZzF6vU0dYjvcppiwxBcu4jKXnhTACrUWmOCuDrhnPxx9leJIS4RQjRZbaUGtvKhRAPCiEOGvdlxnYhhPiOEOKQEGKXEGLDhNe819j/oBDivTn4/03GWGVRdyYvtw6iCfjNTari+47nm1SRDKh+YLsI9UJhDaFYgtb+MG89ex7XnlFLLKHzkyePjOc4uw/YZ6PBkwdVJOLrN65jWU0R7YNhwrE8CDtOYCAUZ/28Uj56yRIaywpoH0wjWGYTw9E415/VwOr6YtY2lFAasHlgkUnztrF/fuGul3nLj9UJ8+G9nbzm64/SP2qIVo3YWGIV7hsXcgOaekN0D0cpDXj45dbj45OBew7ZZOApQKgPvEVEcdM7EuMtm+YBUFPsoz8U58G9nep7Hmy1z0YhwOOf8FA5tM8c7uHL97yinMbXfWt8uJvVGOkLvWYNTx7sYcviCoQQrKkvRhPwvUcOGQtUOV6XN4fkizORRLWFJgEd6DJus/Fz4Oop2z4LPCylXAY8bDwGuAZYZtxuAn4IyvkAvgicA2wGvmg6IDnDDNUV1rDtWB9bllSwqKqQq1bXEIolkf4SQ1/dJnEWUPrziSg7mwaIJnSuWlvLO89dgM+tEY4nwW0MXRrptM9Gg+eP9jGvvIBlNUX8/SVL0SUqvJwndA9Hae4Pc+0ZdWiaxpbFFWw/3jeh/sR+qov8fPG6NWyYr376f97Vxm+35UH9SZkRqKxew/vPX8TfvUY54hWFPlbUFDEcScCC86EwxfAlq+g9pCS/DRrLAiypLmRFbREj0QQRzdBGaLIp/H0qsP8+SEbZ0zpELKmzfl4pAK9Zrpy0l5oHYP659p0Tkwl48IvQtJV//eNuPm0WNAIHOoa5c0cLPSN2R57U+eRgooq+0RjxpEpBu10ajWUBhsxjBU7ryMQQ8L/AUeC9UsotUsoPz/YiKeUTwNQh928AbjX+fStw/YTtv5CKrUCpEKIOuAp4UErZJ6XsBx5kuoMyt7TvAJeP/d0RDnSOcMFSdcCcv6ySjqEIrQNh1XqZm3kssyOlkgiODPKzZ44BcFZjKQGvmw3zy9h+vA8WXqT29dqbB9Z1nYf3dlIRVCvpTQvVxfD5Y1N/FvZx1061mlpTr+YOLKwMMhCK8+h+m1VOJ9A7ElX1OgZ37WzjV8/bmGYziY6ottBgBa9ZXsU1ZyinYf28Um5+zybmVwRULt1O/YHRnkm5fL9Ho8jv5gPnL0KX8FKvMXzJTHc4TMdTAIEKbn5CdeUsqVbRnM2Lyqks9NE9HFXpA7tqY6JDsPUH0L6L8qCXisLxyN27tyxkxxeuoDLoVTUTD9ukhGmkxY+PKtuuXFM79tTVa2vpC8VIlhrD8nJQPJ8vzsTbgSeAjwB3CCH+TQiRpm9yVmqklGbMswMwexsbgIlLrRZjW7rt0xBC3CSE2C6E2N7dnWIAVqYYxY1/ekm1ipUHVevY6jp1sblt63GV6rBLYdIs0Fn1Og51jVDgcVFqXKwXVQXY0zpEj26kYuw8iQNHekaJJSULK5RTUxrwUux38/Onj9lq10Tu261+jqYzcWajCkc+cfAkfkNziK5LLv76Y/znvXvHtv3PW87kTx85z0arDLr2gDfI8b4Qh7pGJjk8oGwn3GefJouuq/D38mvGNg1HE4xEEpzRoL7n3a2DquskaaMIXb7jCUD1KgbCcfwejeU1qjNGCMHymkIOdA4rR8Ku9tpAOXy+C87+IJ+6cgWfu2bV2FMuTYwXA5/1rvTzRXKNkRY/Pqg0JS5eMS79vay6kFhCp23Y0JvIwTj3vHAmpJR3SSk/A3wYuBd4H/DnOfi7EjP2MwdIKW+WUm6SUm6qqkqjf54JlcuhWv0YhYArVysPcl1jKQLYdrRPCVq1vjgHVp8AhvcvCyroD8V4/ZnjMw9qiv1I4KmjxnCjI0/YYOA4+zvUUJsPXLBobNuiyqBKxeQJfo+LlbVFlBh1COcvrSTodc3hL/PkiCV1Pn3VCq5eO76SKfZ7xnLCttKxG+JhfvHsca79zpNMzAx988EDnPe1R1TXkZ5QksxWExtRBaDB8ZkSbQNhjvWMUlXkQxNwx7ZmFZmwUwsj34kOga+YcCzJxgWTs8zheJKXWgaR8agqYrVLFEoIZJp2/e88fJAfPX4Yrvg3WHFNyn1yTlE9BCp47mgvFUEv5cHx6InZYfTYAaPTLQeFrHnhTAgh/iCEOAR8GwgC7wFOtG6h00hfYNybseRWYN6E/RqNbem2545wPwQrOdw1wuLKIGXGl+51a6yfV4rP7YKaNemH3uSaHtW9MTQ8wkAozur68bHAN6xXQZuwx7DN5sjEwa5htTCsGZeQfd26ekKxpCrOywMOdo2wtmG8t1sIwdKaIg52pZnuZzF+j4v3nreQjQvGBXki8SRf+csrPLLP5pqY8sVQtZJ3nbuAH7xzw6QujrX1xbzhrHqSS69UG9JNS8wlZsdVdPy9G0oLWF5bhBCC+tIClTYM96soi0Nqeg8hu/dxuHuUJVWTJ8SaEZ7eeUaw2pzSaiUdu+GBf+Uvz+zkgv96RLVZTmBv+xAHOozONjvb5YvqefpQL8kpEbxzl6hju8NtqLWWzH3TZF44E8BXgRVSyquklP8hpXxcSnmi5e53A2ZHxnuBuyZsf4/R1XEuMGikQx4ArhRClBmFl1ca23JH3xFIRNl+vJ8FFZNrDpbVFKqLTPkS+8KifUcB2NGiDtoC7/jPZF55gKDXxf4BoUStbJ7PceeLLRR4XPg946pzS2vUyehAp/1tq20DIbqGoxT7J8tBe1yC7cds1EaYQOdQZJrj5XNr/HFHK3vbbf4M42EIVrGoMshlqyarsV65ppbPXbMKlxkVsEODoF8dKxMdGY9LU7oDwIXLqugeiSHr19s/njqfERoDgUWMRBMMhSfPOHndOhUZ7Y4bhax21E30Hobtt1BbkOTsheWTVv0AP3zXRr751vXwm3fBTy6x3j6AoVbw+NEEnLto8kK0stBPY1kB3UnDUUvMfTdZvjgTLwEfFUL83rh9TAgx69hMIcTtwLPACiFEixDig8DXgCuEEAeBy43HoNInR4BDqMFiHwGQUvYB/w5sM25fNrbljlAfkdGBSRW3Jl63Rs9IlMG4gJBN4kvFqsjtgFupCq6qG49MCCEoC3p5aG+nvQVRBpG4TmWhb9K2yqB6/Os8KCA0lecKvJOdiapCH7GkTsdg2A6zJvGNB/Zzxbcmp6uEEGz718v56CVLbbLKYLCFZCLGQ6900puiWl7XJbFRo3PHHE5nJWb0cMl4iddINKEq54HlNYUMhuOECuohlj+KsXlFIgp6gu5CpW65YUqaY6lRjHm8z0hjtdugJLrmevjXdjZt2MS33roetyvNpXPldbD+nZaaNkb3PmIDbYzGkmOF6BNZUB5gX58hrtY996J0+eJM/BDYCPzAuG0wts2IlPLtUso6KaVHStkopfyplLJXSnmZlHKZlPJy0zEwujg+KqVcIqU8Q0q5fcLfuUVKudS4/SxH/0eFke8bbrwUgGvPmNzSVlus+pi7O9vUQRa2ocXRUB0Mu4oo9LlZWz9ZftXj0tRshHgYjj9jvX0GSV0yGI5z1ZrJK77VdUW4NTEuT24jZo7/DevrJ203++ib++13Jt62eT5fvG71tO15UTMx0kViqIO/+cV2nj7cO+3pc7/6MPfsNRxaO4owTYXOgtKxTV1DUY71qEhFyNA7aRmIOoPx0mFElAalKuqeGoEqC3gQwFMtRjtjDjQSMiVdO/ehrhE+8PNtvFx5NZxzk8VWGXiC9JWsBaC6yDft6Y6hCLvbh1StVtvc1+PlizNxtpTyvVLKR4zb+4Gz7TYqJ0QGAUm3VKv9MxonX6jfYNQk9JUao2ztyAO3KD/rlV7JkurCaReVt549j3hSknD5lcNjE20DYaIJfVqO1eXSWFlXRChmfxHm4e4RPC7BosrJ6ayFxuPjvfbLam9cUMZ1Z9ZP2/70oR7+9rYXCNv1OUoJLg+upZdy50fO44KlldN2+ZsLF9GwVs3tMAdtWYoZDZlwjNSW+Fldp47rzQtVrjocHlXFgxEb8v35jjEwsLWrB49LUFfsn/S0EILKIh/9PiOlake66KXfwEP/xub/fIhvPDB92JjHJWgfjDAUiUM8Ys+4+XiIw3F1jKSKnGxcUIaUoBc3QMXcRxzzxZlIGlNDARBCLEYJWJ1+GBXdeztVyHN+eWDS0/WlBeqHiXHitGNssZEHfrIlTiRFV4Rpc6hy3aQVmdXca7RcJlOsFuaVBWjqs/9C/cSBbgp9bjxTDu7aYrVyuHunjYp+QDSRZHfLYMpBRYPhOIe6R+gP2VS7k4hAMoa7uIYN88um5akBbrpoCeeuMU4ddqTc+owODc/4cezWBEGjRuaMxlK1W/Ea9aST6piOMYNo20AhUoKmTY+IrZ9XSk/S+Izt+J7bdyIPPsDbzp7PWfNLpz29oCLIff9wIef1/hG+UqMUPa0kqpxVaYgJnrOofNouFyxTHYhRX8X4AL05JF+cic8AjwohHhNCPA48AnzKZptyQ/8xAA70JhACivyTS0NcmsDvdvFsi7Hi77dh3lnVSqQnSFh30VBSMO3pgNcYZBTx2Tp4x1wxT+w2MekYjHC0Z1SNL7aRlv5wykVKgdeN360xbPO0wWM9Ia773lM8sm+6gNZrz6jjoU++RnUk2IEhndzWM8BTB1OnCKSU9MR9qsv2qA1typWGdHLZeGvySDTBgOGA+T0uqot8HI0a0bOIDWnLfEdTl6ERTxXzpiyuTOaVFfDKgFFkfewpqywb5+qvIv7uGT591YppaZhJNJ4Nl34BXLOW/M0tg0oqqXc4TEXQS0Xh9DTHvDJ1HI/E5Nh1aC6x3ZkQQlQBgygp648DH0N1djxqq2G5olB5h5HiBWMtT1MJ+Fx0RY0fY+u2lPvklMgAuq8YKeGy1dXTnl5YoQ74oeFhGLZJRAaV+hMC1tRP/xzN1UPbkL01CX6PxhWrU5981jWW4k6xCrOSulI/N797Y8qVjO30KWGdfUeb+PKfU7dV/uLZ42z66mNqBHjYBtXTyICKSrjHoyZ9ozGO9oxHIEKxJNvbjQ6FHvtn2eQdxiq+N+FPueoHtTgYjmtItPG5QBYTTSRTRkFN/vv+fXz6aQEXfRr80xc4uUXZdSRZlTKCB1BkdBj1jYRgYO4XqbY6E0KIvwH2AN8FdgILpZS7pJR2i5znDmNlcnTYzdIpuX6TS1dW02uOB7EjP9i2c6x4sSHFqnRBRZBCn5uQp1yFKHMQMsuElv4QNUV+vO7pP+MLDU3/riH7fkqxhE7XcDTtyr6xvIDmPnudnWK/hyvX1FIzJU9t8snf7OSWp45abJWBMbho48XX84N3bky5y7mLK/jSdavRS+ZBybyU++SUthfHx2cbVBb5Ji0UzmgsYVQYNTMdNnQi5DsHHwTg6Ih7Wr2EyTnG5Mu4v0KN0baah7/Mi7//H5Z//j760ujXuF0aGlJpjlhdS2acg/cPeRmc0lprsrgqiFsT9BcuA9/cOzt2RyY+AayRUm4BzgM+Z685FmCoWh4ZcU8eozyBxrIAR0NGmCqZ+oeRU0a6GI4pTzeVjUIIGssKaHMbquN21HUAD+3tHKuWn8q8MhU9sVMYanfLIFIyTQLaZCgcp2MownDEhu/Y4GDnMC+3pg+9D4TjKespLMH4XZVUNYy1B05lRW0R7zt/Ea6CEnuKGwfblPrmBFxCEJjQCnz2gjJaYkb4vmyBldadGgTUwmlABmhLM03XbHWMeYrsSRU1P89SjvN3r1lCaUHqFMYnr1jOf1+gwVcb4EBupYqmMaDSHBFXkPOWjGtMhBNh4sYQOk3TqC8tYMRVqo6tOS4StduZiEkpuwGklEeA6Yme0w2juHFIBoikyefHEjrDBJAIe8KixXX0BVW176q6opS76FKyq9dwNGzSmnBp2lhXxFSqjEE8f37JvjTM/k51cSucIlhlYto+MSRuNd9/9BB/96v00rq3vO9sPn7ZMgstmkDnywDc/3IHxyZ8Rl2hLmIJtTqUUtI9HCU52gftO623sXwh1K6btGk0MUBTaDcJw8koD3oZNGfZ2BTFy2u8hUihMYqfzUa6bWfXTm68+0a+sf0bwHir42g0bo+eyPv+TNXbvs+nr1oxViD6pWe+xI1330jHaMf4fiWNcMWXx8YlWIYhj90d87HMUAP+963/zpZfb+GaP1zDscFjAFQUemkbFUoQcY7Vi+12JhqFEN8xbyken35UrkAiGKaAa4xZCAORAf5y5C8cGVA54gUVASQaCTRosaNmYoiIq5CygIfKwtRhx0Kfm/64kZtrnXud99nQdclIJMEWwwvvGO3gP7b+B7/e+2uklJQEvAS8rrQXcivwuVXB2BXG7JWvPfc13nf/+3jwuArrXrxc1aPY2cL6scuW8T9vXg9A01AT5/7qXDbctoHn25+3zaYxDGfiO483sbN5AIDv7vgul/3uMrbcsYXjgyrve9F/P8pAVOZE1W9WIoNj6RiA5uFmEnX/zT7xX7z+T69H13X6RmMMYzgTxv/JYQIj3cTdhYBg04Iy2kfa+fCDH2Z//35u3XMrT7Y8SVmBOtf0xz22dcQMhGKTaiZe0/gablh2A7VBdXy/cLyPa36yh31L3g+VFjvgxaptdogCgl4XXaNd/G7/7yjyFhFJRvjiM18EoHMwQtOoUcg6x8X9djsTnwFemHCb+vj0IzpEwh1EorGgIsBgdJC3/eVtfPbJz3LDXTdwoP/AWH4w5quAiiWz/MEcMNRGT1ifsYr/itW19OlGVCBu/Um8YzBMLKnTWFpAKBbipgdv4jf7f8NXn/8qn3zsk4Cq7ZipYCrXtA6oVWhdiZ/vvvhdfrXvV+zp2cM/Pf5P7O/bT43RHto5ZMNF0GBJVSGbF5UjpeQLT3+BpEzid/v54jNfJJ6Mc9fOVq7//tMkkjZ0xVSrdspbPvU2LltVzc6undy862Y2VG8glozxrRe/hRCC/7h+Lcw/Dzypo1Q5pe/IpMjcPz76jwgtQUnyHJqHm/nZnp+xeVE5MTwk0aD9JettzHeOPEY4rn5fdaUF/HjXj0noCX5/3e+pC9bx05d/itutURbwMFgwTynvWkk8DL99L//5ne/xD3eMR0UumX8J71w1rnZZ6PNQX+JHiw5Yn4qRhhiiDBBP6vz56J+RSH50+Y+4auFVvNj1Ig8df4iNC8roMcdeaXPbcWKrMyGlvHWmm5225YzWFwjrarVcEfTx9W1fp22kjfeteR8SyS/2/IIqo60n5CqBpMX5al2HZJTjIQ8DofS5/Jpi3/hqywatiScPqVbBvtEYX33+qxwdPMoXzv0Cpb5SHmt5jGgySmWh19YCx4f3duL3aPg9Lh5tfpQKfwV/vuHPaJrGJx79BCVG7vXPu+xJxSSSOg/s6aB9MMyOrh282PUin970ab524ddoGWnhkeZH8Lg0ivxuRu2InkQHQfNQW1lBkd/DZ5/8LH6Xnx9e/kPesvwtPNnyJEOxId60sZGKymp7cumx0bFiu8MDh9nfvx996FwuKPl76oJ1PN/xPCtqVbFb1Ftmffj7VCBYSb9QE5M1EePOg3eytHQpK8pX8Oblb+aFzhc41H+IRZVBRglYXxsTD0PXK7xphY83bWjkvqP38YOdPxirRfjt/t/yNw/8DctrCvnp+85m+a+2wGP/Za2Nhn7RCAWct6SCOw/eyYbqDaypXMO7Vr4LgeDxlsdZ11hKv24sEudYENHuyMSrj+EORnUVZiou0Ln78N3UF9bzqU2f4nWLX8cjTY8gRRyPS9AdETlp4ZmRuBJ66qacpdXpV3rRRJJhQ/7Wjil+EWMls2F+GQf6D1DiK+HGZTfy1Qu+SkJP8ETLE7T0hznYZd+gqp6RGF6XxuGBwxwcOMiH1n2ImmANC4sX0j7ajt8bMwpc7WkP7RyO8uHbXuDRfd3817b/wiVcXLfkOs6vP5+gJ8jXt32d155Rx20fPGfM8bGU9pdIah7u2NbMaGyU9tF2FhQvIOAJcMOyG4jpMX6777cMhuIMdR6D+Ki1Y8ilBAQsuxyA59qfU9uHz6Y/lOD1S17P1vatJMUALk0wIorsGZOe77i8jHjKqSv181TbU0gkly9Qn+nl89X9157/GuVBL51hrJ9ZFCiHv9/GOTd8lEtWVrO7ZzcPHn8Qt1CLwgJ3AQFPgOG4ca656iuw6jprbWzZRly6SOCmPbaL40PHWVuppLUXlS7iosaL2N6xnbKgl2FpOBPd05U8TwbHmbCa0gWMFjQwvzzAi90vIpG8efmbAXjd4tcxHB/m9/t/T5HfQ0TXoPeQtfYZq7t+PcAFS6vS7tZYGmAY40d58CErLJtENKFWyg2VCfb27eUdK9+Bpmlsqd9CZUElfznyFzYZ8rG2hOhRGhPnL63khy/9EIHgygVqVPYXzlXphMdbH2d+eSBla6sVVBX6+PPHLuDSVZUcGThCdaCagCeAS3OxsmwlXaEuBqIDttgGqLHUiRj/+9BBnm57Gl3q/PPmfwZgTcUavJqXW1+5lR88doi/HjJO5KPd1tkXD4MeH6uZePD4gywtXUpopJJjPSEuarwIXer84KXvg5T0xWwqqM53Qr2MyAKW1xSxtX0rQU+Q965Rg58XlS6iqqCK/mg/rQNh2mJB1Y4etbZuIhxL0jkUIalL/unsf+J31/1ubMzAdUuu4zuXfodibzHv+r/n+Pf2zbBgi6X2UbGUUVcxBR4Xe/pVKuaihovGnt5Sv4WWkRaODh4Zjyh3pdZuOVFsdyaEEC4hxD/abYdlRAcZ0P3Ulfh5tOlRAu7AWN5tY81GBILb9t7G+nmlDHqqITh9HkFO6XoFUN0mNSWpiy8B1s8vZRS/kkrRXGn3yxUt/WH8Ho0Hm+9WKxljBePSXCwoWsAjTY+wtiGIREUI7KB7OEp1kY8nW54k4AlQFVDO2ZlVZ1LuL+eZtmeoLvLZVjPhdWusbSihN36USDLCxzd8fOy5j571USSSZ1q284bvPcUfXrBhuFLlClx1a7n3Hy7kmbZnKPIWsaF6A6Dak8+pO4dQPMS162pYfs5r1Wt0C9OCA8ZU2tEe+iP9vND5AivLV1Lkd7NhQSlrK9bi0TwcGjjEoqpCItKbE+XBU57eQ/REXRT5PWxt38qG6g14XePCS9cuvpajg0fZtKiQQcw6LQsjPK0vMvqLt/LWr/6SHU2qPsatTS/sjutxVtQWsbQoDkMWpy71OP16gKQuOTp4lIbCBjbXbR57uj6oZu80xR8cj0xULp9TE2x3JqSUSeDtdtthGX3H6Ayri+9jLY+xtnItfre6aPvcPjbWbCSWjFFd5KU7EbA+LDrSCcAQAfpSjHw2KfJ7CHg9RF2FtghrPbKvi3hS8qdDf0IgWFo6PrjmrJqzkEgG5UFADduymsFQjKFIgu7RIaLJKDcsvWHsOSEEJd4S7jt6H53DYXY2DVhuH8D+jmHuf7mDbe1qsNummk1jz62rWodX87Kr5wVKjc4Yy4kMIgpKKQ96uefwPZT4SnBNcFzNVIfubWLd0gVjr7GMCVNKn2h5AomkobABiZLR1jSNyxdcTvtoO0sqg/S5q+wZRpbnSJeXLr2Yw30tNA83o8vJkcSza88mrsfxFB60J7UaG6Ek3MwnL1vKzsE/88nHPjnNxp/u/imX/+5y/vXalby9+ctwxzussw+g/xgxrYAz5xWzo2sHm2o2TRrQeFHjRQTcATTPyHhk4jStmXhaCPE9IcSFQogN5s1uo3KBjIfo1QsZSXbRFerCM6Wi9sqFV9Id7qZpuIXuuBcZGVBFkVYRUJGQIRlkVd3sKmkDeoEtNRPFfg+NpQXE9Bjrq9ejaeM/ZTPSc3xE5QSfTDPXIZeYo8XjnmMkZZILGy6c9PyGmg0kZZL6ihCS9MJWueQvu9r4yK9e4Jd7b8Pv8o+1uAH4XD5KfCX84eDvufUDm7nmjDrL7aPvCJ3dPdz3ygFieoy1FWsnPW06P385fB/NrcZKsOk56+zzGqvkxZfQGVJO+LtWvUspnxrKq2fXnk1PuAfN10NXrMCZGjoVXYdEhGECzK9TKaprF187aZcVZSsAeKn/EYbMC6GVWhOLLsLzsed4/eUX43bpxJIxtCmqpyvLV/KGJW8gkojAuX8HF33GOvsAeg7Sn/BSXDxIX6Rvmn0uzcXGmo00DR9D8xeiI6B9btVY88WZWA+sAb4M/I9x+4adBuUEXQckgwRZv0R5hW9b+bZJu5hh3JjvJYZlACF1a2cOGCu7IQKsnMWZKCnwqM4UGwYsJXSdRbVxukJdY7UIJpUFlSwsXkhfci8AhT7rV9UJoyV1xL0VgWBd1WRho7evVMG4htpukrqcsXMmV3zwgsX8+WMXMBwbZmHxwmnPr6lcQzQZVSdIG5DhfkaHern3oHIQzM/MpMxfhltz89fjf+X/PWQ4EwkLI3lmFMRfws6unSwtXUqpv5RoQud4r8rp1waUg7Z36Bn69AJkuN/axUG+E+5HIBmSAdwF7biEiysWXDFpl5pgDRX+CoQrOiEyYW1hddtAmM6hCO9b+z6+d9n3pj1/fsP5fHLTJ/nji92c9WudyJKrLbVPBqvplUWMSKVVtKV+es3GsrJlHB44TDQZUSm37r1zakNeOBNSyktS3C490b8nhDgmhNgthNgphNhubCsXQjwohDho3JcZ24UhknVICLErpxGR2AhC6gzJAMMcxa25Oa/+vEm7LClVuhKDvDQejkpYmPM/ribyRbQgxbMIPm1eVM6QKAK39cKlnUNRIi6VxlhRviLlPi/2bMWtCcIpxqjnmu5htTJtjxzE6/JS6J0sB72kdAk+l48BXbV0tQ9a38JaEvBQVRojlAhx/bLrpz1//ZLrkUj+9S8P8vabt1pun3D7WLjlTSxu6EMgWFm+cto+G6s34tI03nfD69SGgIU1Rs1GFCQZ4/mO5wkaOhc+t8amhUrJ0ayDKi8ZNBYHyTlXHjyl6VXH8BABmkN7aSxqHEv7TmRz7WYG420MmTUTVmpNvHgb3Te/kXf9ZOZjQEpJTYnkjWuKSHTus8g4RTIWYkgGGEy04BZuLp0//fIpEEgkddWdDGvFULs2xV86cfLCmRBC1AghfiqEuM94vFoI8cGT/LOXSCnXSynNRPBngYellMuAh43HANcAy4zbTcAPT/J909OnpLSHCbB34EVqA7WTCo1AFfasrlhNUYEY98LnOLc1I4YAz4BeMCnnloqaYj99ehDpTT03IVeMRhMMhuMcGdkJwKLi6YN/NtRsQJc6pUVRDnRaXzPx8D4V9hZanMvmXzbtebfmxq252dGjojoP7Z0+AjzX/GVXO3ftVRfE5WXTi7FWVShNhLjnCCtqU8uq54xEDOIhtIJS/nz0bjyah4Bn+njq8xvOpzvcxZkrjM4jK2smRlX6rBudaDJKhX98JoLPo06tAU+A1RWr0bz94yH6pD0FwXmJkd0bkgGOjbxCNM2ArCWlS+gItRPzG1FGK1Or8RCLi+Jct2WQG+66geah5pS7feivH+LXx7/MF6qepvD/zrNUzE+L9DNMAG+wjcWli/G5pi/wXrtIFSmXlw6ohWpkbqM7eeFMAD8HHgDqjccHUEPA5pI3AKYQ1q3A9RO2/0IqtgKlQojcJIjN4kYZoDNyFEnqPPmG6g00jRxm0BxVYgiSWELpAsL4qSqd/eLRNRxlQAZIhKwVC+odVSecymKd2kAtlSlWo69brFaqIZrYdtT60dQjkQRoYXoinSkv1ABnVJ6B1MKgprBYzn/eu5dfvfIbABoKG6Y9XxesQyA4Gn2IL71+jbXGDbUCsG3fYRK6zuLSxSl3M7ffceBJdTQdetgiA4HS+QAcM1p737xCtXgndEnXhA6dVRWraB49yKBZRW+HuFa+IlX3Tb/wohPnNfNek3I3s3siWmCojR55zArrFOd8mKK/e4gti+tpLGykzJ86KnLj8htVofXKa5Fv+um0abI5IxZC0+MMywKOj7zCSJrF57KyZRR5i4hpHQwkfdBzeupMVEopfwvoAFLKBHAysWkJ/FUI8YIQ4iZjW42U0iy/7gDMFoQGYKKr2WJsm3t86gLdr7mQKFGbVNQH64kmI/R7jTx6l4V6/pFBRkSQlbWzF18uqAio0K1x4reKwZA6AUVE25gwy1TM1Ed1ZSclAesFl0oDHoqKVbQh3cnnyoVXEtMjCE//2PAgK/nTR89nQYWPgDtAfWH9tOeFECwoXpDW6c0pxhTEl1s76Y/0cum81FnP+UXqgn7b7r+QwA1W2hodApeXA0PHgPHoTlKXHO8dr92IJCKEEiP0uozTbbe1IfC8xmihHPKrNN/59een3O2SeZcAMOgaQpfC8mnKu1sGWVJ0Jt+97LvTUpYmVy+6mnOqrmDdD5q4I7wZ3N6U+805Rsdfv/Chiygbazam3E0IQV2wjq7oYQZlkOTg3Lav5oszMSqEqMA4EwghzgVOxn2/QEq5AZXC+KgQ4qKJT0pVOp/1WUcIcZMQYrsQYnt39wmI45jFjQG1sl5ftT7lbuZKO1po5NFLLRxb3PwcQ7qPisLZD4RzF1cwTAEa+pyPs52JYz2jIGJ0R1uoCaZuSy32FqMJjVFxiFEbRmj3DMfwB5XvalajT2VJiaqPCQR76bChZqKqyMdIYoANNenLhLbUb6FrtIezv/IgLzZZOB3Wp07Y6157KRLJsrLUg5MWlSyiyFvEWQ0NyKJ6a9uUjz8NQnDnoTvxaB6qClSqRRNwzqLxlIdZVD3gM0L4PQetszHfOfY0AJGAWk2bNWNTWVSyiKAnSEXZMCFRAMXTnd9ckfjzp3n2R3/Hr7Yem3E/KSUJMcQb1hWw1tVsXZFoTL1Pp0cV9qaL7oAaSR4RrQxTgB6onlMz8sWZ+CRwN7BECPE08Avg4zO/JD1Sylbjvgv4I7AZ6DTTF8a9maRuBeZNeHmjsS3V371ZSrlJSrmpqiq9OmRamlQBz5BvAEh/4FzQcAECAYVGbtVCgRY9FqJfBjMai11Z6GVYBpQzYeFo5ccOdKH5VMooVW7QZFHJItzeEXpHY8TSjHvPFc8d7SXh6qTEV8LqitUp9zFz7Al3Mw/vs1C5EVUg+pMn93Fo4HDaNAyoepRwcpRzlqpJsZZhON4P9u0CoMiTPu22rHQZw8kOvIVl1qYQoiMgXAxGByn1lY7VGOkSPBNUTS9qVGuZZKGxmi5baJ2N+Y6huzHgUafjxsLGlLsJIagP1pNwtyjlXQtbbIXUuXJVFb/t+hC3vHxL2v3aRtu46s7LOLPuWc6457XQst0aAw0htB6vul4sLkmdEgSUTLkWo0d4ITa3n2G+OBN7gNcA5wEfRrWJnlAsUAgRFEIUmf8GrgReRjkr7zV2ey9wl/Hvu4H3GF0d5wKDE9Ihc4vR4hnydSMQaVfVRd4i6gvr6dF71YbOV3JiTioS/gqGZYAN80tn3dfvdo13nFhYEFUW8OLyq6/IrI1IxTm15xCW3UgpOdZrrfxuQpdovg6Wly1PW8i6oGQBAXeAYHCQIisv1MChrhG+9tjdJGWC8AyOYCSpcv+b1rSyvMbCIsy2nQDs7x/BrbnZWJs6dAsqjbS3dy+R/jZki4Wj00sakVXLGYoNjbUz6kbb58RIU3WgmqAnSMhnrFSdmolxXOp37w2GWVq6dJJezFTCiTBDyWYG9ADJY09ZZSGu675J7Vv/i9ctee0kcbyp1AXr+Ozmz7Jh0ZUk33wr1FhUZ2SoFo/41aKzIZg+S39W1VkAtHg0XHOsYZQvzsSzUsqElHKPlPJlKWUcePYE/1YN8JQQ4iXgeeAvUsr7ga8BVwghDgKXG48B7gWOAIeAnwAfOZn/yIyUqXSFrzCWNq9lUuQtIunrVPnBjl05M2kqMjrMMAHWz5u99aq+1M+IWVTWbp2N8aSOP9CLz+VLG90BmF88nyQRhHt4bJaHFUgpSSQlcVerijDNwMrylRQE+i2vSzhnUTlfumEhoDoi0nFB/QUAxPSYtcJaQ0q+uzk8wtLSpSnli00SeoJwMsxLUS9JaeEpLTpMty9AOBFmYclCAMwxMBOn1Qoh0KXOoDBy1K0vWmdjvjPYSgQP0tOXNoJnctn8y0CL0CUKiOnW1Rh1D0fZ0xrmH8769FiUKRWa0HjnqnfypXvjvOOpGiic2zRCWkpUNCfkD1HhryDgnd71ZDKvSAXh271SRZTn0LG11ZkQQtQKITYCBUKIsyaoX14MpP9EZkBKeURKeaZxWyOl/IqxvVdKeZmUcpmU8nIpZZ+xXUopPyqlXCKlPENKmbvYVHSYOC6iWs/YyWcmkq4ehihAVs98kM0pw22MyIKMaiY0TUPzG6tVad3F+mjPKMLbRamvdJrS20TiRpGW5u1iKGxd3cRoLEk4OYwUMcr95TPu21DUQIg2uobTS5fnAk0TJFDRmplqJpaWLSXoCfKzrbv51z9ZWAhcoVaArpIwdcGZm6vM6FRkyTpcHouK3gC69vLKsHJ6THll0yk8Z9Hk731V+Src/mFi0m1td1aeox9/ll4KiMg+ir0zF32fVaNW1Uc8Puva0aVE3HIFt//ky5M6dNIxHBtmw5Ih3r94AAYtmmdjFGCG3EPTxPGm0likHI8ur3E+nMM2ZbsjE1ehlC4bGVe+/B/gH4F/sdGunJA8+gztIkBMDk+T0Z7KG5e9EUSSo64g8bB1am8uPa6Kc/TMVqGuoHHSdFl3En+xaYCkq5PkLA7MhY1KwlrzdXOgw7rPcFfzAJpXpaimSgNPZTg6TIIRBqL9RGLWOTyPH+jmvgMvUOorpcibPn0hhGBe0TwCRW1sXjizYzSnRIdJAm2hTnrDvTPuuqZShZN7g26ElXLVyTitHhUxWVmmBLXMo8YzZRLsBQ0XkBCDdIgAevUq62zMc0KBBg671Loxrs/coWHWUxzzuhBWpYr0BEUllejrOrjpsRtn3f2Xe3/JLcc+ycXPvB1evM0CA4HOPSSBpGcgZVfWRPxuPwuKFzBkFgPPYZGotYnaKUgpbxVC3Aa8XUr5KzttsYJIJMxBl0oLFLgLZtzXzM0d8PhZ2L4fSy7VyThukmPjgDOhJWw4ReGB3Nk1hUK/RsgzzJUL3jzjfotLFlPgDhDzdvHskV7ef8F0catc0B+KoXmVoJHZupiOS+ZfwmMtj+Hy9tA9GmWe15pD8i+72tg7/DwB7+zh4pHYCD3xNq4/Kzcd06nQm5+j1WitmykNA6qV2iVcbO3Zzxvjo2qlNkOod85we+ktn4873MSZ1WcCjBX6tg1MrkNZVKJ+e3s9QSqGek0dx1c9Ejjq8cGEyb/pmFc8DyS0eUAbtEjkzeXB9747ufb4w6wdPj7r7lcvvJrV5auJDwzirV1tzWq9YxfdLhdSJBnIQF11cclitvW8oB5074XK9HUg2WB3ZAIppY6KRJz2JAtrOOJVUrHXLpp5xWp64Uc8XrRhi8bZGl5qzF1IWTAz96Ws0DgtHvxrrqyaxki8DyniM9ZLgLmqbsTl66ahdGbnbS4RQoxFJiYOz0rF2TVnA6B5uxkOW5cq+tob11FWUDC2qp+J8+rPQ5c6QxHrlET14S6a3MqxOrv27Bn3dWkuXMLFHmmEoUMzRzLmBCkhOkyTjFFXWDdW02E6E61TnAnNONUe8fiIdcztTIRTGX2kmyaPWpCkkkufSMAdoDpQQ7dHx0Pcsnb0XS0D1Lg38YG1H5h130Uli2hrX8QZv3LR7UvdmTLXRCpWcdiQIJ86UDAVBe4CQu5RFUUbaJozO2x3JgweEkJ8Wggxz5ihUS6EsDCmag16eJAmtzpw5hXPm3HfmkANAo0mj2bdvAGz/z0LsZUlC9XKW/pLcmHRNAZCMcKottBCz+x505HYCMLbw6iFKYTu4SiatxefVpBSAnoidYV1aLgQ3j6a+61rAY7LGAPR/jFnZibOrlP7bPqvOzJOf50s7sqlNJeo372Z552JLfVboNA4ZVghVx3uAz3BS6MtkySgfUZ649zFFZN2N7tRmtweXBEL9TryHL2/iVa3hlfzU+Kb/RyypHQxA54EGhJiFnRodeym6NaL+dkffpHR7lJKCovb+cyWXgr6rOnCGx0e5LAR6V5XPXPNBKh0kq4l6dW0seLNuSBfnIm3Ah8FngBeMG4WNelaR6L3KK0eDb8rOGuaQ9M0lpQso8sjEDGL8v1Ge2d/PHPFyOKySnQpiLqsCdzuax8eW/Wna62dyJb6LWjuIQ50WteOd+/udjRPL2dWnzHrvmpF60Lz9PL4fuvmc/zHAw+poT+FsyvHm1LbF68LEbdq4mV0mANCRWpMMaiZWFyymPbEoJLNtSKfHupDAoOamFRMbbpa7imKpiW+Eir81bR5tDElXAdIaF46PWoI1WyzgACCniDDHiMCZUU7uuYm2bCQv5bczB8P/jGjl/zni59gsO8HFD/+xRwbp9D6j3Lc7UOgzRoJBbhm0TUAtHjcc6rXkRfOhJRyUYpbeuWNUxSXHqfTI6cN90rH/OJGejxJNKtGkHuVQ1BUkXluvKk/wggF9PV05sqqSUhAeHpxCTdnVp456/5nVp0JQmd/T+rhPLnA7RJovl7mF89cL2GyvHQZmreP4gJrZL+llPxh/4PAeBfCTNQElNMmCvfgc1szzj3atptWoCZQN2NbqInf7Scuk3S6XXD0ydwbiGBA0wgjuXjexWNbwzHlALX2T9fuqA/W0eWRjs7EBAIiTq8nyZb6czLaP5aMEXMlGNLEmBZJTqleRcXbfsanN31anUtmQQjBty7+Fm855wuEL/ly7u0DkgOttHjcCNyzFvbDuPJuq9tNomnbnNmRF86EECIghPi8EOJm4/EyIUR6NaJTFK9L0ONJcvn8SzJ8hWTAk8Anw3MqLpIWo2aisjLztMrqumKGCOBum7sf5UyMRhNo3h5qChpwu2a/yFQbkrEFQetCyy5PCOEaZTSeWRj2jOrVaN4+LMogIITgY5coie9z686ddf/qQDXF3mKC7iLL9Dq02AhtLsHyNFLkUzFTXk1uN2gWODzRIZqMTg6zdx8YG3efaqT8UGyAPk8Cf8JxJky0xAiDnnhaufSpvHaxmnzZ7HZbMp9D1yVbD0a4tO7NaYfNTeWMik1c/gv4xdHZ5xvNBSFvOR0ewYKizOwzW61bPG5GeueufTUvnAngZ0AMpYAJSs76P+wzJzfE9BAhd5IFJZnN2gh6guhC0uvWIJH7cbaJw2octshi2t26xlKGZQFyhvbCueRAp0pzeF3+jPY32x5H9U7LRJe6QkqN3VwBzEa5vxzhCnGwuyOXZk2iN9JLkbdoVg0Hk3mFi7lv337+/FJuxGGnogXLaPe6qA1kJltvjnlv8nisSSO0bFcXNMAtxp3aIr9aGW5ZMt0hP6/hPELuBHGRVFLcr3YiQ/S4dXShiiszwexya/Z4LOnYGd12G+V3XsZDO1/K+DVD8W7ed+4BLvHszqFlE4iN0uWWrK6YuYDVpMBTANLDMbePZOncdbjlizOxREr530AcQEoZAlumMueOyDDtbhVdcInMVk6mGE+Lx21JfrA/pArJWsKZF2BWFfkYJoBu0df17NEew5nI7DNcVb4KgQvp6qd31ILCPODYgPL2L8kwAhUzCga3t1szTfJozygPHt5Oua86ozw1QG2wikCwi5V11jiNXfFhYkhG4plddOsK6/C5vCpaYEUaIRmh2YhMTCx60w2HNdUQ2E01mwDjeLZwlk3ekogop4DZW+VNzC63Frcb3YJ29ILiSn6zsJzbe7+U8WuebH2SPwzeQvFjH7ak40Tog4y4JbWFFbPvbLCkeDnNbg+J0GmigDmBmBCigPGpoUsAayUBc024b6wFaibt9ImY4dMWtzWqeQm/Wk2tWpZZyBGg2O9mWAaIDFtT11FVHENocW5ccX1G+3tcHgKiGs3bx752awSNhFEgmm5o0VTMKX+FAWu6OY73jtIbP8pIFoW94eQoMRmisiT3ETJ0nRZdXWwvnZ969PhUNKERcBfR5HYT23NPLq1TBKpo8nio9VdOUm4cDqvQe3OqmglDUKjJbc3iIO+Jh8aiOxfPvzijlwS9QTTdQ7PHzeDLD+TQOIV71Wt525Xf5JObMlcvuGz+Zdx23v/CDb/LnWET6EH91iJZRK/rgo20ul1E5nABky/OxJeA+4F5QohfAQ8D/2SrRXONTCqnABXuzISaYA1IIz/YdzSX1gGQCA+SlIJF9ZlPRC3wuonipThhQW8/MBBXqQCzwyATKgOVaJ4+PK7c/9zjSR3d3YvQ/bO2hZqY/fURenJp2hgXLCvHrQkunj97T7rJ5QuUoNDRfgvSHNFBWo1jJRMdDBMpBcc8HoZOTIk/O6LDtLpdNE75HYaMAszuFNLLZv1Ok8cNHRZKk+crQ620ut24pJZxug2g3D2PZreb3ljuC5aP9YzS2dXIhfUzC2pNpKKggu89U8z7/yogw8jfydBlCM9NLASeDa/LQ69bEDldZnOYSCn/CrwReB9wO7BJSvmYnTbNOdFh2twuAmR+kfG6vPilnxaPm1jRzDKpc0Gk6UVGKKAoy64C6Qngtigpta/vAMCMEtBTSepxNG8v/aHcpzn6RqJonn6C7sxlUoKeIB6ChGUXCQtGpXeHuknKJGsr12b8mnWVKpT/pfss6JRIxGhzu9GA2sDsrW4mr1vyWto8HsrKM3eGT5jDj9DmdtMdmexElxszbTYvnh5yrg5UUyD9NHs8JAYtEqLLY6Ktu2hzuyjQ/TPO2JnKovLFNHvceAtyn3IbuueThO++nr5QdjUuGxft4z2Lnsq9MnAyTpdRsjOb6NdESgq8SAGDwcxqzzIhL5wJIcQ9qFHhj0kp/yyltGaJZiFDh5+jze3Gk8hOLrnB30iL201/f+67EUajCYYJZN/+5y/GgzX1CP3RbgAWFi/M+DUXNJ6PcEXY1pT7wTsvHB9A8/RT4VmY1esSCS/C00uTBcJVP932OMCsQ8gmYqbcGuosGF5krPr9UqWpMmVRyQKiArojuT99xJF0uVycUb1+0nazIydVzQRAta+OJrebEW/m+e3TlS69hHa3G03PbvFS7AvQ6XIxaoXS6aL5/Pv8MC8PPJfVy+5u+yk7mn+S+/T0cActbjde3ZWR6JfJ65dcB0APc5e2zAtnAjXs60LgFSHE74UQNwoh5s5lygOGRkK0ut0UZKnKH9BLaPG4aTuUeTXxieIvCDAiC1hYkZ2NPREXPj1iSfuqzz+Kh2LK/LOPSDdZX61C5S+2HcmVWWNEEjGEZ4B5xdkpyy0uXonm6RsLk+eS5zqeBZQ2Q6YEPAE0NNpjua9Qj7e9RJvbTb2W+XcM40V8eztyP+K7I1iGFIJz6ibrIwwY0a/mvtROYUArp8njpqPTus6dfEWTCVrdblaUZTcVOej1IoXgeOeuHFk2zoItf8/XX/N1NhoTSzPlfy/6Du+/4CfEKjJrbT5hhttVdCfpzriYGiZMD2XuVETzwpmQUj4upfwIsBj4MfAWwDo5QAuIe4toc7tZN2UlMxtBj5s+l4toOPdhUU9ilLAWwOvO7mdR5o7iEjLnRWVSSuKil2L37MqXE2ksNrUmcn8CbwsdRwgdrzu7SM2KiqUIzwB9odxHJi5frvrRMxHhmciqitUEXCUkkrl1GuMjfbS53dRmkSqC8aFqR7OIZpwox8MqQjY11z8aVbLt/aHUGgjRpE6n203PsdNO4DdrBrsO05ui7mQ23rhcdbl1unKfW915PIYnfNZYvUumHOiu5JrbIxwbym03x5Duo93tpkzLLtJVHajGpUOXe+7sywtnAsDo5ngT8LfA2cCt9lo0t3QOtxPTBA0ZqiKazKtUWgUdBbmXq9ZGOojK7KdWFpSreg4Zy+2FsHc0Bu5+ksnsLhamZHRb6FgOrJpM85ByWM6syW61Ve4vRQjJM025L8zrDndTXVBN0JPdb8qbbGBvzzHaB3Pb0aGVlNPpdjGvJjM9FpMzqs7Ai6Dfn/ug5oEeFaGZqDEBUFOs3nvjgtRRlSuWqe6UEeEIV+1r3QGAK0PNGBNTp2fAn/u2S/1P13L8Lx/J+nW1pT38zab7KA4dzIFV4/T39dLmdlOcpTOhCY3ipIcOjzZn4l954UwIIX4L7AUuBb6H0p34mMU2XC2E2C+EOCSE+Oxc//2dR58GIC6z+8gvXKC0CnpiuT/5uGWcUZn9iVgrUpGC0Uhuu3n3tw8gPAMIPbuLYHWgGnQfCQvSMDtalWz3a+ZlJg9s4nf5AHj8eO7TWY8cfQEhs+94WFhWieYeIarntn7ncN8BkkKQyLJHXxMaja4gzSL3yoiDbi+alKyunOw0jtdMpF41b2lU4fJ2i0bN5zNHjM+oJIMZOxOp8Ffg1aFT5F6r46755fy+vjvr1/XHjvCb0ccZOHZXDqwaZ6DzJYZdGo2B2YceTqXWXUGz242co/kceeFMAD9FORB/K6V81BhLbhlCCBfwfeAaYDXwdiFEdkvLWRh0qRPc2vrMW90AGkvVqr99MPeFbwERQxRlF84DaB1WZ9CW9tymYkaS/QiR5KJ5W7J+rUwUMRS3QAvDbWhMlGQXur1+uVqxlgVzf0gOJ9sYjWcfRSoLKIdn/+DOObZoMk2HVQrgzLLNWb+2MBriuEtANLcTJbs8XmqEd5rYUs+IitqkmwC7tGwhAEfDp1UW94TQCpQzccOqzNsuQcnBlydcdGm5nwT8kau+w79d+j9Zv+6CBZdz+1nfpmTVh3Ng1TgHutU4e/cJiAaWJny0eNz0Ns3NdNO8cCaklA8A5wgh3iGEeI95s9CEzcAhKeURKWUMuAN4w1y+QdivViKXLMpuxTq/RHnt/SL3k0MDhPAGsh8lPs+vTtyi98BcmzSJY4ZDtbIiu/A3gN9VhObJfXSnN34MmSjEZ0QaMmVeaQNC+uiM5FZPJKEn0DR4/bLsTuAwrjUxHM1tkWiXrn5Py2pmH6c8laAsoMXtJjSc/WoyG1pljDpt+nc8anw2g2lqJkr8JRQmJb04olXd8T5cUtJQnHn7r0lFwk+nJ/c1E0/t8eBPLM/6dX53kOvviHDbztx+z826cmZX1b8m69d6km5GNI2Xju+ZE1vyItYmhLgNWALsBMwzlQQyGyJ/8jQAE8dKtgAzXvWPdO/hrT8+CyFA13UkOpqm/ENdTyKRuIxph7qepMeTpDQpMtaYMPG5fZQmJTuDI7zlR+vU1EwhEGhImTQea4CArB4DUp/0uKi2lDZtO4G730Spr5RYMsbhwcPUB+sp8ZUQSUY4OniUhsIGir3FhBNhjg0do9od5Je11Ywe/CbJg99CA4TmIiklSH38sS6BmR7rgEzxWCA0jQGRBC+c9cgnYKcx1Kb3EGhuMFZ89BwAlw/KDIejZz+4C1jnE+zy67z1R+uQCKSQCDSE1Kc/FgLJiT32epIsiAv4+etA6tD5MhTVQbAK9CR07YHieghUgp6ArleguAEtUMEZ0QSHPI/xlh+fiSY0dKkjpY4mNESaxxCjwO3D7XITS8SI6VEKXAW4XG6iiShxPUaBK4DL5SKaiBLRY+g+L8v33g8774f+o1CxDDwFahzxwDGoXA5uP0QGYKAJKleA28eScB8E4KfP/gt3P/sveKULElHibjcIgVtqiEmPBSIRI+ZWleZuXSCSqR9rQsOlS0QyTrtHQ0iNZXWrsjpWAC5eeAHPtj7ATX98LXGZxOsK4nVpxONhojKBzx3Eo2nE4yGiMolbBEhK85jF+GzFhMcu4xif/PiQR7JiMMkbvvcUAa+b4Uicpr4Q9aXq5L5+fmlaG6sTGruCCd784/WTjw+pg5QpHgv+fvO/88f2fo61/5hfN16E/+qv8fG7/4+2rp9yx4IrcF/xZT5y14/o7v45v1t8HVz6r3zoj99jpPeX3L70Brj4n3n/H/6XRP8d3LbizXDhp3j3776BZ+D33LL6HXD+x3n7b75G0dCfuPmM98K5f8eb7/gKVcN384Mz/wY2f4g3/vpLzBu5l29v+DvY9H5e/8svsGz0fq6tvoKbu+8bO15dQoDQpj1O6EkE4BIaCEGHN0ZFQmQ0FXYqdb5KHtNGePOP1iEAIVxIJFLqaR+vCp7J4eRBXt+9lnPe/y1e7P8rf3j6v3l9zwbO/+DXeabrL/z5mW9yde9mLv3Q17jv6K+Ibv8Sx459kDPe9aWs7NM0wUc2P8b2tn9l26H7+OYjx7ig/jaO9GznTef/me8+epjz6n5GS98urt1yNz987DBJ/SbjfOxCSolAT/NYQ0oQ6Iy4kuDVWFGd/bEyr3IJjBzm+03f58c/+sHY7x9AGteGqY9nIi+cCWATsFpaNYnpBBFC3ATcBFA6348ulLlSSOODNh8z7XFZQmOVL3sPF+AisZwD8SPo6MZFT6AuXxiPJQLUwSNAqGfUlrSPGXusGX9rkAKGPS78UiehJ0jIBFJKdONxUk9OfizVYy0QZDBcBHoSiT7+t5FIMf5e6vNK9VgYj0nzWN0HdTh3RLJU19WFGUAm1Qc89lhXN/OxroNMck2ygKFYHB0dBOhgfG5y7Psae8yJP26MwdURDTxJwxapbNSTynmQ0vj3hMeGvW8IC34r1XeaHPt+zc/A/DwZ+zyk8b0npXre/PSTxnNJMB7rSDSSxv7nJlycK7yghw17EsoemZj8WE8a9iVAdxPQdd46FOblAv/Y+yBM71+iTXmsTuIYv4jJj4XxeiHG7cV4vlQKVhPMSmPC5KKVb+ax1icYZRQd0JEkJn42Un1n45+N+vf0Y9h8bPxSpjy/MKqhj5xJMihJ6pKklEgJHpfGhcsqObOxNL2NJReydfDpCceH8XsHmPRYGo/VzA9d6ur3a2SBdXT1HRi/dV0aj6V6nJS6+hvGY13X1ewQ8/Up95/w92VSOazG4/G/N/7+OnLs7+hCGrMozON38mMpAKm+C4CKhIvaaPrPaSYuXfYmWl/5NkmRREiM41B9ntMfG+dLXdkppPGLk+p7Q1cXyvHPV1no8RbwbGkD7152YhnvgGinXHOr99Eluq4bxyLqsdTVZ2o+LzCOadNpkMZ5ZfwxmEe+ehzQNbZESzhrceYCdCbvPP8jvHzX40SJG9cW9dfH3iPl4/SIfLh+CyF+B3xcSmnNSMLp778F+JKU8irj8ecApJRfTfeaTZs2ye3bnfYuBwcHB4dXB0KIF6SUm1I9ly+RiUqUYNXzTBjwJaV8vUXvvw1YJoRYhBp//jbgHRa9t4ODg4ODwylNvjgTX7LzzaWUCSHE3wMPAC7gFinl3FSlODg4ODg4nObkRZrjVEQIMQzst9uOGSgB8l0ZJ99tzHf7wLFxLsh3+8CxcS7Id/sg/21cIaVMOWHN1siEcUFO5c2oUh0piy02KRv2p8sd5QNCiJullDfZbcdM5LuN+W4fODbOBfluHzg2zgX5bh/kv41CiLSFgrY6E+k8HIc54R67DciAfLcx3+0Dx8a5IN/tA8fGuSDf7YNTw8aUOGmOE0QIsT2fIxMODg4ODg5zyUzXvbxQwDxFudluAxwcHBwcHCwk7XXPiUw4ODg4ODg4nBROZMLBwcHBwcHhpHCcCQcHBwcHB4eTwnEmHBwcHBwcHE4Kx5lwcHBwcHBwOCkcZ8LBwcHBwcHhpHCcCQcHBwcHB4eTwnEmHBwcHBwcHE4Kx5lwcHBwcHBwOCkcZ8LBwcHBwcHhpHCcCQcHBwcHB4eTwnEmHBwcHBwcHE4Kx5lwcHBwcHBwOCkcZ8LBwcHBwcHhpHCcCQcHBwcHB4eTwm23AacqlZWVcuHChXab4eDg4ODgYAkvvPBCj5SyKtVzjjNxgixcuJDt27fbbYaDg4ODg4MlCCGOp3vOSXM4ODg4ODg4nBSOM+Hg4ODg4JAlSV3abcKMDIbj/O1tL/DPf9iFrus5fz/HmXBwcHBwyCt+s62J1f/vfr7xwH67TUlJNJHk7T/ZSiSetNuUtPzkiSPcv6eD32xr5o5tLTl/P1udCSHErgxuD9tpo4ODQ/4wEk3w7YcOsqOp325T0vLOn2xl0Wf/wi+fPWa3KacsP3r8CKFYklufPUY4ln8X7N0tg+xtH+Kl5gG7TUnLb7Y1c2ZjCW5NsP1YX87fz+7IhAu4bobb64GUlaMODg6vPt7/s+f51kMHeP/Pt+XlRQYgFE8igV8/32y3Kackx3tHOdozyhWraxiOJHj8QJfdJk1j08JyXvzCFYTjSa781uP0jcbsNmkSLxzvp3skSn1pAVuWVPBy22DO39NuZ+LDUsrjM9yOAR+x2cac8+ddbVz+zce556U2u01xcMhbYokkLxzvp8DjYiAU54ePHbLbpJQI4/6V9iG6hiK22nIqcv/LHQB85qoVeF0av3quyWaLUuNxaZQHvdSXFtA7ErXbnEl0D6vf3Y0bG1k/r5SDnSM5t9FuZ6JSCFE90w5SyqesMsYOYgmdj9++g0NdI3zhrpeJJXJfKOPgcCryUssguoR/v34NAH/Z3W6zRanpHo5S6FNd9/fmqY35zG+2NyOApVVBfB6NHU0Ddps0iXAsyTv/byuP7u9iXWMpP3//ZpbVFNlt1iQOd48CcM7iCnQJEnhgT2dO39NuZ+JdwA4hxEEhxK1CiJuEEGtttslSth7pRZewYX4pA6E4P3niiN0mOTjkJTuNi8prllezZXGFvcbMQPdIFI9LxSf+uLPVZmtOPQSwrKYQTdO4ek0tmgAp86dzoi8UYySSIJHMH5um8tj+LqoKfRT63Lx2bS0AoVgip+9pqzMhpbxRStkAXAE8AKwDbhVCdAsh7rXTNqvY2z4EwNdvPBOAnS0DNlrj4JC/3LmjhWK/m6oiH2fNL+V4b4h4Mv8iefPLA2xcUEZdiZ8Cj8tuc04ppJR0DUc513AW1zaUMBRJ0D2cP2mEhtIC7vr7C7hidQ0A/3bPHt7642dttmoyLzUPIlHOzoraItyayHldh92RCQCM2ogXgR3ATqALKLDRJMvY2TxAfYmfJdWFnNlYwkgkt96jg8OpSttABI9LnbLKg14SumTb0dxXqWeLlOB1a2yYX0bHoFMzkQ3tAxGGIwkaStXpv6rIB8BDe/OvCNNkSVUhZ84rtduMMZK6RJeSq42IhNulUVPsY1dLbosw7W4N/RchxD1CiK3A5wAv8D1gnZTyEjtts4qH9nZiap8sqynicPeIvQY5OOQhUkp0XXLtujoAygIeAJ4+3GOnWSnpG43RPRylsayA430hhsL5Vemfzzx2oBsYD8kvrAgAsM2C1sZM+bd79vC5O3ePPX7XuQv4l9eustGiyfSMREnokpW1xWPbRmOqeDmX2B2ZeA9QD9wP/Ar4tZRyh5QyP3u+5phQTOXdNi0sA8ZDfK0DIZstc3DIL3pHYwxHEyysCAJw+SoVYs7HNMJgOE7HYIRIQkdKeOpgr90mnTIkDaXGi5YrRYCVtUUU+tyUFHjsNGsSfo8Lv2f6pTNf6jpeNJyGoG/82NiyuAK3S6R7yZxgd83ESlS9xHbgYuCPQojnhRA/EUK8307brOBw1ygSuPYMtdqaX6688L1twzZa5eCQfzy8V1Wi+73qlFUS8FJf4udQV/5F8qqLfWxeVM6Vq1WjWiz5qlgbzQndw1E0AWc0lAKgaRr1pX7aB8P2GjaBf756JV+8bs3Y45b+EOu//Ff+uCM/im2fN6I4Ac/4HM/180oZjiQYDMdz9r52RyaQUvZJKf8M/D9UquN3wCXA/830OiGE33A8XhJC7BFC/JuxfZEQ4jkhxCEhxG+EEF5ju894fMh4fuGEv/U5Y/t+IcRVufq/TuVAp3Ia5pWr/ODrzqwHyOkX7uBwKmK2ui0wHG6AAq+L7TkO3Z4ISV3icWmsrisBoG/UOZ4zZVfrIFWFPrzu8UuTQORde+hEKgt9vG5dHQsqArPvbAE1xX4ANi8qG9tWUegF4OXW3NVN2F0z8XohxNeEEE+iii6/AVQAnwJqZ3l5FLhUSnkmsB64WghxLvBfwLeklEuBfuCDxv4fBPqN7d8y9kMIsRp4G7AGuBr4gRDCktjpfS+rHvRivwrhzS8P4NaEUzfh4DAFn1tDE3DOovGW0FhCpzMPRaGGIwnaByOUBjx4XIJdTodWxrx4vJ/RKS2MSannjcLk0Z5RLv/m4zx9aLxWx+9x8R/Xn8HGBeU2WjZO+0CYIr+bsqBvbFvcaGPddix3KTe7IxPvA7qBfwJqpZQXSik/K6W8S0rZPdMLpcK86nqMmwQuBX5vbL8VuN749xuMxxjPXyaEEMb2O6SUUSnlUeAQsHku/nOzEfC68bk1GstUZMLj0vC4tDEnw8HBQdE5FKGqyIfbNX7Kep1RjKnn2fTGcCxJx1AEIQRSwvN52HGSrxT5PZzZWDpp2+vW1ZPQZV4I+kkpWVZdmLKGI1/alLcd6x8TTTMx6/LKAr5UL5kT7K6ZeKOU8n+AUinlJNdTCPG3s71eCOESQuxERTUeBA4DA1JK07VtARqMfzcAzcb7JoBBVBRkbHuK1+SUUCzBosogmjb+NZQUePJaDMXBwQ6ePtTDVJ+hrrSAeFLSM5o/GgQAhT435y+pBGB1fTEVhbk7gZ9uDIRiLK+drCZZX6IWW/kQhVpcVcgP37WRtQ0lk7Z/7PYdvP57T9tk1WSO9owSneJ4mfV4p3XNhMEXhBCXmg+EEP+EihjMiJQyKaVcDzSiogkrc2ahsusmIcR2IcT27u4ZAycZcbh7lNoS/6RtmxeVowImDg4OJiPR5LQKevMo2X4sv+omErocq5xfWl2Yd3Mb8pWekSijseS0VbVmfNHPHM7frpgrVtfw5o2NdpsBQJHfzSUrJs/H9LldBH0udp+uNRMTeD3wn0KIC4UQXwHOIQNnwkRKOQA8CmwBSoUQ5q+xETBLbFuBeQDG8yVA78TtKV4z9X1ullJuklJuqqo6uWGmuq5ztGd0mrddV+KnYyiSN21GDg75gBBw8fLJY3yKjFqjg5351f0UTSRp7Vft3QGvi46hSF6E6POd3YaoUv+U+ohyo3jwSB7Ukn3tvn284fvTIxCvP7OeD1ywyAaLJqPrkt7R2FgR5kTiCZnTkel54UxIKXtQDsX3UboTN05Ne0xFCFElhCg1/l2AajHdi3IqbjR2ey9wl/Hvu43HGM8/ItUV+27gbUa3xyJgGfD8HP3X0jISVe1i506ZMdA9EiWW0J0iTAcHg0g8yUAoPi2Kd8EylUrIJw0CAF1C97A6fQ2FE+gS9nUM2WxV/mMGZM3v1cQsbDTVMO1kcWWQDfNLUz4XiSdJ2Fw30dwfIqnLlPUb6xpLqE7hZMwVdndzDAshhoQQQ6jCx+XAmwFz20zUAY8KIXYB24AHjRbTfwY+KYQ4hKqJ+Kmx/0+BCmP7J4HPAkgp9wC/BV5BiWd91ArRrF7D+17XODn3trhSifJ0DDqhUQcHYGw1NTXfWxH04nVpdAzlz7FiRhTPW6oWCZesVBHMfCsSzUf6Q+qcOHUCZ7Hfjdel0TNif0fHW86eN0ljwuThvZ2s/ML9vNJur9No6q7EU9Tdza8I0JfDlJt79l1yh5TyhOe2Sil3AWel2H6EFN0YUsoIylFJ9be+AnzlRG05EY4akYepq6oLllXxjb8eIJpwhG4cHAA6jFRg7ZRVlRACj0uw9Uj+5NKThtPgMpbZ88vV4qDf0Y6ZFTPNUTWlYFUIgdsleCYPpdNNltcU8ZmrVlBpc7GtqQh7haEQOxG3JugciqLr+qSi/7nC7sjEbFoSGe1zKvKUcWDEE5M9SPOE2Z5nA4J+9Phhrv3OkzT3OlLfDtbiMirwzl9aOe05IQQ9eTRRMhxTi4DWAaXYWORX67U9OSx8O10wBcgKfdNlflyamFZLYQfnf+0Rvv3QwWnb55UH+OglS6kvtXc+ZbcReagunu7UDITiJKXkeI7O4XbXTGQyZvy0HEVeVqCKitY2FE/aXmoMMLp3V/5oTTx+oJuv3bePPW1DfPAX2+w2x+FVhilYZKr4TWTjgrKU2+0iHFfORK/RrlpqRB5fbMqvjpN8ZGFFkMpCb8pV84b5ZZQH7f2epZRcuaaGFbWpA+qj0QRDEXsjUGaUrqhgetLhYqPDI5mj4n67nYkzzZqJNLdhYHq85jQgkkji1gR1JZM9Wb/Hhc+tpRwkYxc/e/ooFYVezl9SQXNfiEjcScE4WMfDxvjpYt/0E2RFoTcvcukmPiPMfO5iFUWpLPTidWtjA8oc0hOKJaguSl0gmA/fsxCCL163Zmy091TO/spDfCdF1MJKjvYo2fnKFOJUZtQkV1oTdotWuaSUxTPciqSUlghIWc3BzhFKAx40bbqmRENZAQVeW8tZxgjFEjy2v5vKQh8fumgx4bieVzlqh9OfpK7jcQm8KSaEDobitA+G0fX8aL00aybcxnGtaRpVhT4GnJqJWTnSPTqW0prKQB58z7O163/utau4YrW9a995ZQFqi/243dMv7V5DPXZPW26KRPNn+fsqY/vxfkajqVf4lUEfPXkidLPXqE5+/Zl1nL2wHAF5Mx3P4dVBWdBHY1nqIUoel4YuoS+UHxfrAaMjoaV/PC/tcYmx48ghPU19obH00FQKPC7bv+fH9nez+v/dz5621PUv7z53AedMafW3mv5QLG06yByeZha6zjWOM2ET5UEvq+uLUz7XOhBmR57kWA93qbDZa8+oJ+hz43YJns1jJTqH04/+0RhlgdRaEpcbK8HRaCLl81Zj2jExlDwcSYyFnx3SE/C6OG/J9CJbgEtXKsEyO7/nulI/79g8P63exWg0QduAvaPSX2kbGqvbmYpZ67GoKjcpN8eZsInRaGJMU2IqiyqDuFz58dU8fbiHgNc1Nvr58lU1OGrfDlayo3mA7jQdG2bxpd35dJPSgLLn7IXjEyQvWFqZd8Ja+UYiqTMUSdCQphsiH77nlbXFfP51q9PWdXzp7j286YfPWGzVZPrD8bRqq4U+NVhyMEfRHduvWMawrn1222E1vSOxMf3+qWxcUJYXamqgit80wVhtx8YFZXQORekazq/WVYfTGCnTDssyaxSeOZQfGgRjNRMTju260gL6RmOORP4MmK206T6jiNFy+/xR+6KiSV3O+B3euLGRz16T0/FQsxL0urloeepRD0II/B4Xu07XNIehNrlfCDHfblusYiAUI5bUae1PHRKrKPQipXI47ERKSVKXbJkQeqwzJI0f2ddll1kOryKklCR0yTmLylM+bwoc9YXyIzJhztppmXBsxxJJ4kk51uLqMJ1DXWq+ymAkdRqjzIhMDKd53gq+fM8eNv/nw2mfP2dxBW9Yb1+/gJSSwXBsTF4gFdF4koNduZllY7szYVAG7BFCPCyEuNu82W1Urhg2epHPXZK6WKe5T52IXmy2t26idzRGOJ7k/Al2mgNkdjYN2GSVw6uJcDxJNKFTlqaobGl1ITBdHdMujhmCQBOjigNGWDlXYkGnA0GvugBeuCx1zcQKQ2LbToXJC5dV8f7zF6Z9PhxLcqR7xLahbj0jUeJJOaO411nzy8bGkc81+dF/CF+w2wArMYd8LUrTe766Th04iRT66layq2UAYNIEuvXzSvG4BCUzeL8ODnPFK0YbW2t/6gtxwOvC4xJ503r5xIFuyoNebrpo8di2S1ZWceeOVvwpWlsdFOb3V1eS2iks8nsQAlu/58tX14wV/Kbiob2dfOz2HTz4jxdNmy9iBZmoJlcW+dhtnNfnmryITEgpHweOAR7j39uAF201KoeYczm8KXqBAVYZXR7peq6t4hFDLGiinW6XxrzyAE3OKsvBAsyw9rzy1I63EAIhBE/nQc1EPKnz+IFurlpTQ9A37mxXFqoL5EDYSXOk42VDbjyYRl/HpQlcQvDkwW4rzZpEOJacsWZiw4Iy/vet69MWaOYazaiMv3hFddp9QrHE2KybOX//nPzVLBFCfAj4PfBjY1MD8CfbDMoxLxpTEKPx1OGwUkNqO10Fu1UUGnMFzl5YNmm7z6Xx/NE+O0xyeJVhdg5tXFCWdh+vSyNqU2h5Ive/3MFINDFN1dZcE7zc6mhNpMOMgs6U7/e5NVujtVd/+wn+8Tc70z7fUFrA9Wc12Ba1NduRZ/oMB0NxInE9J+JfeeFMAB8FzgeGAKSUB4H07tUpjhnKW9OQWmfCZ0QCHt7XaZlNqegejlFb7Ke4YHK+WtME/SGnOt0h95hjqWeay7CitojKPJjPsb9DFbZNLRb1GdL4+zscZyIdy2qKKPC4xlprU7GkutDWOSx/c8EiXreuPu3ziaTOwc5h2wQHtx1TC7zkDOPuTYXO0djcj0TIF2ciKqUciwEKIdzAaXulihgRiZo0RWOlAQ8uTdg+2GZ36wCVRdNteOOGRnQ5Xljm4JAr7n+5A1AqkukoKfDkxW+xezhKWcDD5inOxDKjSNSOPPqpwkzKjSZ2f8/v3rJwxpqJ0ViSK771BH+ySSHYjGTPFJkwn8vFfI58cSYeF0L8C1AghLgC+B1wz0wvEELME0I8KoR4RQixRwjxD8b2ciHEg0KIg8Z9mbFdCCG+I4Q4JITYJYTYMOFvvdfY/6AQ4r05/H8CaoXidWtpC7KEUI6E321vwdbh7tGUB68ZWclV7s3BwcTvdiGA2hny0B1DEQ51jVhnVBpeahngjMZSxBRVt4DXjdel5YXDk6/sbRuaVQyvYzBiW3QnqUsGQjH0GVb9RT433337WVy2yp75HOYgryVVhWn3MdUxc3G85Isz8VmgG9gNfBg1dvzzs7wmAXxKSrkaOBf4qBBitfG3HpZSLgMeNh4DXAMsM243AT8E5XwAXwTOATYDXzQdkFzxUvPgrIJUxX63rTUTUko0ARcund6qZQ4xevKg/UVvDqc3Qb+b8qA35eAik2K/e8bQrhXEEjr7OoaJJ6aHj4UQeNyCl4xaKYfpNPWHZtWQKA14sOtrbuoLsf7LD3LXS+mjDpomuO7MehalUTbONQOhGH5P+kUqQNyoLTreO/fy7vnSGnoJ8Esp5U8yfYGUsh1oN/49LITYiyrcfANwsbHbrcBjwD8b238hVaJ/qxCiVAhRZ+z7oJSyD0AI8SBwNXD7yf+3UjO/IpBW/dKkcyhqqzMxEIoTT0qWpgjNmumZphz8IB0cJjIUjs8qRb1lcSVbj/QRT+p4bJKhP9qjVnqr60tSPh9PSJr6nOMlHXXFBSypnvkifM6iCl443o+uy5TTlnNJSYGH//e61axrLJ1xP7Xilyyttj6ltfVIH4KZP5cthmZQTXFq2fKTIV+cifcAPxRC9AFPAk8AT0kpM1JtEkIsBM4CngNqDEcDoAMwY04NQPOEl7UY29JtzxmhWDJtvYTJ4sqgrap++ztVMVnAO93LXV1fjCZmLopzcJgLnj7UQ3yWCv6SAnUaGwrH08pu55o2o8f/6rW1KZ9f11iSthXcAYaj8bEutnSYkYmRWIJiv7UdE+VBLx+4YNGs+33qdy9RUuDhFx/YbIFVkxmJJsaixukoMT7jochpWjMhpXyvlHI58EbUhf37qLTHrAghCoE/AJ+QUk5KqBlRiDkLjAkhbhJCbBdCbO/uPvF+5+a+0KxGLaspws5miReOKz8uniId43FpVBX5MhJJcXA4GQp9bmrTCBmZmLU7do75PmA43+mG95UG8qNINF/pHYkxEp358zElyvfZ8D0PR+L0jERnrJkA+Py1q/j0lcstsmoyVYW+tJOoTQqMFMiLx+deXTkvnAkhxLuEED9GaU1cDnwPuDCD13lQjsSvpJR3Gps7jfQFxr05RKIVmDfh5Y3GtnTbpyGlvFlKuUlKuamqKvUwlUzoHp49hVHoc9mq5W+OfD53UWrJbyQ844wid8gxXrc2JqWcjiqjONPOuQ1/eKEFMUO0biSaoKnPEXpLRTiWIKFL+mdxtkyn0o4x5L9/oYVN//HQrAqcZy8snzUVkisGZpnLAVBqpAyb0yjKngx54UwA/wusB34CfFxK+d9SymdneoFQJdM/BfZKKb854am7AbMj473AXRO2v8fo6jgXGDTSIQ8AVwohyozCyyuNbTlB1yVCpNegNznYNUI4nrTlwAHGDuz5Fal13H0eLSehMgd7SSR022YLpGIonKC4YOZs7Ib5pQC2ylW7hKCu2D+tk8NkJJqw7VjOd8JGq/zls3RBbJiv6uLdNtTFbFlSwZffsGbW+p3WgTDPHLanMP1Yb4jOoZkXqW63RkmBh6UzdHycKHnhTEgpK4EPAH7gK0KI54UQt83ysvOBdwOXCiF2GrfXAl8DrhBCHERFOb5m7H8vcAQ4hHJaPmK8dx/w7ygJ723Al81izFwwHE2gS6WWNhNnGt7tkE1a9DubBgh4XWlP0K9ZXj0m35oPtA+G+affv8RPnzqat2JaP378MFd+63G+fM8eu01JydHuEdZ86QFWfP4+/rqnw25zAOgeibK3feYph+YJPhe985kSTeqcNT99E9iVq2uRpE4bvtoZykC5ceLzdnzPK2uLec+WhbOOOPjN80288/+emzUdkgsSSR2/Z/ZLenGBOyefYV4UYAohioH5wAJgIVACzHjUSSmfgrSlq5el2F+ilDZT/a1bgFsyt/jEaTYquhOzyJmuNIZ95UKpLBN2tQzMKF1bWehjMBwnltBtLyxLJHRu/OGztA6onGr/aJRPX7XSVpum8szhHr563z7cmuBA5wjXnlHPxoU57UDOmi/d8wouTVDod/P1B/Zz+aoay6vmJxKOqZX88pqZV1HmCf6RfZ1cf5b1I6B1XaetP8wlM8xEmHghtHPyZT5iah7MFrkxFwkP7+2aUYkyF3QNRUAw69yNN21s5IJlVZYrLsaTOrqE85bMHPEG1R6625iFMpfkRWQCeAq4DtgFvFVKuUJKmXPxKDs41KWcicHQzAeO2UVhlzBUbYmfM+elbnODcZnjfBAL+sVzx2kdCPOWTY0U+9386PEjOdGePxn++Q+7KC5w87u/3YJbE9z7cvvsL7KQI90jPH6gm49cvIR/e/0aDnaN8JzN81dMR3ptQ/rfIUBNkbo4p0sx5JrjvSEiCZ2WGfLQZj3Hwa6ZoyyvRszR7IlZVvOmWN5sHQu54PN/epn3/PT5WfdbUBFk86Jyy4c0mr+vIv/s8YFYUuakHi8vnAkp5Top5UdQdQ0DNpuTU0xt+XOXlM+4n1mzsO2oPUWOPSMx5s0w994MLbcPhq0yKS372ocIel184XWrec+WhSR0yd6O/DlpD4bjNPeFWVQR5Kz5ZVy0vIq/vtKRV+mY/7x3HwDXrK3jqjW1aAK+9eB+W23qN054Rb6ZT5B+r5sin5uyGeY65JJuYxbDxgUzH9Mw3pHgME59qXISps40mUpxgRevW7OlJf195y/kk1fM3qUxEIrx2P4uBi3u3DGd1EzOx+csKs9JC3VeOBNCiLVCiB3AHuAVIcQLQoi1dtuVC0ajarVVEZz5y1xpVLDPNPgmVyQSOu2D4RlrIswCUjuKoSYipeTxA91cvKKaIr+H95y3AIBH93XN8krreO6Icgj/6WqVejlnUTnNfWEeySMbm/tCFPndLKkuJOhzUxb08kr7sK0Ozw5DMfJYBuJoJQGPbTUTg2G1KpzpYnieIRZUOctx/2rEXFUXz1LcCErt1I7C7/OWVHLlmtQaIhN5pX2I9/1sG69Y3L46bPwGM9HfKCnIzbGSF84EcDPwSSnlAinlfOBTxrbTjn2GtvxMg4uAGaMCueZ4f0iJw8xw0Jqeba9NE/JMHnylk86h6FhKprrIz8raIn67vcVWuyby+IFugl4XZy9UFxtThe6PNg0Emko4luRo7yhv3TTeIf2xS5YyEk3YupL2GsfI8gwGZA2E4rZV0R/uVqm+uhn0MMwLpdMBNZ0dzUrzIJPiweFIgicPWP89H+oayWga6NqGEv7wd+exNs1E6FwR8Km0+IYFs9dh9YxEc3LezhdnIiilfNR8IKV8DLBH4DzHvNKmnIkCz8yhW/Pk02xDb7o0cpeXr07viRcaP96H99q7un7wFTWmfWKI2efWaOoLMWKj7sBE/rSzldoS/1ih6rrGUhpKC/JmLO6O5n5iCZ1zFo9ripgnpV0tc1+olSlm1CsTaeKygAefTYPx7jfqX8pniCKaef7tORALOtVp7lMOa6l/9ihsWcA7duG0krf8+Fm+9eCBWfcr9nvYuKCMIosVOseiOxm8ry7lrIvFEyFfnIkjQogvCCEWGrfPo9o4TztW1qoTY13JzOFOs4Bn6xHrayb6jHxf7QyS3xVBL0KMT6GzC2nYctaEYtG3blYr7CM99heHjkbjjEaTYxP9TNbPL82bwU+/eOYYAPPLxm1cUVOEEHDL00dtsmo86lXkn/3isaquOKX0uxUU+T2zDiMzxYK6nEm701haXUiR3z3j5zdx34DX+ibEr77xDN569rxZ90skdR7e22l5Yfozh9R1Ippi0NxUzK6j0Bx3CuaLM/EBoAq4E6VoaepOnHaMRJMEvS48GayiygNeGsqsT3fsbh0AmHEYmaZp1BX7bSt6M9ndMsi6xhI0bfynfNEypU76ko2rapN9RiHou89dMGl7VaGPlv4wBzvtLxQNxZIUeFwsm9CC6fO4KC3w2Dps7rH9SrLerWXSO++xTZMlEk+yrHrm9tWSgCoeXGjTRMl8ZigSz3jWRnGBm2EbUkVXranNSNlSAh+8dTv37ra2W8uUGpitFg9yl3Kz1ZkQQviFEJ9AiUbtAc6RUm6UUn4i0yFfpxp72wdnnRhqUlXkw442/z1jqZiZfx4VhT56R+272PSNxNjfOTytSLWhtIBCn5u7d9pfk7DbcGjOaJzc3rjQUBZ96pD9Y9w7hiKcu7h8kkMGcN2Z9fSNxmwrwqwo9CEEVBbO7rAe7hqxbVZMU1+IqqIMTuJ+D0Ph/Ei95RMvtw5mrLp6sHOEoz3WTl+NJpLsbhnMqGjR49K4++/P5x3nzLfAsnHMwZENZbNPAzVnxJjn+bnC7sjErcAmYDdwDfB1e83JPUe6R8fkY2fD4xZ02HCCXGJIrS6bJVfdH4qNDQSzg+eMtlmztcxECIFbE2P1KXbyq+ea8LjEtJTRG9YrcaWZhMGsIBxLcrhrlFV10wvGltUUMRJN2KZ1UuBxUVLgmebkpKKxPKAUJjMI884liYRO51B0TDBtJuJJnR1Np+Ua6aToHYkRz1AXZkFFwHLl3Zb+MNd976mMO8TWNZZaLkw2HInj92h4Muiu8xmLxLkuwrTbmVgtpXyXlPLHwI3ARTbbk3MWVxWydpbJbiZtAxEOdFqf9+8fjRHwugjM0t9fHvCStEE21sTM+b1xQ+O0565dVwdgu5ZDNJGkPOidJqhUFvRSWeizXcRo65FeklKmnGjpcyub//iiPRGe7uEohbP8Bk3OmlcKWK8Y22eIt52doZqpXamYfKam2M+mDDQ6QF2oE7q0VJa8ptjPT96ziXMWZ2bjUwd7LO8seupQT8bn4vXGsVI9Q03ciWC3MzF2ZEkpXxXxv6FIPGPtiLX1xZTMolefC15qGcCbgYe7ZWkFiaS07YJ9tGcUlyaYn6KNdlVdMaOxpO1j0kOxJBcvTy2zHPC6bO+GMS+GF6UYPLdxvjp5ZtISlwu2HevL+L2LbZrPYU6RXNtQOuu+6xpL5vwEfjqgaiYycxpNhUcrnbJCn5srVtdQVzJ7CgHgG3/dzw8fO5xjqybj0sTYePHZMDtN5rrbzW5n4kwhxJBxGwbWmf8WQtgfo84Brf1hRjKcHjivPGDLBMejPaNEM3jfyqCPWFJn2KZpiPfublfFrCkcHzOHbefAqsFQjJ6RGIurUhfdmeIxdkZPzFDnlhSa/kuqCykPem3r2CkPellQnlnBYpMx8+bF4wM5tGg6x4z8fcksk03BKBJ1dCam0TkUoSdDeWezS8LU67GC7uEoLzb1E8nwOPj229bz9RvPzLFVkykP+liUYXGvqd/y3ByrK9vqTEgpXVLKYuNWJKV0T/i3taofFjEYiTMQyuzA0YRaaVk9Z6KhtCCjsG3XsFr1v9Q0kGOLUtMfiqXVol9qVNe/aJNtAA/sURoY6UKyb97USEKXdNnYMbGrZZCygCdtBGxpVSEHbUi1AQhBxidIcz+rx3OYBbSJDMLu3UNRWh057UkkkzrxpMzo84Px49rK7Ooj+zp54w+eyThKtqAiSO0MAma5YDgSz1jboqxARcbnuhjY7sjEqwopJZoQXLayJqP9j/WGSOqSIYvFl/pCsYy0203thEwjLXOJrktCsSSvPaMu5fNLqgopKfCMzRCxg15jtWXmKKeyoEJdAM1BR3bw+IHuGfPPA+EYL9pUNNg/Gs9IFRHUiGjITEVxLjFbo1fVzTyMDFQoOuaMIJ9EyFjtzzRxdSLm9+yy0Gt8zfJqfvb+szPq2AE1cfmPO6xV4N3bPpSxwKHbrVHkc8+5yrLjTFhIKJYkqcuM6yBM+eWwxUVlHYMRRmOzOwhnzVfRCztGkLcNhokmdBZXpe/vn1deQJMNCqImo9EELk2weVFFyufNqMpfdrVZadYkNCHGvsdUrKgpQpcQyeD3MNd0j0Q5mKH4j1kzkaqQNJfEkjpubXq3TiouWFaJlGQcLn81MDQ2lyOzmglzv94cTL1MR22Jn0tWVGessPrnXe187s7dObZqMpoQY0MkM6HI7x5TzZwzG+b0r1mMEOIWIUSXEOLlCdvKhRAPCiEOGvdlxnYhhPiOEOKQEGKXEGLDhNe819j/oBAiZ6PPzRHFwxmGl8zCwpCFJ5+RaJx4UhKKzv6eZYZT1G/xCRzgL7uUKIx3Bs0OlxC2tuId6hphXllBWmdruRGytfLEOJGhSJzBcJzzUtRLmFy6Sq0YWwasLWQ1w97rGmdf8cP4SvWhvZ05sykVR7pHjPbV2VfKZpHhXJ/ET2UOGKJumY7ENosGnzjYnTObpnKwczir6NyHL1rMI5+6OHcGpWGmRcFURmPJOY842u5MCCFcQohHZ98zJT8Hrp6y7bPAw1LKZcDDxmNQOhbLjNtNwA+N9y8HvgicA2wGvmg6IHONOTQpFM/sZGL2U7dZmGcdiSgn4pq1s0/IMzs+HnzF+iLHTkP7YHV9+ouNWxMMRxIkbQotP7q/a0bJ2kK/h/oSf0adM7lgd8sAAI0zCN2YDq3V0uTmBTeTIV8AlUEvAizvftp2rD+jKB4wpiZqXkAdxj+TTPQRQEUbYVye3Ap+/MQRPvqrFzPev6LQN00+P5ckkjqhWDJt/VgqPC6RkfR2NtjuTEgpk4AuhMhsCTL5tU8AfVM2vwElhoVxf/2E7b+Qiq1AqRCiDrgKeFBK2Weobj7IdAdlTig1TnQXZ5gf7DcKNXe3WScLba4QyoOzh8xqin0IMj8RzCUuTeD3aGOzTlJxw4ZGJNBl42TTmewDJbbU3G9PKsaUq5YzjBwLGnMQ7rJ4wmm38Z1lmkJzuzWKCzwU+ax1JsqD3rE8/myYui39YXsiUfmIGZrfPMP49olUF6l0kpXzOT56yVK+946zMt6/uS/Ebc8ey7jQ/mRpM6KG5vTaTFjbUJKR9HY2WD8xJTUjwG4hxIPAmFaqlPLjJ/C3aqSUpjB6B2BWOzYAzRP2azG2pds+55jVs5l6kGsMcavqDAt/5oKXWlToK5FBubSmaZQHvWP5aitpHQhTX1owTQxqIuaquqk3lHGP+FwxFIkTTeicvzR9CgEgFE2Mze+wmqBxcds0w9ji5TWFuDSRURh/LtnTqlr/sul+KPa7Mw6XzxWj0QRnZjCzAcaFrayeKJnPmK2ymX4mbpdGwOuy9HteVBnMuKsIVDHkF+7aw/p5ZRlrCp0Mw1H1GTZkEQ0p8nvG2prninxxJu40bnOKlFIKIeasiUgIcRMqRcL8+dlrr5tTIjOVFTDbi6xUmTQ7C2aby2FSGvBY5oFP5MmDPbOqI5qV9n99pXPSeG0rON6rDtTZwp2NZQFebhsiFE3Mqjg61wyFEwS8rhkdLU3TWFwZtFzvJGiMmT6jIfOAZfdI1FLlQV3X6R6OUuDN7Fgxh1nZMagqX9l6RAWWs/FVI/EkT1pYM/Hs4V5KA56UkvOpuGh5Fc//62UzjqSfSwTqw0vXNZaKtv5wRhLw2WB7mgNASnkr8Ftgq5TyVvN2gn+u00hfYNybEoOtwMQZso3GtnTbU9l5s5Ryk5RyU1VVVdaGmeFsf4ahWzPEbOVgG/Pitz7DYp6ekRhPH7J+THpSl7NW0JurCTs6Okxly9naZq9aqwJnbYPW6w+80j5EZaFvxugOqJoKq4crmf5zNu1rDaUFlrYCt/ZHSOgy4/k5urGKeMaG4yVfMR2rbKYPVxX5qMggDTtX/Msfd/ODLBQt/R4X1UV+3Balf4ezjO4AFHhdc75IzQtnQghxHbATuN94vF4IcfcJ/rm7AbMj473AXRO2v8fo6jgXGDTSIQ8AVwohyozCyyuNbXPOUmNw1qI0iohTMcPQVgovmeHDTAuc6kr8lvf2RxNJQrEkl6ycufak0O+mobSAIotX/ADm5XnDLKsFMxXT3Ge9M/FS80BGq+SOITUjxkrxtHbDuSrwZtaOB0rQyMr6nRGj8PKCWVJZJubwp3CGBdivBhZUBPG6tKxSpY1lAXwZSkfPBT9610b+8fJlGe8fiiX42dNH2WNRrdvTRjQuG9n7cxeXo0vmtAgzL5wJ4EuoTooBACnlTmDxbC8SQtwOPAusEEK0CCE+CHwNuEIIcRC43HgMcC9wBDgE/AT4iPFefagR6NuM25eNbXPOSDSelYa6161R4HGxOIt83cny3JFefG4tY6/6jIaSsTCbVbQbBUeZVEw3ltmjNRFN6HhcgmWzdCOYoe8/vGityA2Az61lVPhm6p1Y2QL8/FF1CGbzyyr0uS3VmTDngCydZbquSXnQi1sTltfv5DMjkQSFWXQhAAQtrplYUVs0o57NVGIJnX+755WxFE6u8brU9STbmgmY2zblfKmZiEspB6eEW2ddBkkp357mqctS7CuBj6b5O7cAt2Rg50mxs3kAtyZmDStPpDTgyagYcq7ozFLauSzoHes6sQqzFTUT8Z9IPMn+TusLHA93j1BT7J+1cHFRRRAhMq+jmSsi8SQD4XhGNQlbFlfwi2eP0z4YyUgZdS4wT4w1xZm/376OYUvHpe83CmczLagWQjjzOaaw/Xgf0Sx1dA53j461hueaRFLngT2dnNFQwvyKzFJuJQUednzhiqxaNU8GU8hrYRaLzjajXuJAxzCVS+fmmM6XyMQeIcQ7AJcQYpkQ4rvAM3YbNdd0DkXH8qaZ4tLEWDGfFdSV+Me6SDLhUNcI0YRO34h1DkUopvzMVRm05BX5PUTjesba/3PF04d6M5pg6XZrNJQW4J5BfCsX7DcGJWVSY1BnFAJbOaPDpQm8bo1gFq2e5u82Psf98+nYekTVPmSTionEk2w9bM2K9VQgEtez/u2vrC3CZ1FqdSAc56O/fpHHDmQ+3VcIQVnQa1nNhDlBNRvnxZQpmEkHJ1vyxZn4GLAGiAK/BgaBf7DVohywqDLIkizCZaC0Jg5YuLLuH41nVQy1zFBx7AtZq+UgBKxtnN2ZuGptLRLrVSa9bo21MwhqTaS+pGBspWAVZgg2npzduTW7Zu5/uX2WPeeO1oFwxulAE7PaftQi+fmG0gI0oaJLmeL3uLJeUJzO1BT7WJGhTofJ8toionHdkmm7JQUeHvjERWlnAKXj9uebeMCiicUPGcXemcp9A6yfpwrsA1k4wrORL87EtVLKf5VSnm3cPg+83m6j5pqRSCLr0Nfa+hJLc6zHekezSlucNb8UIKOR5XNFS3+IqkJfRgdPvbGqtvJinUjqDIbjbJxBv2Ei3SMRdlg83TRgtF6ev3T2ltnFVUE8LpF1bvtk2NE0wGiWA+TMguUei6JkI9EE5UEfnixm06yqK6LMwk6EfGckmpi1xXsqBW4XCV0ymoHk/8nicWmsqC0aK57NlFueOsqfLBJ6Ky3wZO14m9ehuRwimS/OxOcy3HZKc6hrJOsCsepiv6WDgbJ9L1OUpddClckHX+kknKGdZsmClTMbmvrUtNdM8/1Lq4vQpUS3sDamZzhmjPiePVKmaRrzywNzGhKdjYaygqynGpoiPLtbrKmiP9A5nPXKrtjvGQtLO8CR7lHas3T0D3arSG1TX+7Tvx2DEe7a2Up/lpHNu/7+fL7/jg2z7zgHFBd4sqotAogbi79nDs2dLoutzoQQ4hqjPqLBGMJl3n4OnHb9UyPRxIzjnlORSOpj0sK5JpbQ0WXm44BhPF9nSjNbgdslWJhhaNnUmrCyE+Fp4wDNpGYC4MJllegSekatc8h2NA1QWuDJWK66utjPoSzkek8amV3xJYzXTFiVT9/fMZzxd2zS3BfimIU1UPlOUpf4s1xVr2soBTJT6T1ZXmoZ4B/u2Jm1wFPA67ZMNXY4Eh+LymVKRZFaBM5lys3uyEQbsB2IAC9MuN2NmplxWhH0udgyw4TGVLQPRhiNJi3JD5onxtIshiWZLVNzmXubCSklw5EEW5Zkpmi5oCKIz60RtMg+YKxbJ1PVTTON1WxhC+tLLQNZpaa6hiIcsrAAs2s4klXXE4z/Fq1S/i4PejNOZZmUBrxYGIDKe4TIfC6HyVKjTssKZ+LCZZU8/KnXjL1npjz4Sic/eeJIjqyazPbj/VmfO8xzTvUswn/ZYKszIaV8yVC6XMpkBcw7jaFbpxXDJ1AzYQriWJHq2GdU+PeNZr7aMkWXsl1dnChdQxGiCT3jnmohBPWlBbRlqFI4F5i926szlN81paofeNm66aslBR7OyeIkvmVJJRI1S8QKmvvDtGR5gjRz7x2D1kR4BsNx5s0wcTUVmxeVk9Rl1hHK05F4UicS17OvmTAWBla0hwa8bpZUFWZ9fntkXxf/95Q1zkSR301DWXYpQY9Lw+/R5lTa3e7IhMnVzJ0CZl4yGk0QTehZHwBmqHfYgpO4qaCW6awBUF0LQa+Lriz1KU6UZ4y2uu7hzD/HcCzB0wetm9mwr2OIIr8749Dj2gbldGS7Ej9RpJR0DkWyWm1tXFAKYJlTFvC6WG8U92aK2whJPHUo9ym3cCzBUCQxw7zV1BQbi4m5FAs6VWk3fkvZisqZqVVT2CyX7G4Z5PcvtGRdz/Tvb1jD1s9NkzvKCV6XNtZVlw1JXfLkHJ4X88WZ+BLTFTAX2WfO3NNn5sOzPPuYq9ZWC+SWTTXGc7McihWJ6zy2P/M+7JMhllQRmnUZTmoEqCzyEbdQCvqZw71ZpRDmlwfwuTXLWgbbBsJEEzreLPrgzcm1VkgESymJxJM0Zrnaqir0IZjb0G06jhkD8bJVYmw2pqDuax+ac5tONUynINupw2Y6K9sOixPh/j3t/PMfdpGtn+92aZYtDoajibHBeNkQ8LrnVAsjX5yJuJRy6lnqNMssqh/WBcuyq5kw6xgOWlD8ZnaalBZk17pWU+yzZNQuQMzQRTgziwl5r1leRSSuWzZ9tbTAw8razCSWQUUkakv8YxNbc82uVnWoZdoRA+D3qBX1o/tyv+ofjSaIJ2XWzpXbrWY8ZOMknTCGaRctz27gX43h6EQsEtbKZ1xGJGlTlnUnpoiay4LimL99zRIe+/TFWTsGu1oG+M9791qidto7EmNPW/bO6cLKIGVZ1MfNRr44E6e9AuZQJHuVMoBNxlyEOgtWW08ZXQi+LPrmQa0UrDiwAZp6R3FpIqtVSV1JAUld0m1RKmYoEs/KmQAYCMXGukByjd/Q57h0lkFpE1lbX4wmsivOPVHMyvnWEyhIDXpdY0PCckl/WEUkGrOsmTizUQmZZSMwdLpi6ohkq18S8LrQhDXaMUV+T9YtyqDk9H/x7DEGsqg/OxFMtdflNdmnOYr97lmnGmdDvjgTExUwbweGgE/YadBcY3qO2bYomifviAWiUCNGHjfb8b7Ffrdlctp/faUTKWVWzot5wDx+IPer6kgsQddwNKtxwAAra4stm3jZZdSbLMhCudHncVFXUsCABXNYzMFxm7Ks8geVdnjheO5rt18xjmd/lo63GdJ3tCZg2zFV85BtqkgIgZTwnAWDtB56pZP7T6Aw+vr1Dez792synudxooTi6rqwMksVUYCm3hB75zDdlhfOhJQyNEEBc5Pxb+vK7y3AFD3JVqnMjPQesSDNUVfqpzTgwZ3lCXJ/5whN/daE6It87qym4wEsNXKsc1m5nI79XSNImd04YFCTOYejCUtmiGwzCteqirJzGiuCXvZ15F7a3aw3aSjN/kS8qDJIlQW59J3NAwD4s2w5NsWCHrWoxiifSRgpy2wXLwAVhV7qS3Mfrf35M8f4yZPZd2VYVS8xaDj32epMAFQV+XDNoZ22Tg2drWNDSnnaSGrXGnm+Mxozm9cwjjrgrDiJD4TilGZZDAWwsq7IEjU6UBea1VkMIgOy1gI4GcwJiBcuzT6XntQlrQPhrCIGJ8LOlkEE43UQmTIQimUt3nMiNPer39KJnObmVwQsqT1ZXKW+oyUZKIhOxDwPWBWFymcqjaLeTEe4T6S6yI9mwQX7h+/aMFYEnw3dw1F+8NghbjirIati8WwxrwsHT2B+05nzSnllDiMTdo8g3wI0o1Ibz3Fi549TAlMDvShLD3JeuTpprarL/oDLlu3H+oidwMp4RU0Rf9nVTjyp5/wk2T4YyVrkpjTgwa2JrMOpJ4Kp0bEyy++r1+j2efpQb86diXllBSck7HTh8ipuf76JRFLP6UTEl1vVCe5E8rlel0avBSm3oXCCYr8bX5aRxspCH5o4sdX46YaZVj2RmS8el7Bk3Hy26UqTaCLJ77a3cNb8spw6E2ax8Yqa7K8PRX43oVhyzo5nu93jWuBfgLXAt4ErgB4p5eNSysdttWyOec4YV5ypfLGJKegSjec+/B1P6ickPuU35IsHc5xP///t3Xd8HNW1wPHf2V2tenfFTW4YjMGAGwRCCaGE0JJHwEDAAQIkEAjJS6HkPfISkhDyUiABgqmmBAIEXui9BmMH27jbuBsX2bJ63dWW8/6Ykbw2KitppV3Z5/v56KOdO3dmjlYr7dk7t5TXB6gPhtnSxVsqLU2Or6/s/fU5lrsjJQbmdq2pfbrb0bYvZjrdWRvs8q0igEnD8okqvf5PfLjb4a2rnVgBNpQ39Mn088u21XS5ozKAxyPkpPsSusBSf9XShymzG8/j9poA68p6/9bvo/M289H6ii4fN7wwi+X/cypnTT6gF6LarWXK7jHdmGei5fkrrU7M33OyZ8CMqOqrqjoLOApYB7wrIt/r61hE5DQR+VRE1onIDYk+f8siSXldzML9Pg8egU/7YBnyrHRft24JrHVflBvKe/dWx646J1npassEODM+ZvTBmg0frndGZBR3cajsIcOc2199sZhWd9eGaBlGtsTtL9BbWvqNDOhiQgZwpDvRVW/3PVlfVt/t31UgFOmzeVlSmc8r+DyCtxufig89IL/LI+O64/ZXVvP6yr6bmbarWuYvyurGh8AR7jwu9c2JSWyT3TKBiKSLyNeBx4BrgDuB5/o4Bi9wF/AVYCJwgYhMTOQ1RhRmkp+ZhsfT9adcFdb2wboI3e0zccgBzhthb9/DbFka/cgRXU94xg/O6XLn1+4Ykp/BwNz0LndizcvwUZiVxoLNvdtDvTEYprE50qU5Jlq0tFr19hDW9WVOspPTjfVUWiY0SuSQt7YMLchgWjeSWoD8LD9Z/mTfYU6+wbkZ3Z54amRxVpcmhuuu+TefxI9OmdCtY3/98iqe+2RrgiPa01y31aQ7r/fD3P57iWoMTXYHzEdwbnG8DPyPqi5PUijTgXWqusGN60ngbGBlewd8uqOO6//+CV7xUFrTxLaqJqaMKkRE2F7dxPbqptY5IrZVN7J8Wy353XijBhicn0EgHOGsP/+LcFQ52F3z4dMdtSi7hwWt3lGLCEwY7GyvLK0hzethvNvBacV2p2m2pcPT8m01ZPm9jBmYg6LUNIW61cFurNsZ7Sf/WEpmmjch8QAs21ZNTrqvdZnsf611mkW7egsBoDg7nbdXl3HeX+e29kNZuLmSwXkZrTMtLthUydCCTIYVZKKqLNxcxbDCTIbmZxLVKIs2VzO8MJMh+ZmEo1EWf1bNiOIsBudmEIpEWbKlmrpgKK5lvfcmIogIb68u4z+fWkIgHGH51hpGD8ymODudplCYFdtqGTsoh8IsPw3NYVZtr2XcoBwKsvzUB0OsLq1j/OAc8jP91AVCfLqjjglDcsl1l71es7OO0e7v6ozDhnY5xpZWq6Vbazj7L/+iORxloptIri2rIxSJMnGos93maxOY4G6vKq3F5xHGu/d6V26vwe++Flqmw+5qfwSANDdZv+j++a3XXvRZFQNz/N36vUc0yiebqxlelMmQvN2/9x21AQ4d1tXO1I6xA7NZX9bA8be/0/p6ikSjfPJZNSOKshict/v1NLI4i0G5Gcw6ehRzPtrMeVOHM2NMMeX1QX7z8moumD6CqSVF7KwNcPurn/LNo0ZyxMhCtlU38YfX13DpMSVMGpbPZxWN3PHWWi4/djQTD8hj/a567n5nPd85fgzjB+eydmcdf31vA1efOJaxA3NYVVrL/R9s5LqTxjGqOJvl22p46MNN/PCUAxlWkMniLdU8+tFmfnzqBBqaw/zyhZVsLG/g0OH5pPu8lNcH2FTeyGHD8/H7vOyqC7C5opHJIwpI83rYWRtg2baabv0tg7OYW10gzMUPzGdQbgbNkQhLt9QwakAWA3MyCIYjLNtaw+gB2RTnpBMIRahqbObHp07Y4/n51hdKOHT455+fDbvqueud9Vx1/BgO7EZ/BID31+xyOgEeAb99dTUHFGRy8VGjACfRKCnO5sIZIwH4xQsrWbK1unU15MVbqijM8rf2n/rksyoGtPEabpnUsKvzncDu/iBXPPIxR41xJlP8rLKByoZmDnc/sG2qaKCmqZnJwzv/AJfs9PibQAPwfeC6mOE0Aqiqdn3wbPcMw+kI2mIrMGPvSiJyJXAlgH/IOP69sRJBaAiGqQuEW1exqw+GqQ+ECUedrLEuGKIpFOHrRw7rVnBfPngQ76zexbpd9URVW19ATodCbZ250mnyEqrcToAVDUE8Iq0d0srrg/g8Qnnstlda19VI93mYVtL1T1sTBucyYXBu6xz7iYpnV10Qv8/Dzlpnu7Kxmex0b2uP+K4oyEqjORJl9Y46trn3CHfWBqhsaGarO8XxjpoA1U2h1hX4dtQEqGkKsbmiEUXZWROkJhBiU0Wju75FkNpAiI3+BqKqlNUGycv0cfLEwV2OD+D0SUN4ZfkO5m2oaJ1kqz4YJiPNSzgapbyuuXU7FIlSUd9MQ3OYdN/nt5sjUSrrm2kMRfB7PTSHI1Q2OK/DsQOzmTG6a1Omg/PP57RDhrBsWw3Vjc2Eo9p677+qsZmoKrVNzna7r83GvV4LDZ9/Lfg8HsYOzO7W8Loh+emkeYXPKhtbr72zNkBFfbDnv/fy3b/3vEwfx47v2oidFidMGMRnlZvYWtVETVMbr6fy3a+n2kCILH8DZx9+APM2VHDCBOeagVCEeRsqOHmiM/FYU7Oz/ZVJQwCnBWrehgrOPty5Z18XDDFvQwX/McX5H1QXcPZfMH0E4My0O29DBRcf7bzZVTc625ceUwI4v895GypaF3qrqA8yb0MFTaEIdYEwS7fVUNMYIhiO4vUITaEINY0hmiNRPCI0NoepbQrvsd0QDMe9GN7eBuVm4POI+wFk9/NVFwyTmdbQ+vfjbDt/P8FQtPV/T8vzc1Ynz89M9/npjlevP6718ZIt1XsskvfJZ1V7zMi76LMq1pXVs8Ndr6SsLkBZXbB1/ZKdtQHK23gN52akcdSYIobkdz2ZGJyXTkaa8/91ntunrzYQIhCKEHD76NU0hQiGIzQ1d94KJH3R4SvVici5wGmq+m13+2Jghqq223dj6tSpumDBgr4K0RhjjEkqEVmoqlPb2pf0PhMpYhsQm4IOd8uMMcYY0wlLJhwfA+NFZLSI+IGZwD61BLoxxhjTW+w2h0tETgf+BHiBB1X1V53UrwM+7YPQuisf6P31onsm1WNM9fjAYkyEVI8PLMZESPX4IPVjnKCqbfZItWSim0RkQXv3jlKBiMxW1SuTHUdHUj3GVI8PLMZESPX4wGJMhFSPD1I/xo7e9+w2x77rhWQHEIdUjzHV4wOLMRFSPT6wGBMh1eOD/hFjm6xloptSvWXCGGOMSSRrmegds5MdgDHGGNOH2n3fs5YJY4wxxvSItUwYY4wxpkcsmTDGGGNMj1gyYYwxxpgesWTCGGOMMT1iyYQxxhhjesSSCWOMMcb0iCUTxhhjjOkRSyaMMcYY0yOWTBhjjDGmRyyZMMYYY0yPWDJhjDHGmB6xZMIYY4wxPWLJhDHGGGN6xJeoE4nIkXFUC6nqskRd0xhjjDHJl7AlyEWkDvgYkA6qjVbVkoRcMMkGDBigJSUlyQ7DGGOM6RMLFy4sV9WBbe1LWMsE8LGqfqmjCiLydgKvl1QlJSUsWLAg2WEYY4wxfUJENre3L2F9JjpLJOKtY4wxxpj+JZEtE61EZBgwKvb8qvp+b1zLGGOMMfGJRpU/vLGGuevLKcr20xxRNpTVIwKjB+YAsK6sDp/HQ8mAbADW7qzD7+u47SHhyYSI/BY4H1gJRNxiBSyZMMYYY5JkVWktP3p6CSu21+L1CBMG5+L3eWgKRRCB2qYQAIFQFK9ozHaESLTj/pW90TJxDjBBVYO9cG5jjDHGdNHvXlvN/R9sJC8zjVvPnsS5U4aR4e9aCiA/a39fbyQTG4A0wJIJY4wxJsleWLKdu95Zz6DcdF667osMzE1P+DUSOc/En3FuZzQCi0XkLWISClW9LlHXMsYYY0zn5m2o4EdPL6GkOItHvz2jVxIJSGzLRMs4yYXA8wk8rzHGGGO66JkFW/jZP5czvDCTp646muKc3kkkILHJRA0wV1XLunsCESkA7gcm4bRyXAacClwB7HKr3aSqL7v1bwQux+noeZ2qvuaWnwbcAXiB+1X1Nrd8NPAkUIyT9Fysqs0ikg48AkwBKoDzVXVTd38OY4wxJplWldbw02eXIcCcS6f3aiIBiV2b45vAJyKyVkTmiMiVIjKpi+e4A3hVVQ8CJgOr3PI/qurh7ldLIjERmAkcApwG3C0iXhHxAncBXwEmAhe4dQF+655rHFCFk4jgfq9yy//o1jPGGGP6nY3lDVz8wMcUZft5/NszGF6U1evXTOSkVeeq6jDgZOA14DBgjojsEpGXOzteRPKB44AH3PM1q2p1B4ecDTypqkFV3QisA6a7X+tUdYOqNuO0RJwtIgJ8CXjGPX4OzsiTlnPNcR8/A5zk1jfGGGP6jXc/LeOrd35ANKo8ccUMZowp7pPrJnzVUPf2wCLgE2AxUAZkxnHoaJxbGQ+JyCcicr+IZLv7viciS0XkQREpdMuGAVtijt/qlrVXXgxUq2p4r/I9zuXur3HrG2OMMf3C4i3VXPP4IppCEe644HDGDcrts2snLJkQkZtE5AURmQfcCPiBvwCHqeqJcZzCBxwJ3KOqRwANwA3APcBY4HCgFPh9omLuKvfWzQIRWbBr167ODzDGGGN62c7aADc/t4xv/HUuBVl+nrrqaL44vs31uHpNIjtgXoKTALwAzAXmq2pNF47fCmxV1fnu9jPADaq6s6WCiNwHvOhubgNGxBw/3C2jnfIKoEBEfG7rQ2z9lnNtFREfkO/W34OqzgZmA0ydOjUxy60aY4zZp7y0tJS/L9jCPRcdSXa6j+eXbOfhDzfy2LdnkOX38czCrTz60Sae/s4X8Ps8/G3+Z9z60koOHppHVJWy2iCVDUHGD84lqsquuiA1TSFKirNRhfL6IPXBMMMKM1GFzRUNRBW+MmkIv/n6oRRk+fv8Z05YMqGqB4lIEfAF4ATgBhHJAZbgjPJ4qJPjd4jIFhGZoKqfAicBK0VkqKqWutW+Bix3Hz8P/E1E/gAcAIwH/o2zBPp4d+TGNpxOmheqqorIO8C5OP0oZgH/jDnXLOAjd//bmqi12Y0xxuzzagMhMnxe/D4PmX4PNY3NBMNRstMhzSNkp+9+u81I81CY7Udx3may072k+zxkpHnwiNCUESEYjlCc7ccjQjQKgjCyKAuPCOk+D5WNzUwcmoeIMHFoHidOGMi5U0e0F16vk954z3Q/3U/B6VB5FTBaVb1xHHc4ztBQP85MmpcCd+Lc4lBgE3BVS3IhIjfjDB8NA9er6itu+enAn3CGhj6oqr9yy8fgJBJFOH06vqmqQRHJAB4FjgAqgZmquqGjWKdOnaq2BLkxxpjqxmbOvutDTpk4mJu/OrHzA/opEVmoqlPb3JeoZEJEzsJplTgGZ7jmCuBDnE/7c1V1n+pkYMmEMcYYAFXl7nfXM2N0EVNLipIdTq/pKJlIZJ+Jb+EkDz8BFrrDMo0xxph9UmVDM4FQhAMKMrnmxHHJDiepEjnPxNdV9fdAwd6JhIh8J1HXMcYYY5JNVbnm8UVc/MB8wpFossNJut5YNfS/RCSoqm8DiMhPgBOBv/bCtYwxxpg+JyLc/NWDKa8P4vMmfMqmfqc3komzgBdF5Mc401wfhDPDpDHGGNOvBUIR5m2o4IQJg5g0LD/Z4aSMuNMpETlWRC51Hw90h15+jqqW4yQUd+EM2TzX+k8YY4zZF9z1zjoun7OATeUNyQ4lpcTVMiEitwBTgQnAQ0Aa8BjOyI2WOnVA7NAQPzAGOFdEVFXzEhW0McYYkwzXnDiOqSVFlAzI7rzyfiTelomv4bQ2NACo6nZgj0m/VTVXVfNivjJUNaelPLFhG2OMMX3jhSXb+facBTSHo2SkeTn+wL6dqro/iLfPRLM7g6QCxCzA1UpEhqjqjo5OEk8dY4wxpi3rd9Xz0Icbmbu+gs3ljeRm+sjweQlHo1Q2NJOfmUa6z0soEqWysZmCmO2GYJgHvzWNL4wbwPwNFVw+ZwEPXTqNaSVFfLB2F1c8soAnrjiKI0YW8taqnXznsYU8d/Uxrf0iaptCVDQEGZofz7qV+594k4mnRORenLUtrsCZdfK+veq8jLNQV0fiqWOMMca0amoOM3P2PJZurSE9zcORIwuJRJTxg3Mozk6nMRRhxfYaxg3MoTDLT0NzmNWldYwdlE1Bpp/6YJhgOMKgvAwABudlcP60EQzMSQfggIJMZh1dwsBcZ3tUcRbf/uIYBrj7zzhsKGccNhQRSc4T0A/EPQOmiJwMnIKz9sVrqvrGXvsjuLdB2jsFUKuqwzqo02/YDJjGGNP7AqEIlz38MXPXVzBxaB6PXj6dYvdN3vStHs+AKSI/BP6+dwIRK561N4wxxph41QdCXP34Ij7aUMFvvnYoF8wYmeyQTDvivc2RC7wuIpXA34GnY5cGN8YYYxIpFI5w0h/eY2dtkFvPmWSJRIqLazSHqv6Pqh4CXAMMBd4TkTd7NTJjjDH7pUhU+dEzS9lZG+TUQwbzzaNGJTsk04muzoBZBuwAKoBBiQ/HGGPM/iwcjnL9U4t5cWkpPz51wn6/gFZ/EVfLhIhcLSLvAm8BxcAVqnpYO3V/LyKHJC5EY4wx+wNV5dx75/Li0lJmHT3KEol+JN6WiRHA9aq6OI66q4DZIuLDmS3zCVWt6WZ8xhhj9gPRqHLz/y1n8ZYappUUcsuZE5MdkumCDpMJEclT1Vrgd+52Uex+Va3c+xhVvR+4X0QmAJcCS0XkQ+A+VX0nYZEbY4zZJ2ypauSKOQtYvaOOq08Yy49PnWBzOvQznbVM/A04A1iIs+5G7G9Xcdbe+BwR8eKsFnoQUA4sAX4oIlep6sz2LiYiBcD9wCT3/JcBn+KMICkBNgHnqWqVOK+0O4DTgUbgW6q6yD3PLOBn7mlvVdU5bvkU4GEgE2cCre+7M3sWtXWNTp4bY4zpssbmMPWBMDVNISJRpSjbD0B1Y4io7t6ubGhGFYpz/BRk+alpCgG0TqxUVhtARFq3d9QE8Hp2b2+vbiLN62nd3lrViN/nYVCuM3HTlspGMtK8rfs3VzSQ5fe1bm8sbyAnfff2urJ68jPTWrfX7qyjMNtPXkYalQ1B1u9qID8zjYKsNKJRZX15PYWZfvKz/IQjUTbsaqAoO438LD+hcJQN5fUUZvlZvaOOP725lvpgmO8cb4lEfxX3pFVxn1Dkj8CZOP0rHlDVf8fs+1RVJ3Rw7BzgA1W9X0T8QBZwE1CpqreJyA1Aoar+VEROB67FSSZmAHeo6gw3MViAszCZ4iRCU9wE5N/AdcB8nGTiTlV9RURub+saHf2cNmmVMSZetYEQ331sIQs3VREIR7t8/LNXf4HbXlmNR+DJK48G4Jy7PiQvM41HLpsOwFfv/ICh+RncP2saAKf88T3GDszhnm9OAeCE373D5BEF3DHzCACOue1tjh5bzP9+YzIAU299k1MOGcyvv3YoAJP/53W+dsQwfn6W0wVu4n+/ykUzRnLzV53bD+Nuepmrjh/DceMHcv7sed19agCYVlLIzGkj+Y8pw3t0HtO7EjFp1VuqelJnZa6lwM9Uta3ZMKd3cI184DjgWwDusuXNInI2cIJbbQ7wLvBT4GzgEXWyoXkiUiAiQ926b7TcghGRN4DT3A6keao6zy1/BDgHeMU9V1vXMMaYHpm7vpwf/n0JO2oDDMxJ57pjS8jLSGNdWT3BcKR17Yc1O+oIRZRDhjnrIn66ow5VOGhoLiMKs/ju8WP3OO+1XxpHmnd3H/offPlAMv275w788akHkZO++1/8TacfTKHb6gHwX2dMbG1lALj1nEMYErPuxG1fP5ThhVmt27//xmRGFu/evmPmEYwdlE1Rlp9fnTOJFaW1DMlLZ0heJgqs2F7D0PxMhuZnEFFl5fZaDijIZEheBuFolJWltYwoyGL6mCLGD8qx1oh+rsOWCRHJwGkdeAfnzbblt50HvKqqB7VxTFtrb9QAm1U13MG1DgdmAyuByTgtCt8HtqlqgVtHgCpVLRCRF4HbVPVf7r63cBKAE4AMVb3VLf8voAknQbhNVb/sln8R+KmqniEi1W1do90nBmuZMMZ07sZ/LOWpBVspGZDF7887nMNHFCQ7JGO6rSctE1cB1wMH4Ly5tyQTtcBf2jnmbpzFvJa69ScBK4B8Efmuqr7eznE+97hrVXW+iNwB3BBbIXbl0t7S0TVE5ErgSoCRI202NmNM+/7+8Wc88fEWirP9PHfNMeRlpCU7JGN6TYfzTKjqHao6GviRqo5R1dHu12RVbS+Z2A4coapTVXUKcASwATgZuL2Dy20FtqrqfHf7GZzkYqd7+wL3e5m7fxvOkNUWw92yjsqHt1FOB9fYg6rOdn+uqQMH2nr2xpi2vbBkOzc+u4zpJUW8/Z/HWyJh9nnxTqf9ZxGZJCLnicglLV/tVD9QVVfEHLsSOEhVN3RyjR3AFndIKcBJOLc8ngdmuWWzgH+6j58HLhHHUUCNqpYCrwGniEihiBTirHT6mruvVkSOcm9lXLLXudq6hjHGdMlvX1nNdU98wpRRhTx82TTys/ydH2RMPxdvB8xbcPoiTMQZBfEV4F/AI21UXyki9wBPutvnu2XpQKiTS10LPO6O5NiAM0+FB3hKRC4HNgPnuXVfxhnJsQ5naOil4Mx9ISK/BD526/0iZj6Mq9k9NPQV9wvgtnauYYwxcYlGlQc/3Mi9768n0+/lnoumkOXv6ooFxvRPcQ0NFZFlOJ0iP1HVySIyGHhMVU9uo24mzpv2sW7Rhzj9KAJAlqrWJyr4ZLIOmMaYFm+u3Mmdb69l6dYavnzwIH51zqEMzs9IdljGJFSPh4YCTaoaFZGwiOTh9CkYsXcld7Kql1X1ROD3bZxnn0gkjDH7h5YPW9GoogriEVSVaFQJhJ3hjU8v2MI/Fm3D6xF+/bVDuWD6CBvmaPY78SYTC9zZKe/DGdVRD3y0dyVVjYhIVETybT0OY0xfeWV5Kb95aRWhqFIXCBMMRwhFFL/P6RYWiSqRqOLzCCLOdlTBK4LiJAoKiEBX5/HL8nv56qFD+cGXxzNucG7ifzhj+oG4kglVvdp9+FcReRVn8qel7VSvB5a5k0W1Tlylqtf1KFJjjNlLIBThtldW8/DcTQB8cfwAxg3KoboxxIZd9RwxspD0NA9ltUE2ljcwZVQh6T4PO2oCbK5sYMqoIvxeD6U1TXxW2ci0kiJ8HmF7dYDPqhqZMboIr0fYUtnE9uomjhpTjIgzFfWO2gAzp43kuAMHkGujNcx+rrOFvtqagKp1X8taGHt51v0yxpheU1nfzEUPzGNVaR2XHlPCVceN2WMGR2NM3+msZaKtfg8tFPjS5wpV57idMEeq6qc9Cc4YY9oSCEU48y//Ylt1E/99xkQuO3Z0skMyZr/WYTLhdqTsEhE5E/hfwA+MdqfJ/oWqntWtCI0xJkYwHOE7jy1ke00Tlx872hIJY1JAvPNMtDlBlaq2Nc/Ez3EW9HrXrbNYRNpcqtwYY7qiPhDmnLs/ZF1ZPb/5+qFcMN2mtTcmFcQ7mmNazOMMnNkpF9H2pFUhVa3Za2hU19fcNcaYGKFIlFkPzWddWT0XzRhpiYQxKSTe0RzXxm67w0SfbLs2K0TkQsArIuOB64C5PQnSGLN/aw5H+cHfF7NwczVXHTeGG08/ONkhGWNixLU2RxsagPZuVF4LHAIEgSdwVhi9vpvXMcbs56obmznu9nd4aVkpN59+sCUSxqSgePtMvIAzegOcBGQi8FRbdVW1EbjZ/TLGmG5bu7OOqx9fxI7aAF87YhhXHGfdr4xJRfH2mfjfmMdhYLOqbm2roogcCPwIKIk9v6p+bhipMSb1qSorS2t5ZdkOBudlkOYVqhqbWbOznoOG5JKd7qOqoZk1ZXVMHJpHdrqP8roga8vqmTQsnyy/l111QdaV1XPY8AIy0jzsrA2yYVc9h48owO/zsKM2wIZdDRwxsoA0r4fS6ibmbqhgU3kDeZlp3HXhEXz1sAOS/VQYY9oR10JfrZWddTliE4TKNuosAf6KM+12JKbuwh5FmmJsoS+zr9tS2cjTC7fw0tJS1u9q6PyABBPg3CnDufH0gynKtmW8jUm2Hi/0JSJXAr/AWfkzivN3rkBbbY5hVb2nm7EaY5IsEIpw97vr+fNba1Fg+ugiZk4bSU6Gj8nD8ynI8tMcjlIbCFGQlUaGz0swHKU+GKYgK400r4dQJEpjc4S8DB9pXg/BcITmkJKT4cPrFcLhKKGokpnmxesRwtEokQhk+j2ICFFVMnwePJ7udusyxvSleG9z/BiYpKrlcdR9QUSuBp7D6YQJtN2KYYxJHYHmMH95Zx3PLNzGjtoAYwZk88OTD+SMyXZ7wRjTsXiTifVAY5x1Z7nffxxT1l4rhjEmySJR5cWl2/nvf66gpinEocPy+dPMwzlqTHGyQzPG9BPxJhM3AnNFZD57tjZ8biVQVbW5bY1JcarKqtJabn/tU9aV1bO1qokxA7K5cPpIfnzqgXZ7wRjTJfEmE/cCbwPLaGc2SxH5iare7j7+hqo+HbPv16p6U2cXEZFNQB1Ox82wqk4VkZ8DVwC73Go3qerLbv0bgcvd+tep6mtu+WnAHYAXuF9Vb3PLR+NMtlWM00H0YlVtFpF0nNk8pwAVwPmquim+p8aY7lFV/rFwK++u2UVVYzM7agJsq2rC5/VQmO0saV1WG8Tv9VDgbu+sCeL3ecjL8KHArjpnO8vvA5TKhmb8Pg8ZaV6iUaUuECbN6yHNKyjQ2BzB6xE8AqGI0/l6RGEmf7nwCE6fNBSPR9oO1hhjOhBvMpGmqj/spM5M4Hb38Y3A0zH7TgM6TSZcJ7bRN+OPqho7PBURmehe8xDgAOBNd1gqwF3AycBW4GMReV5VVwK/dc/1pIj8FScRucf9XqWq40Rkplvv/DjjNaZLVJXXVuzgjrfWsaq0FoDDhuczYUguHo+QleZl7MAcAJZurSEnw8eYAdkALNlaTUGWn9EDsvEILN5STXF2OiUDshGBTzZXMTA3ndEDshERFmyqZEh+BqOKnfrzN1YyvDCTEUVZjCzKYuzAHLudYYzpsXiTiVfcER0v0H6nSmnncVvbiXA28KSqBoGNIrIOZ4ExgHWqugFARJ4EzhaRVThLpl/o1pmDsyjZPe65fu6WPwP8RUREuzJu1pg4PPnvz/jNK6upaQoxblAO1395PN+YOpxhBVnJDs0YY7ot3mTiAvf7jTFle3eq1HYet7XdHgVeFxEF7lXV2W7599yVSxcA/6mqVcAwYF7MsVvdMoAte5XPwLm1Ua2q4TbqD2s5RlXDIlLj1o9n9IoxnVq5vYbfv76Gt1aX4RG4/qTxfO9L4/B5rW+CMab/i3ehr3g6VU4WkVqcVohM9zHudkac8RyrqttEZBDwhoisxmk5+CVOovFL4PfAZXGeL6Hc1pkrAUaOtBULTcdUlUWbq/jeE59QWhMgN8PHT087iAunjyQ/Ky3Z4RljTMLEO2nVJW2Vq+ojMY+9PQ1GVbe538tE5Dlguqq+HxPHfcCL7uY2YETM4cPdMtoprwAKRMTntk7E1m8511YR8QH5bv2945sNzAZnBswe/Kimj4QjUd5eXcb8jZWMHZiNR4TSmiY2VzRx5MgCPB5he3UTn1U2MmVUIR4RtlQ1srWykemji1CELZUNbKsOML2kCEXZXNHIjpoAU93tTeUN7KoLOtuqrN/VwNaqRqoaQ6wrq8fnEb4wtph7LppiSYQxZp8U13TaIvLnmM0M4CRgkaqem7BARLIBj6rWuY/fwJl1c4mqlrp1fgDMUNWZInII8DecfhIHAG8B43FaQta4MW4DPgYuVNUVIvI08I+YDphLVfVuEbkGOFRVv+N2wPy6qp7XUbw2nXZqe37JNj5cW8HLy0upC4Q7P6AXHD2mmDMnH8AZk4eSl2FJhDGmf+vxdNqqeu1eJyzAGWKZSIOB50SkJa6/qeqrIvKoiByOc5tjE3CVG9MKEXkKWImz+Ng1qhpx4/se8BrO0NAHVXWFe42fAk+KyK3AJ8ADbvkDwKNuJ85KnFEiph/aVN7ATc8tY+76CtK8wpmHHcD00UXkZ6UxcWgeaV4Pjc0RGpvDDMxJx+sRmkIRmpojFOf48YgQDEUJhiMUZKXhEXcq6EiU/Mw0RITmcIRIVMlJT0MEQpEo0aiS4fciOFNB+0Tw+aw/hDFm/9Clhb5aDxJJA1ao6oGdVt5HWctEalldWsuf3lzDm6vKSPN6mFZSyK++figjCm2UhDHGJEIiFvp6gd0jMjzAROCpNup5gTdV9cRuxmpMl1Q2NDP7/Q3Mfn89UYVvzhjJdV8ez6DcePv8GmOM6akOkwkRGYdz+yF2wqgwTr+E0r3rq2pERKIikq+qNQmN1OwXVBVViKoSjkQREUSESDRKcziKz+shHFHeWLmTu95dx46aAIFwhOMPHMjlx47mi+MHJvtHMMaY/U5nLRN/Am5U1WWxhSJyqLvvzDaOqQeWicgbQENLYVvreJj+7e3VZby4dDurS+vYXtNETWMIv89DmtdDVJXG5ghpXsHrEVQhGI62TuUcVWeBKQEQ6O70YCdOGMhNpx/M+MG5ifzRjDHGdEFnycTgvRMJAFVdJiIl7RzzrPtl9lG1gRC/eXkVT/x7Cx6BY8YN4IiRBSzaXMWIoiyGF2YR1SgLNlUxqjibYYWZhCPKws8qGV2czdCCTELhKJ9sqWLMgByG5GcQDEdZvKWacQNzGJyXQSAUYenWasYNzmVQbjqNzWGWbavhwEG5DMpLZ9ygHA4bns+AHLudYYwxydZZMlHQwb7MtgpVdY6IZAIjVfXT7gZmUtO7q8u46bll7KgNcPqkIVx/8oEcaK0CxhizX+ts7NoCEbli70IR+TbOqpufIyJnAouBV93tw0Xk+R7GaVLAHW+u4VsPf0xTKMKzVx/D3d+cYomEMcaYTlsmrseZ++EidicPUwE/8LV2jvk5zkRS7wKo6mIRGdNOXdMPRKLKba+s4r4PNjI0P4NHLptufRSMMca06jCZUNWdwBdE5ERgklv8kqq+3cFhIVWtcSefahHtWZgmWbZUNTLz3nlsq27ikqNH8V9nTCTNFqcyxhgTI94ZMN8B3onznCtE5ELAKyLjgeuAud2MzyTRws2VXP34InbWBrn0CyXcctYhyQ7JGGNMCop3CfKuuBa4GQjirJ3xGs5qn6af+GDNLv763nrmbqjggPxMZl8yhVMmDkl2WMYYY1JUbyQTX1XVm3ESCgBE5BvA071wrX3aurI6/v7xFj5cV8GmigZGFWXhT/NS1xSitCbAqOIs0rweaptC7KwLMLIoC5/HQ10gRFldkJFFWXg9Qm1TiIqGZkYUZeERqGkKU9XQzPCiTDwi1DSGqG5qZnhhFoFQhNKaAAAXzRjJjacfTE56b7xMjDHG7Ct6413iRj6fOLRVZtpR3djMefd+5C5f7WH0gGzSfR5yM9LI9HsRoLopRGG2n8w0Lz6P0BAMMzgvg3Sfh4oGD4FwlGEFmfh9Hsrrg4SjyqjiLPxeD2W1QQTlwEG5eD3CztoAadXCwUPzSPd5GFmUxckTBzNpWH6ynwpjjDH9QMKSCRH5CnA6MExE7ozZlYczBbeJw666IBfdP481O+s5akwRd180haJsf7LDMsYYY9qVyJaJ7cAC4Cz2nIOiDvhBAq+zz9pS2cBlDy9ga1UTd190JKcfOjTZIRljjDGdSlgyoapLgCUi8jf3vDYDZhdsrmjglD++TySqPHr5DI4eW5zskIwxxpi49MaEAadhM2B2SXVjM999bBHhqPKjUydYImGMMaZf6Y0OmD/n8zNgju6F6+wTtlQ2csUjC9hQ3sBD35rGcQfaEtrGGGP6l95IJtqaAbObC0zv2yrqg5z6p/dpao5w/6yplkgYY4zpl3rjNsceM2CKyJ+JcwZMEdkkIstEZLGILHDLikTkDRFZ634vdMtFRO4UkXUislREjow5zyy3/loRmRVTPsU9/zr3WOnoGr1pe3UTM2fPIxSJct1J4zjp4MG9fUljjDGmV/RGMnEtcAjODJhPALU4C4bF60RVPVxVp7rbNwBvqep44C13G+ArwHj360rgHnASA+AWYAbO7ZZbYpKDe4ArYo47rZNrJFw0GuXWF1dy8h/eo7QmwCOXzeAHJ0/orcsZY4wxvU5UU+cOhIhsAqaqanlM2afACapaKiJDgXdVdYKI3Os+fiK2XsuXql7llt+L03/jXeAdVT3ILb+gpV571+go1sJRB+lP7nkOEWFbVSObKxuZVlIEwGeVjWytamR6SREKbK5opLSmiSmjClm0uZpPd9aRmeblhWuPYdwgW33TGGNM6hORhTEf9PeQyEmrOhyxoapnxXEaBV4XEQXuVdXZwGBVLXX37wBa7gcMA7bEHLvVLeuofGsb5XRwjT2IyJU4rSD4h4zjgQ834kGIqhKOKuvK6vGI0ByJ0hyOsr06gEcgEIoSDEeobAgxqjiLW86cyAXTRpDht2mqjTHG9H+JfDc7GudN/AlgPiAdV2/Tsaq6TUQGAW+IyOrYnaqqbqLRazq6hpvczAaYOnWqLvjV6b0ZijHGGNMvJLLPxBDgJmAScAdwMlCuqu+p6nvxnEBVt7nfy4DncPo87HRvPeB+L3OrbwNGxBw+3C3rqHx4G+V0cA1jjDHGdCJhyYSqRlT1VVWdBRwFrAPeFZHvxXO8iGSLSG7LY+AUYDnwPNAyImMW8E/38fPAJe6ojqOAGvdWxWvAKSJS6Ha8PAV4zd1XKyJHuaM4LtnrXG1dwxhjjDGdSOhNexFJB74KXACUAHfitDDEYzDwnDta0wf8TVVfFZGPgadE5HJgM3CeW/9lnIXF1gGNwKUAqlopIr8EPnbr/UJVK93HVwMPA5nAK+4XwG3tXMMYY4wxnUjYaA4ReQTnFsfLwJOqujwhJ05RIlIHpPLaI/lATbKD6ESqx5jq8YHFmAipHh9YjImQ6vFB6sc4QVXbHIKYyGQiCjS4m7EnFZx+jXkJuVCKEJEF7Q2RSQUiMltVr0x2HB1J9RhTPT6wGBMh1eMDizERUj0+SP0YO3rfS+Sqob0xAZbpvheSHUAcUj3GVI8PLMZESPX4wGJMhFSPD/pHjG1KqUmr+pNUb5kwxhhjEqmj9z1rTei+2ckOwBhjjOlD7b7vWTLRTe4EVilBRE4TkU/dBcxucMsed8uWi8iDIpKWgjE+ICJL3IXanhGRnFSLMWbfnSJSn6zY3Bjaeg4fFpGN7uJ4i0Xk8BSMUUTkVyKyRkRWich1KRjjBzHP4XYR+b8Ui+8kEVnkxvcvERmXrPg6iPFLbozLRWSOiCRtil/3f16ZiCyPKevzBR27EeM3RGSFiERFJOVavjt831NV++rHX4AXWA+MAfzAEmAizrBZcb+eAL6bgjHmxdT5A3BDqsXo7psKPArUp1p8OEOdz03267CTGC8FHgE8br1BqRbjXnX+AVySSvEBa4CD3TpXAw+n2nOIMwPygW6dXwCXJzHG44AjgeUxZbe3/I/BWczxt8mKr4MYDwYm4KwlNTWZ8XX1y1om4tBOFv49d1tFZEASw5sOrFPVDaraDDwJnK2qL6sL+Dd7zv6ZKjHWgvPJFWfuj2R24GkzRhHxAr8DfpLE2KCd+JIc097ai/G7OPO9RKF1httUixEAEckDvgT8X3LCazc+BVpGxOUD25MUH7Qd438Azaq6xq3zhluWFKr6PlC5V/HZwBz38RzgnL6MaW9txaiqq1Q1laccaJclE51w30zuwlnyfCJwgYhMBD4EvowzyVUytbewGQDu7Y2LgVf7OK5Y7cYoIg/hLK52EPDnvg+tVXsxfg94XncvBJcsHf2ef+XeKvqjOBPHJUt7MY4FzheRBSLyioiMT0p0jg7/XnDeYN5qSXSToL34vg28LCJbcf6eb0tCbC3ainEI4Itpmj+XPZc1SAVxLehouseSic6196n6E1XdlNzQ4nI38L6qfpDsQNqiqpcCBwCrgPOTHM7esoBvkNwkpzM34iRi04Ai4KfJDadN6UBAnV7g9wEPJjmejlyAc1sw1fwAOF1VhwMP4dwWTCUKzAT+KCL/BuqASHJDap/bYmtDGRPIkonOdfZJJtnaW9gMEbkFGAj8MAlxxWo3RnDWdWF3U2mytBXjemAcsE5ENgFZIrIuCbFBO8+hqpa6d7OCOG8y05MSnaO93/NW4Fm37DngsD6OK1ZHfy8DcJ6/l5IQV4u24tsJTFbV+W7Z34Ev9HVgMdp7LX6kql9U1enA+zj9PFKJLejYiyyZ6P8+BsaLyGgR8eN8OnheRL4NnApc0HKvOonai3EctPaZOAtY3cE5khHj/6nqEFUtUdUSoFFVk9WLvr3nsOWfo+A00SdzGvs2Y8Tpf3CiW+d4kvsm016M4DTNv6iqgaRF1358+SJyoFvnZJyWvGRp77U4CFrXaPop8NckxtgWW9CxFyVt6E4/0uGn6mRT1bA4K7O+htPL+kFVXSEiS3D6c3zkvM/wrKr+IlVixPln+IHb4U1weoR/NxnxtRejqq5IVjx76+D3/LaIDMR5DhcD30nBGG8DHheRHwD1OPf/UypGd/dMktsXob34lojIFcA/xFm2oAq4LMViXCEivxORM3A+pN6jqm8nK0YReQI4ARjg9jO5hRRb0LGdGCtxbqsOBF4SkcWqemryooyfzYDZCXes9BrgJJwk4mPgwpZ/QG7z91RVLU9akMYYY0wS2W2OTqhqGKdH/2s4n6afcrPw69xscjiwVETuT2acxhhjTLJYy4QxxhhjesRaJowxxhjTI5ZMGGOMMaZHLJkwxhhjTI9YMtEBSfIqkcYYY0x/YMmEMcYYY3rEkolOiEiOiLwlIotEZJmInO2Wl4jIKhG5z11//nURyUx2vMYYY0xfs6GhHXBvcxQAWapa687dPw8YD4wC1uFMWLVYRJ7CWV3ysaQFbIwxxiSBTafdOQF+LSLHAVGcRb5alq7dqKqL3ccLgZI+j84YY4xJMksmOncRzjzpU1Q15E6fneHuC8bUiwB2m8MYY8x+x/pMdC4fKHMTiRNxbm8YY4wxxmUtE+1wF/gKAo8DL4jIMmAByV0m2xhjjEk51gGzHSIyGbhPVacnOxZjjDEmldltjjaIyHeAJ4CfJTsWY4wxJtVZy4QxxhhjesRaJlwiMkJE3hGRle4kVN93y4tE5A0RWet+L3TLDxKRj0QkKCI/2utc3xeR5e55rk/Cj2OMMcb0GUsmdgsD/6mqE4GjgGtEZCJwA/CWqo4H3nK3ASqB64D/jT2JiEwCrgCmA5OBM0RkXN/8CMYYY0zfs2TCpaqlqrrIfVwHrMKZoOpsYI5bbQ5wjlunTFU/BkJ7nepgYL6qNqpqGHgP+Hrv/wTGGGNMclgy0QYRKQGOAOYDg1W11N21g92zX7ZnOfBFESkWkSzgdGBEb8VqjDHGJJvNM7EXEckB/gFc767H0bpPVVVEOuyxqqqrROS3wOtAA7AYZ3ZMY4wxZp9kLRMxRCQNJ5F4XFWfdYt3ishQd/9QoKyz86jqA6o6RVWPA6qANb0VszHGGJNslky4xGmCeABYpap/iNn1PDDLfTwL+Gcc5xrkfh+J01/ib4mN1hhjjEkdNs+ES0SOBT4AluGsDgpwE06/iaeAkcBm4DxVrRSRITjTa+e59euBie6tkQ+AYpzOmT9U1bf69Icxxhhj+pAlE8YYY4zpEbvNYYwxxpgesWTCGGOMMT1iyYQxxhhjesSSCWOMMcb0iCUTxhhjjOkRSyaMMcYY0yOWTBhjjDGmRyyZMMYYY0yP/D/Th1xTrQCdgwAAAABJRU5ErkJggg==\n", 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\n", 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        " ] @@ -230,7 +234,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 5, @@ -239,7 +243,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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        " ] @@ -334,25 +338,25 @@ " \n", " 2019-01-07 00:00:00-05:00\n", " 2859.565\n", - " 17432.736\n", + " 17459.339\n", " 0.859\n", " \n", " \n", " 2019-01-08 00:00:00-05:00\n", - " 19454.829\n", - " 26.602\n", - " 0.001\n", + " 19448.084\n", + " 0.000\n", + " 0.000\n", " \n", " \n", " 2019-01-09 00:00:00-05:00\n", " 0.000\n", - " 20576.665\n", + " 20607.950\n", " 1.000\n", " \n", " \n", " 2019-01-10 00:00:00-05:00\n", " 0.000\n", - " 20795.002\n", + " 20763.718\n", " 1.000\n", " \n", " \n", @@ -373,10 +377,10 @@ "2019-01-04 00:00:00-05:00 9466.477 10476.235 0.525\n", "2019-01-05 00:00:00-05:00 9522.325 10538.040 0.525\n", "2019-01-06 00:00:00-05:00 0.000 20185.784 1.000\n", - "2019-01-07 00:00:00-05:00 2859.565 17432.736 0.859\n", - "2019-01-08 00:00:00-05:00 19454.829 26.602 0.001\n", - "2019-01-09 00:00:00-05:00 0.000 20576.665 1.000\n", - "2019-01-10 00:00:00-05:00 0.000 20795.002 1.000\n", + "2019-01-07 00:00:00-05:00 2859.565 17459.339 0.859\n", + "2019-01-08 00:00:00-05:00 19448.084 0.000 0.000\n", + "2019-01-09 00:00:00-05:00 0.000 20607.950 1.000\n", + "2019-01-10 00:00:00-05:00 0.000 20763.718 1.000\n", "2019-01-11 00:00:00-05:00 0.000 20926.869 1.000" ] }, @@ -443,7 +447,7 @@ " 157\n", " 35\n", " -0.24\n", - " 0.24\n", + " 0.25\n", " \n", " \n", " 1\n", @@ -453,7 +457,7 @@ " 157\n", " 35\n", " -0.24\n", - " 0.24\n", + " 0.25\n", " \n", " \n", "\n", @@ -465,8 +469,8 @@ "1 2019-01-09 17:00:00-05:00 2019-01-11 08:00:00-05:00 1 days 15:00:00 \n", "\n", " intervals daylight_intervals error_lower error_upper \n", - "0 157 35 -0.24 0.24 \n", - "1 157 35 -0.24 0.24 " + "0 157 35 -0.24 0.25 \n", + "1 157 35 -0.24 0.25 " ] }, "execution_count": 7, @@ -520,23 +524,23 @@ " \n", " \n", " 0\n", - " 19481.43\n", - " 604222.14\n", + " 19448.08\n", " 604248.74\n", - " 26.6\n", - " 14848.88\n", - " 24213.27\n", + " 604248.74\n", + " 0.00\n", + " 14819.33\n", + " 24271.15\n", " real\n", - " 19454.83\n", + " 19448.08\n", " \n", " \n", " 1\n", - " 25316.84\n", - " 624825.41\n", + " 25284.75\n", + " 624856.69\n", " 645620.41\n", - " 20795.0\n", - " 19296.66\n", - " 31466.05\n", + " 20763.72\n", + " 19266.84\n", + " 31555.29\n", " comms\n", " 0.00\n", " \n", @@ -546,12 +550,12 @@ ], "text/plain": [ " energy_expected energy_start energy_end energy_actual ci_lower \\\n", - "0 19481.43 604222.14 604248.74 26.6 14848.88 \n", - "1 25316.84 624825.41 645620.41 20795.0 19296.66 \n", + "0 19448.08 604248.74 604248.74 0.00 14819.33 \n", + "1 25284.75 624856.69 645620.41 20763.72 19266.84 \n", "\n", " ci_upper type loss \n", - "0 24213.27 real 19454.83 \n", - "1 31466.05 comms 0.00 " + "0 24271.15 real 19448.08 \n", + "1 31555.29 comms 0.00 " ] }, "execution_count": 8, @@ -584,12 +588,12 @@ "text": [ "2019-01-01 00:00:00-05:00 0.00\n", "2019-01-02 00:00:00-05:00 0.00\n", - "2019-01-03 00:00:00-05:00 9933.93\n", - "2019-01-04 00:00:00-05:00 11456.38\n", - "2019-01-05 00:00:00-05:00 11241.62\n", + "2019-01-03 00:00:00-05:00 9931.24\n", + "2019-01-04 00:00:00-05:00 11453.27\n", + "2019-01-05 00:00:00-05:00 11238.57\n", "2019-01-06 00:00:00-05:00 0.00\n", "2019-01-07 00:00:00-05:00 0.00\n", - "2019-01-08 00:00:00-05:00 9509.00\n", + "2019-01-08 00:00:00-05:00 9505.33\n", "2019-01-09 00:00:00-05:00 0.00\n", "2019-01-10 00:00:00-05:00 0.00\n", "2019-01-11 00:00:00-05:00 0.00\n", @@ -626,7 +630,7 @@ }, { "data": { - "image/png": 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J/154pK82GZXJwys28+mblvLnC9/DQTPGcvrVT9JUF+L3nznMN5t+//Ra/r+7lvPMvx3PpKa6srCpHLnoDy/w/DvbeeKbTn7eh65+klG1If77s3acBnLEjx/iqH3G89MzHVFy2lX/oKUxzE3nHTqk7YnIMlVdnH9JIxuD/Ta//vrr7L///j5ZNDTOPfdcTj311EHDg43iUYnnimEYxSXXb3O+nNzfq+r382w8W8LHTcBVwC07jf9CVa/caRtzgbOBecBU4EERSQvnq4ETgPXAcyJyj6oWvbv45s4oh8x0iilMbqrjtU3DW/GxUFSVzZ19THKrKU9uquPpt7b5apNRuWx2Pbnp6txTmupYtaXbT5PY0hlFBMa51W+nNNWx2mebypEtXX1MHN1fVX3i6FpLXdgJVWVbT2yHSspjG8Js7xn+nELDMAzDMIaP1Vu6h6XWSE6Rq6rfzLeBbMuo6uMiMtOjHacDf1DVPuBtEVkFpKfbV6nqWwAi8gd32aKKXFWltbOPiU1OmNGk5jq2dvcRT6aoCfqTxtwRiRNLpDKiZHJzHa1dfaRSSiCQu+CFYexMJlx5lHOOT26u44mVW3KtUnRau/oY11hLyP0fm9RUy5Ort/pqUznS2tXH7In9/SrHNoR5aX27fwaVIb2xJLFEageR29IY5q2tNmli7D433XST3yYYhmGMSH72wBv858OrhmVb+XJytwHPAE8CTwHPqOruugy+JCKfApYC/09VtwPTgKcHLLPeHQNYt9P4oDF5InIBcAE4uTK7Q3tvnFgyxeS0l6u5DlXHgzLVLWRSatKet0lN/aIkkVK29uzo1TEML7R2RWlpDBMOOYJywuhaemJJIrFkpvdq6W3qy5zfAGMbw3RFEySSqYzwNZzc5ffsPS7zfmxjmO09cVQ1b4XXaqHN9dgO7G0+pqGG9p64XyYZhmEYhpGDVa1d/OfDqzhtwVT+5bAZBDzc0xz2k+yf5QtXngUcDrwHuBRYJCJv44jeJ1X1j14Nd7kG+AGg7vPPgNydzT2iqtcB14GT97M723rXLYAzMDQ4Pe6XyN3ZpvTzux1RE7lGwWzu7GPi6AGCssERA9t7Y9SH/TnHW7uiTBhgU9oL1x6JM37UrsVbqpFEMkVnNLFTGG4NsWSK3liSxlrrCgf9InfcQE9uQ5iuvgSxRCozuWMYhmEYRnnw2yfepjYU4PLT5u1wnzNUcv7Sq2qnqj6gqper6onADJxc2w8Atxe6M1XdrKpJVU0B19MfkrwB2GPAotPdsWzjRWVzRlC64cquoPSzMmfGptE7itx02KlhFEJbTx/jRg0M5awBHJHrF9t74jtc1MakhbflUWbojDo9JMfU12TG0t7KNjtOGQb15KYnTXw8xw3DMAzD2JVYIsVfXt7EaQumDovAhTwiV0SmisgZIvJzEXkCuB/YB/gOsFehOxORKQPefhhY7r6+BzhbRGpFZBYwG3gWeA6YLSKzRCSMU5zqnkL3Wyjpfp1pD+l4Vwxs8/EmcktXuuWLI7xbBnjeDKNQ2iPxjIiEfkHZ3utfOGdHJM6Y+h09bwDbfbSp3EgLtIF/u7F2LdiFbJ5csPPJMAzDMMqNZ97eRndfgpPmTR62beaL2VoPXAIsA45X1aNV9WJV/YOqrs21oojcDvwTmCMi60XkM8B/iMgrIvIycBzwVQBVfRX4I05BqfuBL7oe3wTwJeBvwOvAH91li0r6RjLtBSgHj1JHJE5tKJDJlxzjet78FCVG5dLeG9/BG9jiszcwnkzR3ZdgTEO/TenX5qHspz3i/L83Nwz826W98HYtSDOYJ3dso51PxuAEg0EWLlyYeVxxRd5OhbtNe3s7//Vf/1XwepdffjlXXnnloOPTpk1j4cKFHHDAAdxzz9D9AY8++iinnnrqkNa96667eO21/tqg3/3ud3nwwQeHbIthGNXBQ6+3UlcT4KjZ44dtm/kSuI4EjsDxun5NRNbgCNd/AkvdasiDoqofH2T4hhzL/wj40SDj9wH35bFzWNneG6cmKDS6gjIcCtAYDvp6E7m9J5bx2ACMrg0RCoh5b4yCSaWU9t7YoILSr1DODle8DbRprIWX7kKHew0aOEFRDpNw5UZ7JEYwIIwekKNsHm8jG/X19bz44osl3Wda5F544YXDts2vfvWrfP3rX+f111/n6KOPprW1lUCg35eRSCQIhYqbt3/XXXdx6qmnMnfuXAC+//2cXSgNwzAAePbtNhbtOZa6muErfpovJ/efqvpzVT1DVRcB/w/oA24GOobNijKjvTdGc314h0qlYxrCvt5sO+Gl/Te2IsKYhhrz3hgF0x1LkFJ2mDQZ63MoZzoioXmgd9nCS3ehPbJruLKlLuxKVzTB6LrQDtdwE7lGIXR0dDBnzhzeeOMNAD7+8Y9z/fXXAzBq1Ci++tWvMm/ePI4//ni2bHHar61evZqTTz6ZRYsWcfTRR7NixQoANm/ezIc//GEWLFjAggULeOqpp7jkkktYvXo1Cxcu5Bvf+AYAP/3pTznkkEM48MADueyyyzK2/OhHP2LfffflqKOOytiTi/33359QKMTWrVtZsmQJF198MYsXL+ZXv/oVDz30EAcddBDz58/n05/+NH19jq/i/vvvZ7/99uPggw/mf//3fzPb2tlzfMABB7BmzRoAbrnlFg488EAWLFjAv/7rv/LUU09xzz338I1vfIOFCxeyevVqzj33XP70pz8BZN33zJkzueyyyzj44IOZP39+5rgZhlEddEbjvP5uJ4fMbBnW7ead0hOR/XCqK78Hx7M7Bqfdz7XDakkZ0d4bZ+wAQQlOqJufN0c7e97Af+FtVCYdgwjKmmCA0bUh30I5OwYRb/XhILWhgImSAbQP4sltqq9BxDy5A+mMxGmq2/F62VTv/Nx1ucW7jDLkr5fAu68M7zYnz4dTcocfRyIRFi5cmHl/6aWXctZZZ3HVVVdx7rnnctFFF7F9+3bOP/98AHp6eli8eDG/+MUv+P73v8/3vvc9rrrqKi644AKuvfZaZs+ezTPPPMOFF17Iww8/zFe+8hWOPfZY/vznP5NMJunu7uaKK65g+fLlGQ/yAw88wMqVK3n22WdRVU477TQef/xxGhsb+cMf/sCLL75IIpHg4IMPZtGiRTm/zzPPPEMgEGDChAkAxGIxli5dSjQaZfbs2Tz00EPsu+++fOpTn+Kaa67h85//POeffz4PP/ww++yzD2eddVbew/rqq6/ywx/+kKeeeorx48fT1tZGS0sLp512GqeeeipnnHHGDstHo1HOPffcXfZ98cUXAzB+/Hief/55/uu//osrr7yS3/72t3ltMAxjZPD82u2owqGlFLkishXYiBOe/DhwhaoOT4feMmb7IIJybEPYV49Se2+cfSaO2mGspSFs+WVGwWSE0gBBCU6et1+TJoOJN3ByhU289ZM+Tk0DjlMwIDTV1WRCvg2nCnVa1KaprwkSDAiddpyMncgWrnzCCSdw55138sUvfpGXXnopMx4IBDJC8JOf/CQf+chH6O7u5qmnnuLMM8/MLJf2VD788MPccsstgJP/29zczPbt23fY1wMPPMADDzzAQQcdBEB3dzcrV66kq6uLD3/4wzQ0NABw2mmnZf0ev/jFL/jv//5vRo8ezR133JGJZEjb+sYbbzBr1iz23XdfAM455xyuvvpqlixZwqxZs5g9e3bmO1133XU5j9nDDz/MmWeeyfjxTv5cS0vum9Ns+06L3I985CMALFq0aAdPsmEYI5+X1zvBwQfuMWZYt5vPk7u3qnaISIuqtg38QERmqerbw2pNmdDeG2ePloYdxsY0hFnX1uuTRU7I5q6e3BrWbvPPJqMy6Q953UlQ+jiR0y+8d41WME9uPx2ROE11IYKBHRukj64LmYdyAF3ROKNrdzyXRIQmO07lTR6Pa6lJpVK8/vrrNDQ0sH37dqZPnz7ociJCKpVizJgxQ87tVVUuvfRSPve5z+0w/stf/tLzNtI5uTvT2Ng4JJsAQqEQqVQq8z4aLU4rxdpap3NEMBgkkbD/UcOoJl7d2MGs8Y2Mqh3emgH5cnLTebf3ikhTelxE5gL3DqslZcT23tgu4cotPua/qiodkdgunrexJgCMIZDNa9rcEM5U7y017ZHBvcuj60KZ3rCGI3Kbd7o2AYyuq7HjNIDOyK6eXHCOU1fUPLmGN37xi1+w//77c9ttt3HeeecRjzvnTiqVyuSZ3nbbbRx11FE0NTUxa9Ys7rzzTsD53U57f48//niuueYaAJLJJB0dHYwePZqurq7Mvk466SRuvPFGuru7AdiwYQOtra0cc8wx3HXXXUQiEbq6urj33qHfes2ZM4c1a9awapUTkPf73/+eY489lv322481a9awevVqAG6//fbMOjNnzuT5558H4Pnnn+fttx3fxnvf+17uvPNOtm3bBkBbm+MH2fl75du3YRjG8g2dzJ3alH/BAsnXQijNv+MI3VEisgi4E/jksFtTJrT3xncN5WwI0xmNk0xpye3piSWJJ3UXUeKEl8ZRLb1NRuUyWK9VSHsD/fLkxggIO1TDBczzthNOUbzBRG6IThNvGTqju+bkgnm8jcFJ5+SmH5dccglvvPEGv/3tb/nZz37G0UcfzTHHHMMPf/hDwPGMPvvssxxwwAE8/PDDfPe73wXg1ltv5YYbbmDBggXMmzePu+++G4Bf/epXPPLII8yfP59Fixbx2muvMW7cOI488kgOOOAAvvGNb3DiiSfyL//yLxxxxBHMnz+fM844g66uLg4++GDOOussFixYwCmnnMIhhxwy5O9ZV1fH7373O84880zmz59PIBDg85//PHV1dVx33XV84AMf4OCDD2bixImZdT760Y/S1tbGvHnzuOqqqzLhxvPmzePb3/42xx57LAsWLOBrX/saAGeffTY//elPOeiggzKiOde+DcOobtp7Y2xoj3DA1OZh37Ynv7Cq/p+I1AAPAKOBD6vqm8NuTRkQiSXpS6QGycmtQdXxpLQ0hrOsXRwyfXsH8eTGkil6Y0kah9nFb4xcBqtkDP4Kyo5InKb6GgK7hOHW0BXd1StQrXRFE4OKt6a6EBvaixNGWIl0RuKMNpFreCSZTA46/vrrr2de//znP9/hs53fA8yaNYv7779/l/FJkyZlBO9Abrvtth3eX3TRRVx00UW7LPftb3+bb3/724Mb73L55ZcPOv7oo4/u8P7444/nhRde2GW5k08+edCqxvX19TzwwAODbvucc87hnHPO2WHsyCOP3KFP7k033ZR33+lqzQCLFy/exWbDMEYur23sBGBeETy5+QpP/Scw0E3YDKwGviQiqOpXht0in0mH/46p39WTC47gLL3IdUVJw86ixHnfFU2YyDU809WXoK4mQDi0YyCHn6Gc3W7Ll50xUbIj3X0JZjQ27DLeVFfDCpsMACCRTNETS2YNV/aztoJhGIZhGP286pfIBZbu9H7ZsFtQZqRD/na+QUonQ/txw522aWfPW1oUdEXjTG6uK7ldRmXSFU0wqnYQL1dtiGg8RTyZoiboNZNhmGzqS9AY3vVy1FRXQ3dfAlXdoedptdLdlxi0MINNBvTT3ecch8E93jV2nIzdJp03axiGYeweb27uYvyoWsaNqh32becUuap687Dvsczpdm+Adg516xeUpb9BStu0881t2iYrOGMUQk9fdq8pOOd4qaMVcnlykym1kHyX7r4EowY9TjYZkKYzkr6GD34+We6yYRiGYZQHq7Z0s8/EoVeAz0VOd42I5G6U5nGZSqKrL5ugTIcGl/4GqbsMbTIql+6+BI21wV3G0+eTH31Ee2LZPJSuTXaOo6r09A2emjBwMqDa6Y/GGTx3ubsvQcqHAoKGYRiGYfSjqqxu7WbvCaOKsv18rpEPiUiuaiYCHDeM9vhOvyd3cK9pWgSX1Ka0yM1mk3lyjQLojmYPeQX/ohVmtOyaazrQpinDX3ivouhLpIgnNedkgOXn94vcwT25TgHBnlhi0MJUhmEYhmGUhi3dfXRGE+wz0R+R+w0P23hiOAwpF7J5TQcWeSo1XXnClU3kGoXQ1Zdg2pj6Xcb9jAzoyhtCbZ7cnizXJuivIdBp+fn09Dne7NzHyURuJbNkyRJg18rBhmEYRuWwurUHwB9PbjXm5PZk8ZqO8vFmu7svQU1QqB2kGq5fNhmVS76cXD9yvHuyFlRKhyvbRE62CTiwa8FAemPOcRo8rHvgcdp1oseoTtasWcOpp57K8uXLM2OXX345o0aN4utf/3pR9nnXXXex7777Mnfu3JzLXXvttTQ0NPCpT30q6zIvvvgiGzdu5P3vf/9wm2kYhlE0Vm1xivgVy5Nb2hKqFUDaK7pzpddgQGgIB30L5RxVG9qloExjOEhA+m9+DcML2XJy09W7Sy2UchWWarJohQyZiI4ym6AoN9Ke3MGqdTeEnfPecpcNP0kkEtx111079JPNxuc///mcAhcckXvfffcNl3mGYRglYXVrNw3hIFOKFIFmIncnuvsSNIaDBAO7Vih12nT448kd7MZWRBhVa61DjMLoztZCyCdB2RMzD6UXcoUrj3bHemzCK3MMBpvISU+k9PaZyDW8sWTJEr71rW9x6KGHsu+++/LEE06GVjKZ5Otf/zoHHHAABx54IP/5n/8JwLJlyzj22GNZtGgRJ510Eps2bcps5+KLL2bx4sX85Cc/4Z577uEb3/gGCxcuZPXq1Vx//fUccsghLFiwgI9+9KP09jr9nC+//HKuvPLKrLbEYjG++93vcscdd7Bw4ULuuOMOZs+ezZYtWwBIpVLss88+mfeGYRjlwuotTtGpYnWFyFuhRESCwE9UtTgxO2VGd3RwQQnODbdfObmDiRJwbLLKs4ZX+hJJYsnUoOHKfvWCzlbsbeBYui1MNZMrXLnBxFuG9KRJQw5PrkW/lCcXX3wxL774Yt7l0sukc3NzsXDhQn75y1/ull2JRIJnn32W++67j+9973s8+OCDXHfddaxZs4YXX3yRUChEW1sb8XicL3/5y9x9991MmDCBO+64g29/+9vceOONAMRiMZYuXQrAypUrOfXUUznjjDMAGDNmDOeffz4A3/nOd7jhhhv48pe/7MmW73//+yxdupSrrroKgBUrVnDrrbdy8cUX8+CDD7JgwQImTJiwW8fAMAxjuFnd2s2hs1qKtv28IldVkyJyVNEsKDO6s+QGQtqT60d15XjGU7MzftlkVCb9oZy7erlCwQD1NUG6+0o7adLdlz2Hsr4miAhEYnaO5zpO6b9njx0nevoS1NUEBo3GSYcw99pxMgaQzYuQHv/IRz4CwKJFi1izZg0ADz74IJ///OcJhZxzqqWlheXLl7N8+XJOOOEEwPH2TpkyJbO9s846K6sNy5cv5zvf+Q7t7e10d3dz0kknDbrcYLbszKc//WlOP/10Lr74Ym688UbOO++8rPs1DMPwg56+BBs7okXLxwUPItflBRG5B7gT6EkPqur/FsUqH+nqSzAqS9XN0XU1dPTGSmyRI0wmjK4d9LOmuhoL5TQ8053J6xz8HG+sDdFT4nzFXB7KQEBoqAmW3KZyJH2cBvN4p72WFq4MPbFk1onK9ASBnU/liVeP63BXVx43bhzbt2/fYaytrY1Zs2YBUFvr/P4Gg0ESiez/Y6rKvHnz+Oc//zno542NjVnXPffcc7nrrrtYsGABN910U9bv5sWWPfbYg0mTJvHwww/z7LPPcuutt2bdr2EYhh+8taW4lZXBe05uHbANeC/wQfdxarGM8pPuaA6vaW3Itz655eZdNiqTLtdLm10EBOkt8TmeK1wZnFBc87wNzDXd9TiFQwFqgmLiDejtSwwaqgz9ebqlPseN8mbUqFFMmTKFhx9+GHAE7v33389RR2UPYjvhhBP4zW9+kxGabW1tzJkzhy1btmREbjwe59VXXx10/dGjR9PV1ZV539XVxZQpU4jH4wWL0p23BfDZz36WT37yk5x55pkEg7tG7hiGYRSbJUuWZE0rWV3kysrgUeSq6nmDPD5dNKt8pBwFZVeOPOHG2pBVCjU8k6uHKDgeQb88uYOJN3BCcXss15TuaAIRaKgZ/Ia1IRwy8QZ09w1eqRugLuSEv9tkgLEzt9xyCz/4wQ9YuHAh733ve7nsssvYe++9sy7/2c9+lhkzZnDggQeyYMECbrvtNsLhMH/605/41re+xYIFC1i4cCFPPfXUoOufffbZ/PSnP+Wggw5i9erV/OAHP+Cwww7jyCOPZL/99ivI9uOOO47XXnstU3gK4LTTTqO7u9tClQ3DKEtWtXYTDAh7jsse4bK7eApXFpF9gWuASap6gIgcCJymqj8smmU+kavwVGNtiIgPN0fdffGcnjcLUTS8ks63zXqOh4Ml95rmClcGV7yZJ5euvgSN4RCBQXJNwTl+Jt6cfNvBcs6hP/zdJgOMnZk7dy6PPPLILuMDw4bHjx+fyYMNhUL8/Oc/5+c///kOyy9cuJDHH38853YAjjzyyB1aCH3hC1/gC1/4wi7rXX755XltaWlp4bnnntthvZdeeokFCxYULJgNwzBKweot3ezZ0kA4VLxGP163fD1wKRAHUNWXgbOLZZSfdOXw5DaGg/TEEqhqyeyJJ1NE46k8AsBubA1vZHqtZjufakMl95p257HJmcixc7wnx7UJnMrBNhngeGkbch0nmwyoeB599NFhy8cdiVxxxRV89KMf5cc//rHfphiGYQzKqtZu9i5iqDJ4F7kNqvrsTmMj7m5KVenuS+TMDVSFaDxVMpty9cYEf4S3Ubnk85r64cnNlWuaHreqwdn7ZafxY4KiHHEmA7LnIDrh73Y+GSOXSy65hLVr1+bMKTYMw/CLRDLFmm09RS06Bd5F7lYR2RtQABE5A9hUNKt8ojeWRDW3AIDStunIeN7yCO9I3G5ujfxkJk2ynU9hHzy5bsuXmuDgl6PGcMhECblzTcGfCYpyJFfhKbDwd8MwDMPwk3faeokntahFp8C7yP0i8BtgPxHZAFwMfD7XCiJyo4i0isjyAWMtIvJ3EVnpPo91x0VEfi0iq0TkZRE5eMA657jLrxSRcwr9goXQ36Jj8PYq6Run3hKKgIxN+YS3eXAMD+QrXtRYW3qhlCtFANJhuHZ+56r8Dv5MUJQjuVoIgYW/lyMWiWTkw84Rwxg5rM60Dype0SnwXl35LVV9HzAB2E9Vj1LVtXlWuwk4eaexS4CHVHU28JD7HuAUYLb7uACnyBUi0gJcBhwGHApclhbGxSCf1zTdfqKUntxuD543wDwThie6+hKMylG8yI/qyvlyTRtrzZMLzkRWY64w3Npg1Yd1qyo9fQkashSeAvPklht1dXVs27bNRIyRFVVl27Zt1NXV+W2KYRjDwKpWp31QsXNyvVZXXg08DTzhPgZv/DYAVX1cRGbuNHw6sMR9fTPwKPAtd/wWdX7lnhaRMSIyxV3276ra5trxdxzhfLsXuwsln9fUD0HppSgPmCfX8EZ3NJE35DWWSBFPprKGDxfDppy5pq4nV1URGVycVwPdfbn/dubJhVgyRSKlOY/TqNoQG9ojJbTKyMX06dNZv349W7Zs8dsUo4ypq6tj+vTpfpthGMYwsKq1m4mja2nKEjk7XHgSucBcHG/q0cBPRWQO8LKqfrjA/U1S1XQu77vAJPf1NGDdgOXWu2PZxndBRC7A8QIzY8aMAs1y6PbqyS3hjWRXJoS6fIS3Ubn0xBI5vYHpqrS9fUmaG0okcvPkUDbWhkiklFgyRW0ou+0jHac1juXk5iKdSpKthRC4kyYWGVA21NTUMGvWLL/NMAzDMErEqi3dzJ5UXC8ueM/JTeK0D0oCKaDVfQwZ12s7bPFJqnqdqi5W1cUTJkwY0jbSntxsoW5+CMqejE35Qqir24NjeKM3lswtKH0orhaNJ/OElzqflTIXvhzpjSWpz3Wcap12YqlU9YZ9Zq7h+cLf7XppGIZhGCVHVVnd2s0+Ra6sDN5FbifwS+Bt4BxVPUJVPzeE/W12w5Bxn9NCeQOwx4Dlprtj2caLQiSeR1C646X05KYL7mQTAY0Zz5t5Joz8eBFKznKlO58c4Z2r5Yv7f1fFXspUSulLpKjPUjAM+icoqrnSevp6ma+QWU+ftV0zDMMwjFLzbmeU7r4E+0waXfR9eRW5HwceBy4E/iAi3xOR44ewv3uAdIXkc4C7B4x/yq2yfDjQ4YY1/w04UUTGugWnTnTHikI+Qdngek1LKQAi7r6yCZN+AVC9N7aGd/J5Tf2o1t0bS1KXQ7z1/99V7zmeFq45/3a1NhmQ/u75jlM6/N0wDMMwjNKxcrNTdKoUnlxPObmqejdwt4jsh1MJ+WLgm0B9tnVE5HacwlHjRWQ9TpXkK4A/ishngLXAx9zF7wPeD6wCeoHz3P22icgPgOfc5b6fLkJVDCLuTXQ5CcpIPEkwIISzFAHKhHJW8Y2t4Z3eWJLpY3NXnoXSCqVIXuGdjqCo3nM8LXJzeeHTqQu9fUko/gRpWZI+R3IX6Oo/TtWc420YhmEYpSZdWbkUObleqyv/D7AAWI1TXflTwDO51lHVj2f5aBcPsJuf+8Us27kRuNGLnbtLWuRm6yFaVxNApLShwb2xJA01waxVZTPemyrPVzS8EcnjNR01oPBUqYjkyRPun8ip3nM8MwGXy+NtYd2Z62DuAl39x2lsY7gkdhmGYRiG4RSdGtNQw7gS/P56DVf+MTBHVU9S1R+q6mOqGi2mYX7QG08SDgYIZfGaigiNJe4jGsmTQ1kbChAQ8+Qa3uiN5ekhWuJe0KmUEoknc+ea1pontz+VwoN4q+IJr/R1MHcF8eqZNHHb8f1JRFaIyOsicoSItIjI30Vkpfs81l1WROTXIrJKRF4WkYMHbOccd/mVInLOgPFFIvKKu86vpZp7fBmGYRh5WbW5m9kTR5WkJaRXkfsS8EX3x/JPIvJlESlucyMfcLxcuQ9JQ4nbdOQrFJQR3lV8Y2t4xwkNzi+USiUAoon8YbjmyR0Yrpz9+lTqCYpyJF81eqi6SZNfAfer6n440VivA5cAD6nqbOAh9z04qUiz3ccFwDUAItKCk250GHAocFlaGLvLnD9gvZNL8J0MwzCMCmXVlm72mVj8UGXw3if3GqAG+C/3/b+6Y58thlF+4Xi5ch+SxtrSCsreWG4vFzg3t+bJNfKRSinReO4KvRmhVCIBkK/YG/SHUFezeEv/f9fXeJigqOIJL08FuqrE4y0izcAxwLkAqhoDYiJyOk69DICbgUeBbwGnA7e46UNPu17gKe6yf0/XwxCRvwMni8ijQJOqPu2O3wJ8CPhr8b+dYRiGsdu0vQ1PXAldm4uy+Svmr2Ztb13m/bbuPtp6YuxdgqJT4F3kHqKqCwa8f1hEXiqGQX6Sr5UJlN6TG4nnDi8FSh5CbVQmXooXpfPRSyUAPOWaVpfnbVAiHiYD0p9V82RAJOZUTM5Zrbt6jtMsYAvwOxFZACwDLgImud0LAN4FJrmvpwHrBqy/3h3LNb5+kPEdEJELcDzDzJgxY/e+kWEYhjE8xHrh5g9CbxuMnw3iNbjXO801CRqD/feTr2/qAmD/KU3Dvq/B8CpykyKyt6quBhCRvYARp6ry5b8CJQ8N7o0lcxZRAdeTW8UCwPCGF69pKBigNhQo2UROv+ct+zleX2LhXY54q65sPbMj8SThUIBgIHuuT/oYRkd+P+EQcDDwZVV9RkR+RX9oMuAUfRSRojYMVtXrgOsAFi9ebM2JDcMwyoFnr4OOdXDufTDzyKLs4gtLlgBwqvv+1Y0dAMwtkcj1Ktu/ATwiIo+KyGPAw8D/K55Z/uDJk1vi0GAvwrshHKoGr4Sxm6Rv6vOFvzfWlu586o3lzzUNBoT6muoOye/1VF057aEc8eItK9E8RcygqnK81wPrVTXdCeFPOKJ3sxuGjPvc6n6+AdhjwPrT3bFc49MHGTcMwzDKGVV47gaYdWzRBO5gvLapk6nNdSXrbJBX5IrIBKADp+DEV4Av41RafqTItpWc3niS+nw5uaWurpynhyhAYzhYDTdsxm7ipUKv83mwZHmd/eHK+XLhg3RXsSc36sGTm660Hqnia0HEQw2D9Ocj/Tip6rvAOhGZ4w4dD7wG3AOkKySfA9ztvr4H+JRbZflwoMMNa/4bcKKIjHULTp0I/M39rFNEDnerKn9qwLYMwzCMcmXjC9DxDhz4sZLu9rWNncyd2lyy/eW8sxSRzwL/jtMfdxZwgareUwrD/CASSzClqS7nMo4AKHGf3Lze5RDvtPWWyCKjUskUL8rhNQVnIqe7ROd4JJ6uhptHmISD1RBemhUvoeYijsc7Us3HycOkYDpft0qO05eBW0UkDLwFnIczuf1HEfkMsBZI3+XcB7wfWAX0usuiqm0i8gPgOXe576eLUAEXAjcB9TgFp6zolGEYRrnzxl9BgjDn/SXbZSSWZPWWbk6ZP6Vk+8yXk3sxME9Vt7h5uLfizPaOSLwISieUs8R9cvN5ucyTa3jAq9e0Plw6odQfrpxnIqcmZOHKQF0o/2RANV8LnDZwuY9RbSiASFXk5KKqLwKLB/no+EGWVeCLWbZzI3DjIONLgQN2z0rDMAyjpKx/DibNg4aWku1yxbudpBTmTS1NPi7kD1eOqeoWAFV9C6gtvkn+EY0nqSuj6sqqSm8skdfz1hAOVXXlWcMbXtqrpD8vVSinl1xTgLoqF2/RuNPDO5CjoBKYxzsaz1/DIOPxruLzyTAMw6hSUinY8DxMW1TS3b7wTjsAC6aPKdk+83lyp4vIr7O9V9WvFMcsf+iNJTMtVLLRWBsinlT6Eklq83hVdpe+RIqUesuhrOZiM4Y3vIS8pj9v742XwqSMIMtrU5WLEi89vIGqL9AV8VB4CtyJnCqeDDAMwzCqlLbV0NcB0wcL8ikey9ZuZ9qYeiY3504LHU7y3TV9Y6f3y4pliN+oqqciT+kbqGgsVXSR66WHKDg3bMmUEkukCIeGv8+VMTJIn0/5wjnrSpjXWUgxrHc7SyO8y5FeDwWVAOrDISLxVAksKk8isSRjG/JXbayr8kkTwzAMo0rZ9JLzPGVByXapqjy3po0j9h5Xsn1CHpGrqjeXyhC/icZTqJK3unJaBEfiSZqpKapNvR69XAMLqZjINbKR9vB58eSWyhuYFrm1ec7b+hKGUJcjXsJwAeprAkTtOOVdrtoLdBmGYRhVytY3QQIwbnbJdrl6Sw+tXX0cOqt0OcDgvU/uiMerAEjfQJVCBEQ8FuVJf17NuXhGftIevvxe01DJ8l/TfU3z5prWVHdOrpeieOD+7eLVG67sJeUESltczTAMwzDKhi1vwJg9oaZ0YcMPr9gMwJI5E0u2TzCRm8FrlddStp+IeAzlrJa+j8buEXEnZupqysdr6uSaesuhrOZcU8/hylUehhvx6Mm1cGXDMAyjKtn6JkyYk3+5YeTB11rZb/Jopo2pL+l+84pcEQmKyFdLYYyfeK08m8nJLYHILSS8FKqm76MxRNJCSSS317ShJkjCzfEuhU35coTBSSOIVnGuqecw3CoP647EvZ1PDVVehdowDMOoQpIJ2LYKxu9bsl3G6sfx7Jo2Tls4tWT7TJO3XKeqJkXk48AvSmCPbxRSeRYgEiuBAIgX5l2u5nBOIz+9HgqrQf/5FokVP8c74jkMN0gsmSKRTBEKVl8ASm8syfSxlmuai3TxPa8e741VepwMwzCMKqV9LSRjQ/Lkpgv0FkIqUEP79PcQDgU4+5AZBe9zd8nfk8LhSRG5CrgD6EkPqurzRbHKB3ozoZxeBWUJc3Lz2FRK77JRuURj3ryB6fD43nii6MXVvFQ0d2xy/+/iSZqqUORGYknqa/JfrhuquJ9wNDMpmP/8qPYcb8MwDKMK2fKG8zy+cJEbiSeZ+92/FbbSoRcD8PX37kNLY/7OB8ONV5G70H3+/oAxBd47rNb4iOf81xKGBnv1Lg/0vBlGNrwXLypdZECvR+FdNyDvvKmuuMK7HHFyTfOLt7qaoNNfO6V5i3mNNNLXZC+e3DoLVzYMwzCqja2uyJ1QeLhyKBDg0lP2K2ida6+9llB0O1/88fUF72848CRyVfW4YhviN+WYk5suFJRPBFhOruGF3rjXXqulmzSJxJKMH5V/dq+UwrsccQp0efPkgnMtaKz1Ooc5MvDaBxqsQJdhGIZRhWx5E0ZNhrrmglcNhwJ87ti9C1rn9sueA8hbC6ZYeIr7E5FJInKDiPzVfT9XRD5TXNNKS6/H0OCGEgqAXo/e5Tqrrmx4IBJLeAxXLmEF8XiyMPFWhed4KqVE4x5zTat4wqt/ojL/+ZTOXVbVYptlGIZhGOXB1jdhfOn64/qN1+S2m4C/AenSWG8CFxfBHt+IeAwNzuTklkgAgPec3Gq8sTW8U6igLIXXNOIxXLnetTtShT1gowlvBeigutuJ9fcV95CTGw6SUoglq7dit2EYhlFltL8DY2f6bUXJ8BrPNl5V/ygilwKoakJERtRdlFevaW0ogIhTxKfYRGJJakMBgnly66rZe2N4x2v+a7rAUaQExdW89smtr+IK4l5z86G6rwXp7+w1XBkgGktRG8q/vGEYxnCzZMkSAB599FFf7TCqhEQf9LRC8x4l26Xf57ZXT26PiIzDKTaFiBwOdBTNKh+IxBKIQF1N7kMiIiVr0+G1UFBdqHq9N4Z3IrHCcnJLVnjKY1/T9PLVhtcq61Dlx6mAwlOZc7wKIwMMwzCMKqRzg/PcPM1fO0qIV0/u14B7gL1F5ElgAnBm0azygfTNtpfk6FK16fAqAAIBoa4mUJXeG8M75VZdOZVS+hIpj+HK1dsmKyPeCqxCXW30hytbWLdhGIZh7ECHK3KbTOTuzKvAscAcQIA38O4F3gURWQN0AUkgoaqLRaQFpw/vTGAN8DFV3S6O6vwV8H6gFzi3GP15vVaeBedGsjRFebwVCgKrFmrkx2lDUz7Vlb1WNB+4TFV6KAsIV26o4tzlQjzedVbHwDAMw6gmMp7c0oUr+41XofpPVU2o6ququlxV48A/d3Pfx6nqQlVd7L6/BHhIVWcDD7nvAU4BZruPC4BrdnO/g+K1AA44N1Gl8Cg5njdv8xClCqE2KpNkSoklUjTUeCg8VaL8V68VzQcuU40it/84easaDBCJVV9BpULClRuqODLAMAzDqEI61jnPTVNzLzeCyHnXJCKTgWlAvYgchOPFBWgCGobZltOBJe7rm4FHgW+547eo0+vhaREZIyJTVHXTcO7cawEccDxdpWoh5FV414VN5BrZ6XWLSHk5x0PBAOFgoOj5iv3hpR7EW8a7XIUeyri3ftlQ3ZXWowWEdfefT9U3GWAYhmFUIR0boL4FwsMt38qXfHeXJwHnAtOBn9EvcjuBf9uN/SrwgIgo8BtVvQ6YNEC4vgtMcl9PA9YNWHe9O7aDyBWRC3A8vcyYMaNggxxB6d1rWgqPUjSepKUx7GnZhhIJb6MySZ8bdWU0kVNIuHI46FQZr0bxlhZiBVVXrsbJgPQ5XkBkQDWeT4ZhGEYV0rmhqopOQR6Rq6o3i8jvgY+r6q3DuN+jVHWDiEwE/i4iK3bar7oC2DOuUL4OYPHixQWtC46gbPCYk1sfDrK9J1boLgqmN5Zk+ljLyTV2n4yg9HiOl6K4Wtq77MXzJiI0lGhyqdzIHKcCqgZXo3iLxJPUBIWaYP4snEy/8yqcDDAMwzCqkI71VdUjFzzk5KpqCvjqcO5UVTe4z63An4FDgc0iMgXAfW51F98ADMySnu6ODSteK89C6fJfnZYv3rzLpSqGZVQmhfRaBdeTW+TzqZBCQVC6NIFyo6Aw3CrPXfbixYXqrtZtGIZhVCEdG6qqsjJ4Lzz1oIh8XUT2EJGW9GMoOxSRRhEZnX4NnAgsx2lRdI672DnA3e7re4BPicPhQMdw5+OCc8PtOZSzZNWVk9SHvf2JSlUMy6hM0uer13O8FOHvhYQrgyNMqlG8FVJQKRgQwqHqbCcWLaBCvrUQMgzDMKqGvi7o67Bw5Syc5T5/ccCYAnsNYZ+TgD+7/WhDwG2qer+IPAf8UUQ+A6wFPuYufx9O+6BVOC2EzhvCPvNSaLhyKW6OIh775ELpevcalUm0QK9pQ02o6KGc0biTa+rZ+1al0QrpnFyvx6la8/O9tsiC/omVSNwKTxmGYRgjnI7qax8EHkWuqs4arh2q6lvAgkHGtwHHDzKu7Ciui0IkXkCoWwnyX1XVuWkrRHhXoQAwvBFNFB4a3N5b3LzzQjyUUL3iLZpIZgpveaFa8/MLmRSsDTkRMnbNNAzDMEY8HeudZwtX3hURaRCR74jIde772SJyanFNKy2FeAHSgtLR38WhL+F6b7y2EKoJZrx1hrEzQ/EGFjsyIB1eX1vjLSS/IVx873I5Eo0nPR8jcMO6q1C8FXINFxFL8TAMwzCqg05X5FZZuLLXO6ffATHgPe77DcAPi2KRD6gq0XiqoKIlKYVYsnihbumbr7qQhXIau0+hXtNStMmKFmhTXZVWVy4k1xTc/Hw7Tnlxcryrb9LEMAzDqDI6NoAEYPQUvy0pKV5F7t6q+h9AHEBVe+nvmVvxZLymHr0lpShaEimgoio4nrdESoklLMfM2JXMpInXc7wE4e/9NhUQrlyFEzmFTMBB9ebn9xYQrgzpsG67XhqGYRgjnI71MGoyBGv8tqSkeBW5MRGpxyk2hYjsDfQVzaoSU3Ark7TILeINd6E21ZXAJqNyyQjKAiZNiu3lisSThALe+pqmbbJc0/xUazuxSNx7hXxwJnIsXNkwDMMY8XSur7pQZfAuci8H7gf2EJFbgYeAbxbLqFJTcChnuPie3P7Ks949b856dtNm7EqhocH14RDReIpUqnh555FYYR7Kqu2Tm0h6vg5A9U4GRIfiybXrpWEYhjHSqcIeueC9uvIDIrIMOBwnTPkiVd1aVMtKSKFhkyXx5A7Vpiq8uTXyE4knCRboNU2v11jrtdNYYTjirTBR0usWfHNbkFUFkViSWhNveSmkGj1UbxVqwzAMo4pQhc4NMOcUvy0pOV6rK98LnAg8qqp/GUkCF4YgKEviyS28vQpYuLIxOJFYqiABkD6fipnbGY0V7qFMprSoBd/KkWiisL9dfThUlTm5hVRXBid0366XhmEYxoimdxskotA83W9LSo7XO8wrgaOB10TkTyJyhojUFdGukhItsMhTKTy5hXqX08tV482tkZ+heE2huOHv0USh1XAdj3K0yooFFToZUI2tcTIV8kOFHKeAeXINwzCMkU2V9sgFjyJXVR9T1QuBvYDfAB8DWotpWClJ578WXOSpjKorl0KUGJVL4V5TR1AWc9IkEivM85bxLserq+1LoZMBDSXo411upCvkW1i3YRiGYQygc4PzXIWeXM/Jdm515Q8CZwEHAzcXy6hSkxarXkVAKUKDC674XIIQaqNyGYpQAopaYdnxvJVXCHU5EokV6IUfENZdW8DxrWQKjXwBJzLARK5hGIYxokl7ck3kDo6I/BE4FKfC8lXAY6o6YmIGy7K6cqZ3r+XkGrvPUIRSer1iEYknaar33rOtFBEU5Ug0PsRQ81g1idzCqtGDG9ZdZeeSYRiGUWV0rIdgGBrG+21JyfHqyb0B+Liqjsg7giFXMi5mvmKB3uVqFQCGN6LxMiw8FU8ycXSt5+WrdSInGi+81RI4Yd3NVEfj94wntwBRXx8OVN25ZBiGYVQZnRugaSoEvE8CjxS8thD6m4i8R0RmDlxHVW8plmGlpG+IRZ7KsoWQ3bQZg1Co17Q//7W4IndIOblVNJGTDjsutAo1VNeEVzQxhHDlmiCJlBJPpjy31jIMwzCMiqJjPTTv4bcVvuA1XPn3wN7Ai0D6zkmBESFyCy3yVBsKEBCKGuoWjSepCXrva1pfpV4uwxuFek37IwOKl5MbiScL87zVOJerYtpUbvQlCkulgOqstJ4pHhj2LlYHHqfmehO5hmEYxgikYwPMPMpvK3zBa7jyYmCujtBynRG3JYnX9hMiQn1NsLiVZwsUAOllq+nG1vBO4V7T4ldXjsZTBdlUX4We3P6ieOXV/qncGEq4cvocj8aTNBcQ5WAYhmEYFUEyAV0bq7LoFHjvk7scmFxMQ/wkmkgSDgYIFRCyVh8ubvuJaDxJXQECIBAQwqFAxvNjGAOJxIdaXbm4Ezm1QwnDrSbxliisvRlUZ1h3WuQW1ELI9fpWU1i3YRiGUUV0bQRNwRgLV87FeOA1EXkW6EsPquppRbGqxERihd1sA9SGgsQSxSswXWihIHDCqItpk1G5FFq8qDYUQKR4AiCZUmKJws7xamyTlf6uhVyfSlEzoNwYanVlqK7jZBiGYVQRmfZBJnJzcXkxjfCbaIFeLnBEQF8RBaXT8qVQ4V1cm4zKJVJgGxoRoaGIIflDyTWtr8pc08KPUzUWnuobQuGpapwMMAzDMKqI9nXOs4nc7KjqY8U2xE8iBeYrAkUPDS40vBQc73Jf3ESusSNpr2mhkyb14RCReHGKPA0l17QmGKAmKFUpcofU47iKxNuQjpO1XTMMwzBGMh3vOM9VmpObU+SKSBdOFeVdPgJUVZuKYlWJiRZY5Amc3K9iek2jBXrewBHesaSJXGNHhuI1BccjWCwBMJRc0/Ty1VVQKV01uABPbk3xi4aVG5lwZY/FA6E6w98NwyiAVAreuA82vcTgt8K7x6dnbnReRLZD/dhh375h0LEeGsZDuMFvS3whp8hV1dGlMsRPIvFUQUWewA0NLqLXNBpPMqYhXNA6jk12w2bsSPomvtBohYZw8cKVh5JrCk5F3N4qaiEUGULV4Dq3oFJ1TQYU7smtxkJmhmEUwP3fgmevc17L8LcZ+8Se7j1ktMNErlEc2tdVrRcXvOfkjmiisST1Q8h/7ekrbg/RKebJNYaBtNe00GiFYlYQH0quKRRXeJcj/eLN+/UpHAwQDEhVTQb0F56ynFzDMIaBtf90BO4h58PJV0Bw+G+Xj1+yBIBHvzdz2LdtGAB0rIMJc/y2wjeGf2qqAokmyrDw1BDyhIvtXTYqk0z+axl5cofieQNXeFeRyI0M4Til+3in+39XA5F4kpqgEAyI53WqsZ+wYRgeefpqqG+BE75fFIFrGEVH1QlXbp7htyW+YSKXdCXjIRR5KnILocKrKwetT66xC0P1mtbXhIoXrhwfWgh1fRErPpcjfbszGVBF4m0oNQwsJ9cwjEHp2gwr7oODPlm1uYzGCKB3G8R7q7ZHLlSQyBWRk0XkDRFZJSKXDOe2h1bJuLjVlaNDEN4WrmwMxlBCXiFdeKo4Ia/9hYJMvOVidyYDivW3K0f6EoVfL9Pn3kieNBGRNSLyioi8KCJL3bEWEfm7iKx0n8e64yIiv3Z/Y18WkYMHbOccd/mVInLOgPFF7vZXuet6d6UbRrnyxv+BJmHB2X5bYhhDZ9tq57llL3/t8JGKELkiEgSuBk4B5gIfF5G5w7X96FAKT9UUNzR4yMLbwpWNnYgM2ZNbxMJTGfE2FOE9ckXJzgylajC4x6mKJgOGEvkSCAh1NYFqCFc+TlUXqupi9/0lwEOqOht4yH0Pzu/rbPdxAXANOKIYuAw4DDgUuCwtjN1lzh+w3snF/zqGUWRW/B+MnQUTh+020zBKT9tbznPL3v7a4SMVIXJxflhXqepbqhoD/gCcPlwbH1ILoSKGK8eTKRIpNU+uMSwMpSgPFDf/NS0sagv8v2sIh+gtUu/eciTq5pqGgoVdquuqLKx7KNdwcD3eI1/k7szpwM3u65uBDw0Yv0UdngbGiMgU4CTg76rapqrbgb8DJ7ufNanq06qqwC0DtmUYlUkiBm8/AXNOAQtMMCqZttVOVfAx1ZuTWynZ9NOAdQPer8eZVR6UVzd2Mv/yv3neeHdfItNOwiu1NQE6IvGC9uMZtx1boTbVhYKs3dZbHJuMiiWeLLzXKsCo2hBdfYminE8xd4Ko0HO8IRxkXVvEs02/Onsh791vUsH2FYuTfvE4Gzsinpfvi6cKnpwAaKwN8tTqbZ6P058vPJJ9Jo4qeD/FIJZIseiHfy9onUgsydyphbdtbwiHuP3Zd/jzCxsKXrdCUOABEVHgN6p6HTBJVTe5n78LpP9BBvudnZZnfP0g44ZRubz7MiT7YI+st5iGURm0vQXNe0CosHakI4lKEbl5EZELcEKsGDt1L85Y5L0vVFCEjxawPMDHFu9BIqmkdPgbhAPUBAN84MApBa3zqffsSWNtCC1C03KjsmlpCDNrXGNB65yxaDrReJJkkc7xqc31jBtVW9A6/3rEntSGgp7P8alj6odiWtE4Zf5kOiLxgtY5YGpzwfv54nH7sO+kzZ6Xb6ovn5+CgFDQ9TvNMftOKHidf3v//ixd2+Zp2eUFb70sOEpVN4jIRODvIrJi4Ieqqq4ALhoDf5tnzKhej4JRIax71nk2kWtUOttWw7jqDVUGEC3SDexwIiJHAJer6knu+0sBVPXHgy2/ePFiXbp0aQktNAzDMEYyIrJsQF5rxSEilwPdODm0S1R1kxty/KiqzhGR37ivb3eXfwNYkn6o6ufc8d8Aj7qPR1R1P3f84wOXGwz7bTbKnjvPg/XPwVeLP621JN0n99FHi74vY3gp+7+dKlyxJxx4JnzgZ35bU1Ry/TZXSk7uc8BsEZklImHgbOAen20yDMMwjLJERBpFZHT6NXAijkP6HiBdIfkc4G739T3Ap9wqy4cDHW5Y89+AE0VkrFtw6kTgb+5nnSJyuFtV+VMDtmUYlcmml2DqQr+tMIzdo3cb9HVUddEpqJBwZVVNiMiXcH5sg8CNqvqqz2YZhmEYRrkyCfiz29UnBNymqveLyHPAH0XkM8Ba4GPu8vcB7wdWAb3AeQCq2iYiP8CZbAb4vqqmY7wvBG4C6oG/ug/DqEz6upw8RmsdZFQ6W1c6z1XcPggqROQCqOp9OD/ChmEYhmHkQFXfAhYMMr4NOH6QcQW+mGVbNwI3DjK+FDhgt401jHJg86uAwuQD/bbEMHaPzW64/aR5/trhM5USrmwYhmEYhmEYxeHdV5znyfP9tcMwdpfNy6GuGZoLL+I4kqgYT24hLFu2rNstmlFONAMdfhuxE2aTN8wmb5hN3jCbvFFuNs3x2wDDMIpI29tQ0wBNU/22xDB2j3eXw6T5Vd/reUSKXOCNcquCKSLXqeoFftsxELPJG2aTN8wmb5hN3ig3m0TEygIbxkimfS2MmVH1wsCocJJxJ/R+0bl+W+I7Fq5cOu7124BBMJu8YTZ5w2zyhtnkjXK0yTCMkUr7Whizp99WGMbusfEFSERgxuF+W+I7JnJLhKqW3Q2b2eQNs8kbZpM3zCZvlKNNhmGMYNrfcTy5hlHJvP248zzzaH/tKANGqsi9zm8DDMMwjBGF/a4Yxkgl0g7RDhO5RuWz+hGYOA8ax/ltie+MSJGrqnYzYhiGYQwb9rtiGCOY9nec57EWrmxUMFtXwtonYf8P+m1JWTBSC08ZhmEYhmEYRn7SItc8uUYR2bj8CbZteRdQRFOAOg/FGUNBNTO+z/gGaoNuIbT0+MDn9DbSY8/fAuFRcMhnfPh25YeJXMMwDMMwDKN6yYhc8+QaxeF3T77Nfvd/kyOCrxVxLwIf/CWMmljEfVQOJnINwzAMwzCM6qV9LYRHQ/1Yvy0xhoNkHJ78pdMvVpPDvvnvzXuLnkTQ8/KtXVF+/NcVnLHH12g+uAWRoNuqSlAEBEB2Gguwz8RR1NaEdvgs0+JKAjuNCYQboaFlmL9t5WIi1zAMwzAMw6he0pWVrUfuyODRH8MTP4OWvSBUN+yb36O+j86Edwn1uyfXkEimuOCj72fm+MZht8cYHBO5hmEYhmEYRvVi7YNGDrEeeOY6mPcROPN3RdnFp5csAeBRD8uqKve8uJElcyaawC0xI7K6smEYhmEYhmHkRRW2r7XKyiOFVQ9BrAsWf9pvSwB4dWMnG9ojnDxvst+mVB0mcg3DMAzDMIzqJLLdEUXmyR0ZrH7Iya+ecbjflgDwyIpWROD4/a0YVKkxkWsYhmEYhmFUJ9Y+aGSx+mHY61gI1vhtCQDPrmljzqTRjBtV67cpVYeJXMMwDMMwDKM6aV/rPFv7oMqnc5MzabHnkX5bAkA8mWLZ2u0cNssqHvuBiVzDMAzDMAyjOjFP7shh04vO89SDfDUjzeubOumNJTnERK4vmMg1DMMwDMMwqpP2d6C2GerH+G2JsbtsfNHpHzt5vt+WAPDKhg4AFkwf468hVYq1EDIMwzAMwzCqk+1rYWzpvbiPPvpoyfc54tn0IozfF2pH+W0JAMs3dNJcX8P0sfV+m1KVmCfXMAzDMAzDqE7a37F83JFC6+swaZ7fVmR4dWMHB0xrQkT8NqUqMZFrGIZhGIZhVB+qrsi1fNyKJx5x/pbj9/XbEsApOrViUxcHTG3225SqxUSuYRiGYRiGUX30boN4j3lyRwLbVgMK42f7bQkAKzd3E0ummDfNRK5fmMg1DMMwDMMwqo9M+yDz5FY8W990nsvEk/vapk4A5k1t8tmS6sVErmEYhmEYhlF9WPugkcPWNwGBcfv4bQkAK1u7CAcD7NnS4LcpVYuJXMMwDMMwDKP62G6e3BHD1jedv2NNeVQyXt3azazxjYSCJrX8wloIGYZhGIZhGNVH+ztQPxbqLKS04tn6ZslClb20f1rV2s08KzrlKyNS5I4fP15nzpzptxmGYRjGCGHZsmVbVXWC33YYhjGMWPugkUEqBVtXwcxj/LYEgGg8yTttvZy2cJrfplQ1I1Lkzpw5k6VLl/pthmEYhjFCEJG1fttgGMYw074WJuzntxXG7tKxDhIRmFAeRafe3tpDSmGfiaP8NqWqGZEi1zAMwzAqGRH5iIfFoqp6X9GNMYyRSLpH7uwT/bbE2F22rnSey6Sy8qrWbgD2mWAi109M5BqGYRhG+XE9cDcgOZY5BjCRaxhDoWcLJKIwdqbflhi7S5m1D1rV2o0I7DWh0W9TqhoTuYZhGIZRfvxVVT+dawER+e9SGWMYIw6rrDxy2PqmU0CsYZzflgCwaks3e4xtoK4m6LcpVY3VtTYMwzBGJKmU8vO/v8ltz7zjtykFo6qfHI5lDMPIQruJ3BHD1pUwfg5IrsCX0rG6tdvyccsA8+QahmFUIK9t7KQnluCQmS1+m1K2PLFqK79+yMnVOm6/CUxpLo/+iYUiIu8BZjLgN1tVb/HNIMMYCbS7k18mciufrW/Avif7bQUAyZTy1tYejtnXivH7jXlyDcMoK7r7EqzZ2uO3GWXN9p4Y7//1E5x57T9Z19brtzlly0Ovb868fvzNLT5aMnRE5PfAlcBRwCHuY7GvRhnGSKB9LTSMh7DlTVY0vW1OfnWZ5OOua+sllkhZ0akywESuYVQx9y/fxCX/8zLReNJvUwBQVU6/6h+87+ePsaq1y29zypa/v7Z50NfGjryyoYNDZ7XQVBfi5fUdfpszVBYDR6rqhar6ZffxFb+NMoyKZ/ta8+KOBNJFp8qkFVS6svLeFq7sOyZyDaNKicSSfP6/n+cPz63jzqXr/DYHgBfXtbN6Sw+JlHLXCxv9NqdseWFdO831NezRUs9za9r8NqcsUVXeeLeLuVOa2G9yE2+8W7GTJsuByX4bYRgjjrbVMG5vv60wdpctK5znCXP8tcNl1Ra3fZCJXN8xkZuD7r4Ev3vybbZ09fltSoZ/rNzKyb98nGVr7cbW2D0GiqNH3yiPUM5la7cDsEdLPc+8vc1na8qX1zZ2MG9qE3OnNPHm5ooVb0Vle2+c3liSPVoa2HtiI2u2VVYIvIjcKyL3AOOB10TkbyJyT/rht32GUdEk+qBjPbSYyK14trwBNQ3QvIfflgCOJ3fC6Fqa62v8NqXqscJTOfj3+17ntmfe4ZX1Hfz8rIV+mwPAj//6Oive7eJXD63ilk8f6rc5RgXz8vp2AE6eN5mlZTJpsnxDB1Oa6zh23wnc/eJGVBUpk2qJ5YKqU9TiwwdNo6muhgdfbyWeTFETtDnLgWzYHgFg2ph6evoSbO2O0ZdIUhuqmJYOV/ptgGGMWLavBU1By15+W2LsLltWOPm4gfL4DVzV2m35uGVCeZwRZYiqcv/ydwEn5y2ZUp8tgvbeGK9u7ATg2be3EUukfLbIqGRWvNvFHi31LJ45lq3dMdp6Yn6bxNtbe9hn4ij2nTSarmiCzZ3lE0VRLrT3xumKJthzXCPTx9aTTCmtZRRtUi5saHcKck0fW8+U5joA3u2I+mlSoRwERIAnVfWxnR9+G2cYFU3bW86zidzKZ8sbZZOPq6rWPqiMMJGbhbXbemnriXHYrBa6+hJlkc/1kls45V8Om0E0nrIwRWO3WLutl5njGjPFEVa7eSR+oaq8vbWHmeMamdHSAPQLFaOfddudY7LH2Homu+JtU3vET5PKkg3tjqCdNqaeqWOc1kGbKkvkTgd+CbSKyGMi8u8icqqIWM8ow9hd0iLXcnIrm2gHdG4om3zc1q4+uvoSJnLLBBO5WVjhitozFk0HYGUZVHpd7VZsO3X+FOe9z6LEqGzWbOth1vhGppWJAOiMJuiMJpjR0pARJRvbK0qUlIS0d3tSU12lireSsGF7hPqaIGMaavonAzoqZzJAVb+uqu/BKTp1KdAGnAcsF5HXfDXOMCqdttVQ1wz1Y/22xNgdtpRnZWUTueWB5eRm4a2tzol6/P6TCEj/iesnb2/toakuxKKZYwkIrN5SWYVUjPKhpy9BVzTB1DH93sB3fRYArZ2OUJvYVDvAJhNvO9Pa1X+cGmudS3glibdSsbE9wrSx9YgIU5sretKkHmgCmt3HRuAVXy0yjEqn7S0nVNlqPlQ25VZZ2URuWWEiNwtrtvYwYXQtLY1hpo6pZ12b/2GT77T1sue4RmpDQcaPqrUQRWPIpHM4J46uZXRtiMZw0HdvYNqmSU11ZWNTObKlqw8RGD+qlppggFG1ITtOg7Clu4+Jo2sBqA87Ht1KmgwQkeuAeUAX8AzwFPBzVd3uq2GGMRLYugr2sOKdFc+WFRCqg7Ez/bYEcKI+R9eFMr89hr9kFbki8msP63eq6neyrH8jcCrQqqoHuGOXA+cD6X4l/6aq97mfXQp8BkgCX1HVv7njJwO/AoLAb1X1Cg927TbvdvYx1fUmTW6q491O/28iN3dGmT7WyVWc0lweNhmVyea013R0HSLC5OY6372mGQ/l6Np+mzorR5SUitauPloawplqypOb69hUmR7KorK9J8bcqU2Z9xNH17K1y//iagUwA6gFVgIbgPVAu58GGcaIINoBHe/A4nP9tsTYXba8AeNnQ6A8quav3NzN7ImjrCtEmZArJ/d0YFmex0dzrH8TcPIg479Q1YXuIy1w5wJn48xanwz8l4gERSQIXA2cAswFPu4uW3RaO6NMbHJE7qTmurKo8tra1cekJmd2aFJTXUaoGEah9HtNnfNpSnO9797A9P9Y+v+uHGwqR1o7+5gwYJbYJrwGZ1tPjJbGcOb9mIYw23srR+Sq6snAIfS3Evp/wHMi8oCIfM8/ywyjwml93XmedIC/dhi7TxlVVganVs7siaP9NsNwyRWu/AtVvTnXyiKSNWNfVR8XkZke7Tgd+IOq9gFvi8gqIB1HskpV33L39wd32aIX3djcGWXxTOfrTW6q4+HXW33t2dmXSNLWE2OSKwAmN9fxz7e2+WKLUfm0DvDkgnM+/WPlVj9NorWzj4ZwkFFunmk52FSObOmK7iByWxrDvFMG6RTlRCKZoiMS30HktjSEM7UWKgVVVZxCU+1Ah/s4Fef38TIfTTOMymXzcud50jx/7TB2j7RHfsI5flsCQFtPjK3dMWZPsnzcciGXJzenwAVQ1V8OYZ9fEpGXReTGASJ5GrBuwDLr3bFs40UlGk+yvTfO5Kb+cOVIPElnNFHsXWeltXNHz9vk5jq6ogl6Y/7ZZFQurV19hEMBmupdQdlUR2tX1Nd+0K1d0R3yWMaPqqWtJ4Zzn2+kae3qy0xOAIxtCLO9DHoclxPbe+MAO4jcsY1h2nrifplUMCLyFRH5g4i8AzyGI25XAB8BrI2QYQyVd5c7lZWbin47aRSTd936e1MW+mpGGis6VX7kErlviMhrInK9iJwnIvsOw/6uAfYGFgKbgJ8NwzYBEJELRGSpiCzdsmVL/hVysKVrx7DJSW5urp/hwf0VVfuFN1j1WWNotHZGmdRUm4lMaGkMk1LojPgnAnYVbzXEkil6YknfbCo3VJWt3X2MHz1AvDWE6YwmSCRTPlpWXqTDkncQuQ01tPdW1KTJTOBO4DBV3VtV/1VVr1HVl1TV/tiGMVTWPQPTFltl5Upn00vO85QD/bXDJd1qdPYkC1cuF7KKXFWdCHwIeBI4AvhfEdksIneLyDeHsjNV3ayqSfcH+nr6Q5I3AHsMWHS6O5ZtfLBtX6eqi1V18YQJE4ZiXoa0mJ2UyQ30X1BmemOONpFr7D6tXX1MGNXvNR3bWAPga87itp3FmytQzEvZT28sSTypjG0YeJycv127jxMU5ca2blfkDjhOLY1hEimlq68yol9U9Wuq+j/A+3f+TERKUoDRMEYcke3Q+hrMOMJvS4zdZeOLMHoqjJrotyWAU3SqMRzMFK01/CeXJxdVfVNVb1LVC3ByYX+IUxxqSEUvRGTKgLcfBtzECO4BzhaRWhGZBcwGngWeA2aLyCwRCeMUp7pnKPsuhLSgTAvJtLBMF+vxg37h7QiTca5A2WYCwBgC23vjO3m5XEHpo8jtiMQZ01BeNpUbHa6QHVNfkxnLHCe7FmTIeHJHDXI+Vd5x+qiIfCL9RkSuBnZvJtcwqpV3nnGeZxzurx3G7rPpJZi60G8rMqxq7WZvq6xcVmQVuSLyHhH5uoj8j4g8C/wIp43PJ3Ea0udERG4H/gnMEZH1IvIZ4D9E5BUReRk4DvgqgKq+CvwRp6DU/cAXXY9vAvgS8DfgdeCP7rJFZVuPI2bHuTdIY9KeEh9vtrf3xBAhIwLGloFNRuXS0RujuX4wAeCPN1BVae+N7yDeWjLeZfNQpml3j8WYhl1FblvlibeikZ78axnE412B59NHgXNF5OMicjOQUNXPeF3Z7VTwgoj8xX0/S0SeEZFVInKHO4GMO8l8hzv+zMDCkSJyqTv+hoicNGD8ZHdslYhcMmzf2DCKxYp7ITwKpi/22xJjd4j1wNY3YcoCvy3JsLK1y/Jxy4xc1ZX/ATwP/AL4s6oWVL5TVT8+yPANOZb/EY6Q3nn8PuC+Qva9u6Rv9NM33KNrQ4QC4qtHaXtvnOb6GoIBcW0LZ8YNo1DaI/EdhFLaq9vm0zneE0uSSOkONqUndGwip5/2iHMsdpigqFzxVjTS3tpBIwMqZDJARAYWl/oscBdO+tD3RKRFVds8buoinEnidNPgn+B0T/iDiFyL05/+Gvd5u6ruIyJnu8udtVOLv6nAgwNqdFwNnIBTFPI5EblHVYve/cAwhkTnRnj5TlhwFtTU+22NsTtseB5QmHqQ35YAzu/K5s4+5lg+blmRS+ROBd7jPj4nIiEc0ftP4J/ptj4jke29MUfYBh1Ht4gwpqHG15vI9siOXq5wKMCo2pCFchoF05dI0htLMnYHQelvZEB6v2MG8S6bh7KfjhyeXLsW9NMZidMQDhIO9QcrZSZyKud8WgYoIAOeP+A+FNgr3wZEZLq7/I+Ar4kTR/de4F/cRW4GLscRuae7rwH+BFzlLl92Lf6MEUgqCc/91glBTRbpf7T1ddAkHP3/irN9o3S88zQgsMeheRctBa9u7ARg3tS8ga5GCckqclX1XeB/3Qci0gB8GicfdxZO6PKIpCMSz4Qopxnjc5uO9t7YDl4JcG502817YxRIOq+zecD5NKo2RE1QfJvISZ/HzQPEW3N9DSLmoRxIuriUidzcdEUTjK7b8eet2Z0k7KiQAl2qOmsYNvNL4JtA2r0wDmh3U4Fgx7Z8mZZ9qpoQkQ53+WnA0wO2OXCdnVv8HbazASJyAXABwIwZM3bv2xgjl8d+4jxGT4FQXXEqH4fq4EPXwtiZw79to7S88xRMnAv1Y/MvWwJe3dgBwLypTXmWNEpJVpErIs04VZXT3tyDgJXAvTghUyOW7b2xHTxK4LSf8PMmsr03zvhRO9sUthtbo2Ay3sABkQFOtIJ/EzlpkTuwanAwIDTX11RMeGkpyOTkDrg+1YeD1NUE7DgNoDMap6lux4nKUbXOz12Xj/3OC0FEDlbV54e6jIicCrSq6jIRWVIEEz2hqtcB1wEsXry4Yvo3GSWktw3+eTXMPR0+dovf1hjlTjIB656FA8/y25IMr27sZGpzXaYrhFEe5ApXXoUbmgx8H3hOVSMlscpntvfumK8Ijid3XVtBacnDyvbe2C4J7X6HUBuVyWDeQPB3Iieda7qzTS0NYd/yhMuR9kiMcChAXc2ONQOb6moqRryVgs5onKb6Hc+lUDBAQzhIV7Rirpm/c8VpLpfWDTgT0INxJHCaiLwfqMPJyf0VMEZEQq43d2BbvnTLvvVuelIzsI3crfw8tfgzjJy8+meIdcPRX/fbEqMS2PyKc77s+R6/Lcnw6sYO5lqoctmRq0/uBFU9DScX5/GBAldEDimJdT7R3hvbwaME/ntyOwYR3mMbwlaUxyiYTFGe+p3D38O+hyuP2UmYNNXX0Fkh4aWloMOtQL1zi4LRdSETuQPojOwargzOceqsHJHbjJOXm+uR9cuo6qWqOl1VZ+IUjnpYVT8BPAKc4S52DnC3+/oe9z3u5w+rqlJmLf6MEciqB2HMDJg8329LjEpg9SPO855H+muHS28swVtbeyxUuQzJ5clN8ycROU1VNwCIyLHAVcCIvRq1ZxGU23vjqGrJe2DFkym6+hK7iJKWxnAlFVExyoRsntzm+hrfohXSeZI7e99MvO1IR2TXaxPA6LqaShJvRacrGmfW+MZdxivJ4+2K02LwLeAPIvJD4AX6ux7cAPzeLSzVhiNaUdVXRSTd4i+B2+IPQETSLf6CwI2laPFnjDASMXjrMVhwdnHycI2Rx6oHnQmRpil+WwLAK+s7UIUDp5snt9zwInI/D9wlIh8EDgZ+DLy/qFb5SDKldEbjgxR5ChNLpIjEkzSEvRy24SMtAMbuUgzLuWFLJFOZStCGkY/BKvSCv4KyvTdGfU2Qupod69k11dWwsb0qsiQ80RHZNdcUbDJgZzqjCZrqB/fkVuNxUtVHgUfd12/RXx154DJR4Mws65dNiz9jhLF5OcR7YNbRfltiVALRDqey8pEX+W1JhqVrtwOwaM/yKIJl9JNXranqcyLyFeABIAq8T1W3FN0yn+iIxFHdNWwy3W5le2+85CI3015lJ+GdrhbaGU1k2mMYRj46InEC0l+IJ43j5fLHG5g7vLT6REk2uvsG/19vqqthg00GAKCqdEbijB50MqDGUjwMo5zY6NZNm3qwv3YYlcHqR5w2ULNP9NuSDM+taWPfSaN2uUc3/CdXdeV7cXrxpWkAOoAbRAQ3X3fE0S8od80NBKf/4rQxpW0inmn5sksop/O+Kxo3kWt4prsvwaja0KB5nd19CV9C8rtj2UVuBRUKKjrdfQlmtDTsMl6tHsrBiMZTJFKa1ePtZwFBwzB2YsML0DDOyck1jHy8drdzvkwvj9JAsUSKpWu2c9rCqX6bYgxCLpfklSWzoozo7nNuFHe+QUrfgKc/LyXpm9edRUD6vd3cGoXg9BAdXACkFHpiyV28vMWmO5oYdJ+j62qIxlPEkylqLCQ/63FqqvfPC19upHOTBwtXbqqvvNxlEflfnHzZv6pqym97DGNY2fQiTD3I8nGN/PR1wxt/hYM+AcHS3qNk47k1bXT3JThuzkS/TTEGIetZoqqPldKQcqHbFYyjdhGU/V7TktvkCuvRtYOL3Eq7aTP8pacvu6AE5xwvucjtS+zyP+fY1D+RY9EK/V74nRldG7LJAJd0Ne5sEzkVGP7+X8B5wK9F5E7gd6r6hs82Gcbuk0rC1pWw93F+W2JUAq/8ERIRmP8xvy3J8PfXNhMOBThyn3F+m2IMQta7IRH5S76VvSxTaXS5gnLnG0k/vabZhHfa29xdeTdtho909yVorA3uMu7nOZ5NeDf5OLlUbiRTSm8sSeOgExQW1ZEm48kdZNKkqa6GWCJFXyJZarOGjKo+6Lb+ORhYAzwoIk+JyHkisquSN4xKof0dSPbBuNl+W2KUO6kkPPMbmLIA9tilbp4vRGJJ7npxA8fvN7HktXoMb+T6qxwlIrl63gkwd5jt8Z3ubKHBtWmvqQ8i1xXeO9/c2o2tMRS6+hK75HeDv9EKXdGEibc89MQGvzY5Y5afnyZbesfAsa5ogtpRu070lCsiMg74JPCvOG1/bgWOwulru8Q/ywxjN9i2ynkebyLXyMPzN8OWFXDGjWUT2n7rM2tp741z7ntm+m2KkYVcIvd0D+uPuDKV3Vk9uf4KAIDGcPnYZFQu3dE40wcpntYf/u7PRM7O4fjQf46nQ1CrmZ4sk11gkwED6Y05Xtpcx6kzEmf8qNqS2jVUROTPwBzg98AHVXWT+9EdIrLUP8sMYzfZutJ5Nk9uRbN2Ww+v/fZ83ht5YMdytTmoCQqBQsRqsg/2PArmfWRoRubhuCsfZUtXn+flVZWeWJIlcyZw6KyWothk7D6Wk7sTGZG7kxegriZAKCD+hCv3JWgMBwkGdq2GC3ZjaxRGT9/ghaWafDqfVNUJV87heavAPMphJ5O2YJMBOclMBgwSPjaq1jlOaSFcIfxaVR8Z7ANVXVxqYwxj2Ni2EuqaoXG835YYQ0RV+crtL7B3ZH9GTRxLIOBNuO4/ZTQthbTcqR8Diz9dNC/uaQumFlxYdvyoWs55z54l70ZheMeCyHeiK5ogHAxQG9oxlE1EfGtn0h0dXADUBAPU1QQyecSG4QUnJ7d8hFJfwmn5MphNlpPbT1eWCTiwyYCB5PJ4N4ad67ofVfJ3g7EisrP7ogN4RVVb/TDIMIaFrSsdL66JhIrl0Te28NL6Dj7x0XM5+pA9/DZnyHz1hH39NsEoAiZydyKbRwkcEeCXJzdbtVvHJhMAhjdSKfVUybiUZKse7qdN5UhPllSKgWORuB2nHtdL2xDeNee2wT1OvbGKOk6fAY4A0t7cJcAyYJaIfF9Vf++XYYaxW2xbBXst8dsKYzf4w3PvMHF0LR8+eJrfphjGLuTsNSEiQRG5tVTGlAO5BWXIl0rGXX0JRg3SDgMqtiWG4ROZ4kWDnOP1NUE3JL+0kybZqocPHOupLM9bUcgVrtzgVsvu6auoMNyi0NOXIBgQakO7/ryNqszjVAPsr6ofVdWP4hR8VOAw4Fu+WmYYQyXWC12boGVvvy0xhkhvLMFjb27h5AMmV33rOqM8yXlWqmoS2FNEqqZcZ1c0u8gdVRvyqYVQfFBRAv55l43KJH1zP1gop4jQWBsqeb5id44cyppggHAwkPHOVTPZiuJB/7GzyQAn37YxHBw0Tyrd5qHCPLnTVXXzgPetwB6q2gZYGI9RmXSsd57HzPDXDmPI/GPlVqLxFCfPm+y3KYYxKF7Cld8CnnTbCfWkB1X150Wzyke6++I5w5XXb+8tsUXOze3E0XWDftbkU56wUZl09znnSrZzvDEcLLlQylbsLU1DbbDSRElRyCVy62uCiGCTAThCf7BJHBg4GVBRx+lRtyf9ne77j7pjjUC7b1YZxu7Q8Y7zPKZy8zirnaffaqM2FGDRzLF+m2IYg+JF5K52HwFgdHHN8Z/uvgSTcgpKPzy52fOER9WGeLcjWmKLjEol00M0iwho8MOTmyMMFxxhUmGipCjkKqgUCAgNNUF6zZNLTyy7yK1383QradJEVS8UkY/i9MUFuAX4H1VV4Dj/LDOM3aB9nfPcbCK3Unnm7W0cPGPsLoVaDaNcyCtyVfV7ACLSoKqld2OWmO5ogr0nZBGUdaFMTmMp6cqRJ+xHeKlRueQKVwbXk1viczyXhxKgsbb03uVypKsvQTgUIDxIrik4ExTmyXXO8cZBik4BzvGroPB3EQkCr6rqfsD/+G2PYQwbHetAgjB6it+WGEOgKxrntU2dfOW91uPYKF/yZoqLyBEi8hqwwn2/QET+q+iW+USuwlMN4RC9JfYopXuIjs4VXlpBXgnDXzLhymV0jucNVw77M7lUbnTnqBcAzrWgkjyUxaI3lsjk3g5GQwVNmrh1Md4QEUtcNEYW7eugaRoErclHJbJ8QyeqsHDGGL9NMYyseLm6/BI4CbgHQFVfEpFjimmUn3TlCA1uDAeJJVPEEqms3pThJhJPktLsnreG2tKLEqNyyYQrZzvHa4NsKnH4uxdPrkUruO3NcojcBgvrBqC7L8m0MdlrJVZg+PtY4FUReZYd62Kc5p9JhrGbdKyzfNwKZvmGDgDmT2v22RLDyI6nKTRVXbdTpcqKukPwSiyRoi+RypmvCBCJJUsmcvPnK5ZeeBuVSz5B2RAuffh7T1+CgDjFk7LZtK17xGdK5KU7R0ElSE8GVIaHspj0xhI01mbPEWuoPI/3/+e3AYYx7LSvg5lH5V/OKEte2dDBlOY6xo+q9dsUw8iKF1W0TkTeA6iI1IjI14HX860kIjeKSKuILB8w1iIifxeRle7zWHdcROTXIrJKRF4WkYMHrHOOu/xKETlnCN/RMz35PEpunlcpQye7+nJ73tJheRHzdBkeyFW8yBkvfShnum3XYC1fIB2Ga+d3d18i6wQcpD25FSXeikJPXzLPZEBl5S6r6mPAGqDGff0c8LyvRhnG7pCMQ9dG8+RWMMs3dHCAeXGNMseLyP088EVgGrABWOi+z8dNwMk7jV0CPKSqs4GH3PcApwCz3ccFwDXgiGLgMpym94cCl6WFcTHozw2sGfTztCe3lDfceT25taUX3kblkrd4kQ9CKVcePKQrPtv53d2XPZUC3AmKChJvxaKnL5G18BS4Hu8KmgwQkfOBPwG/cYemAXf5ZpBh7C6dG0FTVlm5QumKxnlra4+FKhtljxeR262qn1DVSao6UVU/qarb8q2kqo8DbTsNnw7c7L6+GfjQgPFb1OFpYIyITMHJBf67qrap6nbg7+wqnIeNLg+hwVDa9hNewktLbZNRuXRHc3sDG8NBeuNJUiktmU09+cRbOFhpOZRFIZ+H0ikaVt3XgWRKicSTuQtPhSvLk4szqXwk0AmgqiuBib5aZBi7Q4fbPsg8uRXJine7ADhgWpPPlhhGbrzk5C4Xkc3AE+7jH6raMcT9TVLVTe7rd4FJ7utpwLoBy613x7KNF4Vuj6HBpbzhzgjvHIWCSm2TUbnky+tsqA2hCtFEbqFQUpvCISLxJMmUEgwMHtJcDXTn81CGzZMbiTvff4RVoe5T1Vg6nF9EQkDpZqEMY7jJ9Mi1ouGVyMrN3QDsO2m0z5YYRm689Mndx21fcDTwAeBqEWlX1YW7s2NVVREZth9qEbkAJ9SZGTOGduFMt1fJla8I5enJtXBlwws9fUka8gil/uVKI3J7Y0kac+wr/X8XiSdzipeRSjweZ/369fz4uBYaa+H11wcviXDKHimOnjg+6+fVQDKlXH/aFMY29GQ9Dh+bHeC0mc1ZP6+rq2P69OnU1AyetuIDj4nIvwH1InICcCFwr882GcbQSXtym6f7a4cxJFa2dlFfE2Rqc73fphhGTvLeMYrIdJxQqaOBBcCrwD+GuL/NIjJFVTe54cit7vgGYGDcynR3bAOwZKfxRwfbsKpeB1wHsHjx4iGJ53SubTZvSb+gLJ23JOKK12yCIy0OrI2Q4YVoPLfI3TH8vTRVE3tjScY2ZG/5krEpT+7uSGX9+vWMHj2aiaGxTGyqZXKWG4vWzijvdkaZM62ZQJYiXiOdvniS1OYuZrQ0MCbLObWpPcK2nhj7D5JPpqps27aN9evXM2vWrGKb65VLgM8ArwCfA+4DfuurRYaxO3Ssg8aJUFPntyXGEFjV2s0+E0cRqOLIKqMy8JKT+w5wMfBXVT1CVT+gqj8e4v7uAdIVks8B7h4w/im3yvLhQIcb1vw34EQRGesWnDrRHSsKaZFbn0UEZDy5Jcx7S9uUTZg0WOEpowB6Y4mcHtp0FEMpw98jsURu73LmHK/OiZxoNMrYlhYQcorX9A1HKfOpy42UOt8933FKqaK663ESEcaNG0c0Wtpe0blQ1ZSqXq+qZ6rqGe7r6v0jG5VPu/XIrWTSItcwyh0vbpGDgKOAfxGRS4CVwGOqekOulUTkdhwv7HgRWY9TJfkK4I8i8hlgLfAxd/H7gPcDq4Be4DwAVW0TkR/gtEwA+L6q7lzMatiIZARlvtDg0t1sp0VuXZYeohlPbpUKAKMwemNJWhqze2j9CMmPePQuV3N7nLSkydZmCfqFXRVrXJLud8/lYEh/llIIDrJcrmPsByJyJHA5sCfOb7bgZPzs5addhjFkOtbBpHl+W2EMga5onE0dURO5RkXgJSf3JRFZDazGCVn+JHAskFPkqurHs3x0/CDLKlnaEqnqjcCN+ewcDjKe3CyCMn0jXkpPbiSepDYUyFpwJ+PJrWIBYHjHs6As8UROtugJsIkc6BeugRyxN/3irXpVbtqLnSuMrn8yQAlSXoI2CzcAXwWWAdX7T2CMDFShYz3sW7RGGUYRWb2lB8BErlER5A1XFpGlwD+BDwOvA8eo6p7FNswPIrEEIlBXM/hhqQk6/UVLKwByh3I21KQ9b3bvY+QnEstTeMqHkPxILJl1YgmsFzR4DMOV4oUrv+c97xnSer29vXzgAx9gv/32Y968eVxyySX5V9oNvIYrQ0WFdXeo6l9VtVVVt6UffhtlGEOiZyskojDGKitXIqtancrKs03kGhWAl3DlU1R1S9EtKQN63ZvtXOFqpW4/0RvLXeU2FAxQGwpUtQAwvBPx6DUt1UROLJEikdI8wtuKq2kh4q0IntynnnpqyOt+/etf57jjjiMWi3H88cfz17/+lVNOOWUYreunoMkAd1l183MDudzk/vKIiPwU+F+gLz2oqs/7Z5JhDJGOd5znZsvJrURWtnYRDgaY0dLgtymGkRcvIjcmIj8HjnHfP4aTGzvUXrllS2+eUE5wwjlLW5QntygBRwRUswAwvKGq9MZze00bwqUNf0/3Na3PMZFTapvKkbTT8af3r2ClO5O+6zJKJJakriZYUD/huVObuOyDufPjRo0aRXd3N48++iiXX34548ePZ/ny5SxatIj//u//5m9/+xs33HADd955JwCPPvooV155JX/5y1847rjjAAiHwxx88MGsX78+637OPfdc6urqWLp0KZ2dnfz85z/n1FNPJRqN8oUvfIGlS5cSCoX4+c9/znHHHccHPvABfvzjH3PggQdy0EEHcdL7P8i/fOFrfP/yy9hzzxmcf/75/PSnP+WPf/wjfX19fPjDH+Ybl36HDeve4aPvPZMjDj+MZcuWcd9997HnnmUboHSY+7x4wJgC7/XBFsPYPTI9cq19UCWyurWbWeMbCQXLdlLQMDJ4Ebk3AsvpLxL1r8DvgI8Uyyi/8CYo/fDk5hPeQfPkGnmJJVMkPXpNS3U+RfJUD4eB3uXqPccz3tkc2jX9UbGDcF944QVeffVVpk6dypFHHsmTTz7J+973Pi644AJ6enpobGzkjjvu4Oyzz95hvfb2du69914uuuiinNtfs2YNzz77LKtXr+a4445j1apVXH311YgIr7zyCitWrODEE0/kzTff5Oijj+aJJ55gzz33JBQK8czT/+RfvgBPPvkP/vVfr+WBBx5g5cqVPPvss6gqp512Gk/94x/QOI7Vq1by+1tu5vDDDy/m4dptVPU4v20wjGEj3SPXqitXJCtbuzlg6q7t1wyjHPEicvdW1Y8OeP89EXmxSPb4Sm8sQUNN7kPSEA6Vtk9uHs8bOCLAPLlGPqKxFJDba1obChCQ0oUGpyeMcnqXay3vPO3J/fb798/694snU7y+qZNpY+oZN6p4PY4PPfRQpk93vDALFy5kzZo1HHXUUZx88snce++9nHHGGfzf//0f//Ef/5FZJ5FI8PGPf5yvfOUr7LVX7qLAH/vYxwgEAsyePZu99tqLFStW8I9//IMvf/nLAOy3337sueeeGZH761//mlmzZvGBD3yA++7/G9FIL2+//TZz5szh+uuv54EHHuCggw4CoLu7m7feWsWe88exx4wZZS1wReSXqnqx+/oiVf3VgM9uUtVz/bLNMIZMx3oIj4a6MX5bYhRINJ5kXVsvH1o4zW9TDMMTXkRuRESOUtV/QKadQaS4ZvlDviqv4HpyS1yUZ/yocM5lGmrNk2vkpzfunCO5vKYiQmM4VDpPbiZcObtN4WCAUECqPFzZS67pjssWi9rafgEdDAZJJJy/y9lnn81VV11FS0sLixcvZvTo0ZnlLrjgAmbPns3FF1+cd/s710TIVSPhkEMOYenSpey1116ccMIJrN3wLv972y0sWrQIcEL0L730Uj73uc9l1oklkjz03Ks0NDR6+r4+csyA1+cAvxrw/sAS22IYw0P7OidUucxadRn5eWtLDym1yspG5eAlqP4LwNUiskZE1gJXAZ/Ls05FEvWak1vi6sp5hXc4VNVeLsMb+VpkpWmoDZbMk+slXFlEaAgHq/ocz7TGKeM+ucceeyzPP/88119//Q6hyt/5znfo6Ojgl7/8paft3HnnnaRSKVavXs1bb73FnDlzOProo7n11lsBePPNN3nnnXeYM2cO4XCYPfbYgzvvvJMjjjiCQw9/Dzf/5iqOOcbRhyeddBI33ngj3d1OHvOGDRvYsqVi6ihKlteGUbl0vGOhyhXKqi1uZeVJJnKNysBLn9wXgQUi0uS+7yy2UX7RG0syuakm5zKlrq7stFfJF0IdZGt3X85lDCMtKL1MmpTKk+tVeDfWhqrck+s8S45pSRFBRHzrkxsMBjn11FO56aabuPnmmwFYv349P/rRj9hvv/04+OCDAfjSl77EZz/72azbmTFjBoceeiidnZ1ce+211NXVceGFF/KFL3yB+fPnEwqFuOmmmzIe5aOPPpqHHnqI+vp6Fh9+JO9u2sDRRx8NwIknnsjrr7/OEUccATgFtG6+5ffFPAzDSUBExuJMRqdfp8Vu7n8YwyhX2tfB9EP9tsIYAqs2dxEQmDW+7KNgDAPwIHJFZBxwGXAUoCLyD5zqyiOuT5+XwlMNtaWtruyl4nNjrXlyjfykQ4PznU/1JfSa9noU3vU1QXrj1XuOewlXdj4vjic37QldsmQJS5YsyYxfddVVOyx31VVX7TA2ffr0TPsjr7zvfe/j2muv3WGsrq6O3/3ud4Mu/4Mf/IAf/OAHAEycPJk33u1k30n9odIXXXTRDsWuVJVofQePPr2sILt8oBlYRr+wHdgyqGKa/BpGhr4uiLabJ7dCWbWlmz3HNVIbsjk2ozLwkpP7B+BxIF186hPAHcD7imWUX3ipZOxPn1wP1ZWr2MtleKPXQ2hw+vNSnePRjPDOfSmqDwcznuhqRFURxIPIlUxoczWS0v7c5Gz47fH2iqrO9NsGwxhWOtz2YdYjtyJZubmbvSdYqLJROXgRuVNU9QcD3v9QRM4qlkF+0htL5L3ZbnDzX1MpJVBAL8qhkEwpsUTKU59cKzxl5CPiniN1eUKD68MhOnpjpTCpIOFdzSI3pRDwUEEhIFKw59QPfvSjH2V66qY588wzuemmm3ZruynVnIWq0gQEKuAwGcbIItMj10RupRFPplizrYf3zZ3ktymG4RkvIvcBETkb+KP7/gzgb8UzyT8icW/VlcEJIx5V6+Xw7Z494CG8tCZINJ4qifA2Kpd+QZlnIqcmyKaShSsXILwj8VKYVJakVPN6caF44crDzbe//W2+/e1vD/t2VZWgh9mAavd4G4YvdLzjPFu4csWxdlsv8aSyj3lyjQrCS3Xl84HbgD738QfgcyLSJSIjpghVPJkinlQaPNxsQ3+YZTHJ9BD1EMoJEE1Ur6fLyI/XSZNSVjKOep7ICWQ80dVIMql5w3DBFW9V7KL0Eq4M6eM0+GeV4Ak3jIqkYz0EQjDKvIGVxqrWLsDaBxmVRV6Rq6qjVTWgqjXuI+COjVbVplIYWQoKKYADlCR0MtNeJZ/wLqFNRuXitbpyfTiYEcTFpjeWpCYo1ARzX4oaqrhNVl1dHT2d7Z6WlQrx5BaLVMqbx9s5TrseKFVl27Zt1NXVFcO8ISMiR4nIee7rCSIyy2+bDKNg2tdB0zQIWOGiSmPlZqf4oIlco5IobrxtBRHxGMqZEZQl8eQWKLyruPqskR/PfXJLWHiqN5bMaw84/wOliJ4oR6ZPn849T73C+PotpLbX5lx2W3cfiZQS31ZeIq1UbOqIUF8TpHtzOOdyW7r6ECCyZdfjWVdXx/Tp04tkYeGIyGXAYmAO8DugBvhv4Eg/7TKMgulYB2Nm+G2FMQRWtnYzfWw9jUVO0zOM4cTOVpf+0ODcHqX056XwmnoWuelw5SoVAYY3vHpN68OhkuV4e2nbBU40Q7V6cmtqarj11QgN4RD//dmFOZe9+A8v8Pw77Tz+zeNKY1yZccZ37+fjh87gO6fun3O5H/32GSLxJP/zhYWlMWz3+DBwEG4LIVXdKCKjc69iGGXI9rWwz/F+W2EMgZWt3cw2L65RYXjJya0K0l7Q+pp8nlzn81LccBcarlytIsDwRjTuzWvaUMIc70g8mTd6AtzqyvFk1eZL9nqcDChlqHm5oaqeigeCU+isgtI7Yuqc+AogIo0+22MYhdPXBd3vwrh9/LbEKJBkSlm9pZvZk2xuzagsPHlyRWQssMfA5VX1+exrVB4Rj61MSuk1TXuXvfQQBcvJNXLjpUUW9P8POD2aixvs4TVcuS4cRBWi8fwttUYi0Xj+ftngTMJV63UglkyR0vyVuqHiJgP+KCK/AcaIyPnAp4HrfbbJMApj2yrn2URuxfFOWy+xRMrycY2KI+8drIj8ADgXWI07k+w+v7d4ZpUer/06S5n/mvEu57GpznJyDQ949gaWsrhaPOE5XBkcoV6NItd77nIg4/H20i92JBHxmHPuLBOomMkAVb1SRE4AOnHycr+rqn/32SzDKIxtq51nE7kVx8rNTmVlC1c2Kg0vbpqPAXuraqzYxvhJWVdX9tDyBSwn18hNxKNQSntvSxH+3hvz1m86bVO1TuR4DcNtCIdIppRYMkVtqLomA7xOCoJzHa+Uc0lEvgbcYcLWqGi2rQIEWqwweKWxstWprGzhykal4SUndzkwpsh2+E4kXlhocG8Jqyt79S5bTq6Ri4jXkFe3uFopKix7Fd7VHpIfiXn726WjOqKxVLFNKju8TgqCE/5eKSIXGA08ICJPiMiXRMSajBqVx9Y3YcweUFPvtyVGgaxq7WZqc52nCWnDKCe8nLE/Bl4QkeVAX3pQVU8rmlU+4FlQpr2mJQnlLKy6cgXdtBk+0BtLMrou/798urhaacKVveaaVu9ETiyRIpHSgoqG9cYTNFNTbNPKivT1z0tObkNNiFgiRTKlBItcQXx3UdXvAd8TkQOBs4DHRGS9qr7PZ9MMwzvvLodJB/hthTEE3tzcxT7mxTUqEC+e3JuBnwBXAD8b8BhRpG/o890g1YXcFkIlKjwVEAjnaflSV8IQaqNy8R6uXDpB6TVPuJQ2lRv9k11eJiiq91oQzVTI9x6tUGEpHq3Au8A2YGK+hUWkTkSeFZGXRORVEfmeOz5LRJ4RkVUicoeIhN3xWvf9KvfzmQO2dak7/oaInDRg/GR3bJWIXDLcX9gYIcQjsG2lidwKJJZI8ebmLvafYiLXqDy8iNxeVf21qj6iqo+lH0W3rMR49eSGggHCwUCJRK5T3TZfARnLyTW80BtPePKaNpQwJD8aS+Zt2wXV3Qu6oDDcKi5CF3FDtAsprlYJkyYicqGIPAo8BIwDzlfVAz2s2ge8V1UXAAuBk0XkcJxJ61+o6j7AduAz7vKfAba7479wl0NE5gJnA/OAk4H/EpGgiASBq4FTgLnAx91lDWNHWl8HTcGkeX5bYhTIytYu4kll3tRmv00xjILxEq78hIj8GLiHHcOVR1QLod5YkpqgUJPHawpu+4kSFZ7ycsNWEwwQCkhF3LAZ/hGJpbx5AzP5r8XNyVVVej2GK5eyGFa5kc6NLsQLX42e3EKOUyZ3uTImA/YALlbVFwtZye2t2+2+rXEf6c4I/+KO3wxcDlwDnO6+BvgTcJU4M6ynA39Q1T7gbRFZBRzqLrdKVd8CEJE/uMu+VtjXM0Y8m5c7z5Pn+2uHUTCvbuwE4ICpTT5bYhiF40XkHuQ+Hz5gbLdaCInIGqALSAIJVV0sIi3AHcBMYA3wMVXd7v7I/gp4P9ALnFsMgR2JJTzdHIFbmbNEoZxeBABUVrVQwx8iMa+e3NIIyljSyYkszPNW/GJY5UZBVYOrOD+/kJzcSjhOItKkqp3AT933LQM/V9U2D9sIAsuAfXC8rquBdlVN/yOtB6a5r6cB69xtJ0SkA8dzPA14esBmB66zbqfxw7x+P6OK2Pwq1DTCWKusXGm8uqGDxnCQmeMa/TbFMAomr8hV1eOKtO/jVHXrgPeXAA+p6hVubs8lwLdwQqFmu4/DcGach/2H1CmA461yXH2JKnNG4t5yKMGpFlohXgnDBwrzmpZGABTU17QCREmxKKz/a+WE4Q436etfQed4eR+n24BTcUSqAgPzVhTYK98GVDUJLBSRMcCfgf2G38zciMgFwAUAM2bMKPXujXJg08swaS4EvGTIGeXEqxs7mTu1iUCZF+gzjMHIe8URkUkicoOI/NV9P1dEPpNvvSFwOk7oFO7zhwaM36IOTwNjRGTKcO+8EK9pXYm8pl7bhkDpvMtGZdKXSKHqzctVGwogUnwBEBl5oqQoeK0XAJa7DIWFK5fzpImqnuo+z1LVvdzn9COvwN1pW+3AI8AROL+h6Rnd6cAG9/UGnNBo3M+bcYpcZcZ3Wifb+M77vk5VF6vq4gkTJhRitjESSPTBhmUw/dD8yxplRTKlvL6p0/JxjYrFy7TaTcDfgKnu+zeBi3dzv4rT92+ZO8sLMElVN7mv3wXSvQAzIVQuA0Olhg2v+a/g3GyWJlw54dm73BAOVqX3xvBGIcWLRISGmuKfT+ntj7RCQcNNIeHK1V2FuvDCU+UsctOIyENexgZZZoLrwUVE6oETgNdxxO4Z7mLnAHe7r+9x3+N+/rCb13sPcLZbfXkWTlTVs8BzwGy3WnMYpzjVPUP6ksbIZcPzkOyDmUf6bYlRIK9v6qQnluSgGWP8NsUwhoQXBTVeVf8oIpdCJldnd+8MjlLVDSIyEfi7iKwY+KGqqohoIRvc3ZCocsx/7Y0lGTeq1tOypfIuG5VJbwFeU3Da1RRbKBXieQsEhLqa0lQ1LzeGEq5cjR7v9LlRG/JWPBDK+ziJSB3QAIwXkbH0hys34W2idwpws5uXGwD+qKp/EZHXgD+IyA+BF4Ab3OVvAH7vFpZqwxGtqOqrIvJHnIJSCeCLbhg0IvIlnEnwIHCjqr66u9/bGGGsecJ5nnGEv3YYBbN0jZP2f8jMljxLGkZ54kXk9ojIOBzvK24Lgo7d2amqbnCfW0XkzziVGjeLyBRV3eSGI7e6i3sOiQKuA1i8eHFBAhkcEdBU581rWlcTpK0nVuguCqaQnNz6GsvJNbKTrpTspboypKMVilvkqT9c2WMufE2wqgtPeTlO1Z277BQPzNdyDSpmMuBzOFFTU3HyctNfrBO4Kt/Kqvoy/YUjB46/RX915IHjUeDMLNv6EfCjQcbvA+7LZ4tRxbx2N0w/BBpMKFUaz63ZzrQx9UwdU++3KYYxJLyEK38NJwRpbxF5ErgF+MpQdygijSIyOv0aOBFYzo6hUjuHUH1KHA4HOgaENQ8bXivPgnMjWQpBWZB3uUTFsIzKJNND1OOkSSnC3/vDlb0VI2kIhzLfo5ooxJMbDgYIlCCfuhyJxL2nnFRCuLKq/kpVZwFf3yknd4Gq5hW5huE7m1912gfNH3TuxChjEskU/1i1lcP3Gue3KYYxZLy4UF4FjgXm4Mwkv4E3cZyNScCf3dn2EHCbqt4vIs8Bf3SLWq0FPuYufx9O+6BVOC2EztuNfWelkOrKpchXBIgWkCdcbzm5Rg4yeZ1eq3WXIPw9PVHkpRgWpCdyqteTW+dhMkBEaChBqHk5EomlvEe+VFCBLlX9TxE5AJgL1A0Yv8U/qwzDA4/9h9M66ICP+m2JUSBL126nIxLnfftP9NsUwxgyXlTdP1X1YByxC4CIPA8cPJQduqFSCwYZ3wYcP8i4Al8cyr4KIRpPUVfjTbuXymsaTSS9C4CaINEqvLE1vNFfvMir17T4kybRAoV3tRZX64snEXG8tF6o1vz8aAGe3LrKCFcGQEQuA5bgiNz7cNrq/QMnqsowhsYb98O6ZwAF1UGe2XV8sLFsz9FOeO0uOPYSaBxf4i9n7C7/9/ImwsEAR+9rFdGNyiWryBWRyTjFLepF5CB2LHrRUALbSko05l1QluImMp5MEU9qQTm51Xhja3gjminK411Qbu+NF9Ok/jDcAoRJNYrcdG6+l1xTKE0+dTlSSA2DmmCAmqBUyjXzDJyJ4RdU9TwRmQT8t882GZXM6ofh9rOc14EaEAHEw3N6A16WFVj4CTj6/5X4yxm7S0ckzv88v55TF0xhVK23CEfDKEdynb0nAefiFHr6Gf2Xty7g34prVukp5AapIRwklkiRTCnBIjXILtTLZTm5Ri4y51MB1ZWLLZQy4coFCO9SFHwrN5woE2/HCKp3wisS834Nh4qaNImoakpEEiLShFOUcY98KxlGVp66CpqmwZefh5q6/MsbZcWytW28vqmLlBZcY9UTj72xhUg8yWeOmlWU7RtGqcgqclX1Zpz2Ax9V1f8poU0lJ55MkUgV5jUFRxgXa5Yr6vZ89BxCXRMkGk+RSimBIglvo3IpODS4BAKgkL6m4Ijc9dsrQpQMK5F4kjoPbXHSVGt+fm88SXN9jeflK6gi/VK33+31OFWWu4F/+mqRUbl0bHA8ucd8wwRuBXLbM+/wb39+paj7CAaES07ej3lTm4u6H8MoNl4U2nR39rgL50f2YOASVX2gqJaVkEIL4NQN6LFYPJFbeFEecPJ4vRbQMqqHdGhwQUWeSpST66WvKUB9TagiciiHm2g8mbnmeKGCxNuwEo0lmdzkra84uGHdFXCcVPVC9+W1InI/0OS2BzKMwnnrEUBh3of9tsQokM5onJ/cv4L37D2On31sgec6DYVSVxOk0cKUjRGAl7P406r6KxE5CRgH/Cvwe2DEiNz+6qWFeXKLeSMZKTS8dEAhFRO5xs5kvKYFhOSXorpyXU3Ac65pfThQlX1yo/Gk55BucP52m7uKm09djhSScgJubYUynjQRkazFHUXkYFV9vpT2GCOEtU9BwziYuL/flhgFcsez6+iIxLn0lP2Z0my9aw0jH17UUPoO9P3ALar6qni9K60QokPoIQrF7bFYaL5iJfR9NPyjUK9pQzhIIqXEEinCBYTKFmpTIbmm1doaJxpPeZ7sAmeyrhqPUyF9cqEi6hj8LMdnCry3VIYYI4i1T8KMI9wCUUYl8ZdXNjF/WjPzp1sYsWF4wYvIXSYiDwCzgEtFZDSQKq5ZpSWaSIdyes9/BYp6I1lo5dlK6vtolJ5oPEltKOA5X7vejQaIxJJFE7mFet7qa4L0Jaov7zziery90lCl7cQKqZAP5R/WrarH+W2DMcLobYPta2Dxp/22xCiQje0RXlrXzjdPnuO3KYZRMXgRuZ8BFgJvqWqviIwDziuqVSUmIygLaCE0cL2i2FRoTm4JhLdRuRTSQxT6oxV64wma8V7MpxAiBVYNHhhBUU35QtF4krENBRRUCgfpLWPxViyGMmnSESn/sG4R+dRg46pqfXKNwmh9zXmeNM9fO4yC+ceqrQC8b/9JPltiGJWDlzvFO4EbgRcBVHUbsK2INpWcTP5roUWeihquXGB15XDxhbdRuUSGkNcJxZ00KTxcud+mahK5kXiS2kLEWwmKhpUbCbdCfkGe3PIPV05zyIDXdcDxwPOAiVyjMDa7IneiidxK4+nV2xjXGGb2xFF+m2IYFYOXO8VrcDy3vxaRO4HfqeobxTWrtEQLLDxVypzcgr3LlXHTZpSYSKF5nSWIVogWGIZbCpvKkb54akhh3cXs411uRBOFTQqCG65cAeeSqn554Hu3ndAf/LHGqGhaX4W6MTB6st+WGAXy9FvbOHyvcZ4LNRqGAXnvCFT1QVX9BE7roDXAgyLylIicJyLFiWMsMUMt8lTUnNwCqys3WE6ukYPd8ZoWi2iB4aXpquHVNpFT6GRAKaq/lxuFtlyDivLk7kwPTo0MwyiM1tedUGUTShXF5s4oGzuiLNpzrN+mGEZF4Snmz83D/SRO+6AXgFuBo4BzgCXFMq5UFCooS+E1LUfhbVQuhQqlfpFbvJY9kXiSpjrv82SlsKkc2Z1Q82oJ6y70egnONbMSRK6I3ItTTRmciem5wB/9s8ioSFQdkXvgx/y2xCiQV9Z3AHCgVVU2jILIewckIn8G5uD0xv2gqm5yP7pDRJYW07hSESmwhVAmJ7eMPLn1JQihNiqXQr2m9TX91ZWLRaTQarhVmHeuqgUXDaurSk+ucw2vLTD8PRqviGrdVw54nQDWqup6v4wxKpSO9dDXaf1xK5CXN3QQEJg7tclvUwyjovAyzf9rVX1ksA9UdfEw2+ML/aFuhbUQKqonN1ZYX9NqzVc0vDF0r2lxi6sV2vIFqitaIZZMkdLCwnDTYd3VdJyGGq4MTgu59DErR1T1MQARacL9zRaRFlVt89Uwo7JoW+08j5vtrx1GwSzf0ME+E0eV9XXKMMqRrApKRA4RkclpgSsinxKRu0Xk1yLSUjoTi0+h7XqCASEcChRXACScYjNeiwxYTq6Ri0K9pv0thMqn8FQpCr6VG/1V1gsRb84xrabj1JcoXOQ2VEhkgIhcICLvAi8DS4Fl7rNheKftbee5xdK5KwlV5ZUNHRwwzUKVDaNQct1h/gaIAYjIMcAVOC0LOoDrim9a6YjGk4h495qCm89VzHzFWGECoCYYIBiQqvLeGN4p2GtagpD8gkOoK0SUDCeFRplAf6h5NeUup1NO6gq4hldQRfpvAAeo6kxV3UtVZ6nqXn4bZVQY29+GQA00TfPbEqMAWrv62NLVx3wTuYZRMLliH4IDwqHOAq5T1f8B/kdEXiy6ZSUkfbNdSGn2upoAfW7bimIQKVAAgCPSY0W0yahcCveaFjfkVVWdgkpDCsOtHvFWaCsxKE0f73JjSOHKlZO7vBro9dsIo8JpexvGzoRAYfcVhr+88W4XAPtNtnxcwyiUnCJXREKqmsBpPn+Bx/UqjkJvtgFqQ8GiitxoPOm5b2+acChALGki19iVQr2mmZD8eHEEZTyppNR7YTUYkJNb/qJk2Cg0lQJKk09dbkQThRXqgwG1FWJlf828FHhKRJ4B+tKDqvoV/0wyKo7tb1uocgWyqrUbgNmTRvlsiWFUHrnE6u3AYyKyFYgATwCIyD44IcsjhkgsNSSvaToPrBhEC2wbAq5N8bK/YTNKTNprWogAAEcsFSs0OC3eCkkRqKsJIFLcEOpyoz8nt/A+udUV1p0OVy7c410BkQG/AR4GXgHsAm8Ujiq0rYEZ7/HbEqNAVrZ2M7ahhnGNYb9NMYyKI6vIVdUfichDwBTgAVUd2Kfvy6UwrlREE4WFcoLTqqKYocFDESWOd7l6bmwNb6S9poVGKzTUBIvmDcyE4RZwjosI9UW0qRxJC9Uh5VNXkcd7SLnLlVPIrEZVv+a3EUYF07MVYl3mya1AVrV2sc/EUQWl0xmG4ZAz7FhVnx5k7M3imeMP0QIrz0IpwpUL9y5buLIxGEMJeQVHBBTLGziUXFNwvMvVFK4cHULV4GpstZQ+n2pHZk7uX0XkAuBedgxXthZChje2u5WVx5rIrSRUlZWt3ZxywBS/TTGMimRE5dYOlaEWeSpmaHAklmRsg/e+pmDhysbgDFVQ1oeDRQvlLEfhXY6kQ7MLKjxVOVWDh430hOOQwrr///buPU6yu67z/+tTt77P/ZJkJiEhM4FciJAM4SYIZIEQcRNWRFhXIovGRfJQ1lUh7gUFcXFVVPwhGjUSFoSNKyxBg3EMlwCaywRDrmR6ciMzmemee9+ruqo+vz/OqZ6ama6qU91d55zqfj8fj3p01bdOV326u2ZOfer7+X6+6f89vTP8emPdmAPqsCzRaPugrnR4ssSxqVm2b9J6XJGFUJJL8CZnsKe9X0Uhl2GyWOpQRLVuuJrJlcVbSCknQH8+18Fy5eB12nbine9c4p1GC5nJzWSMnlxmZX0YEG4DV8guoFw55Y2n3F2ZiSzO0acAgzXPSzoSacPwSNB0apuSXJEFUZJL8IZ7/cBCGk91trty2maXpTtNL2Im9+hUZz7IqSVgPW0m3n2FHNMr6DW+0A8D+gvZbpihXDK1Rn3tbQPXHTO5Zvau+cbd/TNxxyJd6shTsOosyPcmHYm0Yc9BdVYWWQwluYQJ5YKaPHW28VT7M7lZjncoKZHudaJDb/uJ0r5jHZrJLS9wTW4+y/QKmsk90XiqzQ8DVliDrpnZ6oJ+R0A3vJ5eWne9l2BLv+8CSnIlmqNPaT1uF9ozMs5gT44zVunDCZGF6Jok18yuAv4IyAJ/4e4fW6rHni5V6Gu3u3IuQ7GDMwAL667c2dll6U4L6dALHW48tcCY+gtZDozNdiKkVFpIuTKEf7uUz1AupYUu78hlLPW/J3c/aTcDM1sDfCGZaKQrHXkKLnhj0lFIm4ZHJzhfnZVFFqy9zC4hZpYFPgm8GbgIeKeZXbRUjz9TXkBpcL5zCaW7hzMT7Se5ndzWSLrTQrbrgc6WvC60hLp3BTaeMmtvP2FYgQ26yu3/fwnB6y/ta3LnMQloWk6iKU7A5KhmcrvQntEJNZ0SWYRumcm9Atjj7k8CmNkXgGuAR+c7+NBEkT+/68nIDz5ZLC9oC6HxYrmt54mqXA22JG63/K6Qy3B4stSRmKR7ff/AOLCAxlOFHOMzsx15PT3w7LEwpvbLldv59/2GizZz7oaBdsPrmL++5wdMFqOXx9779BF6cpm2P8nvz+d48uBE5N/T2y7fytqBQlvP0SmVqnPzt59q63t2HxhfUJLbW8jyr88eTfX/mWb2FYJuyhB8MH0RcGtyEUlXOfp08FWdlbvK8alZRseLSnJFFqFbktwtwLN1t/cCL6s/INxH8HqAwhnb+Ojtj7X1BM/f2N4b4fM2DFAqV9t+nnY8v8035+dvHOSL393X0ZikOw0Usmweam9dz7aNg8xWvGOvp3UDBda0uU3Wtk2D/M395cgxPW99f6qS3E9+fQ/7jk239T0Xn7Wq7ec5f9MA9z59JPLv6bUv2JiqJHchr7kfvbT9vSTP3zjA3U8e4V9/cKzt743R79VdLwPPuPvepIKRLqM9crvSnoPBh9PqrCyycOburY9KmJm9DbjK3X82vP3TwMvc/Yb5jr/s8sv9rn++J/LjZyyYtWrXVKlMtUO/vqxZ2+WlEMxKp/8vKnErZDMU2ix5hc6+xhcaUzuv8Z5chnwb28p02kL+ffbmMuTa/Bncnck2ypX78lmymXSs+2o39pr+fJZMmz9DpeqRS/KHevP3u/uOtgNbIDPbBmx29++cMv4q4IC7PxFXLEtlx44dvmvXrqTDWFm+8wnY+d/hA09D39qko5GI/s99P+ADf/sQd/3q6zhnfX/S4Yiklpk1PDd3y0zuPuDsuttbw7F5Zcza3vd2IRaSGHfaQAw/t6wceo0vrbhit5j+D+yEOGPPZlL9e/pD4MZ5xsfC+34szmCkSx15AvrXK8HtMsMjE/TmM2xZ25d0KCJdKz1THM3dB2w3s/PMrAC8A7gt4ZhEREQ6ZbO7P3TqYDh2bvzhSFc6/ASs35Z0FNKm4dEJnr9hMDUVNiLdqCuSXHcvAzcAdwCPAbe6+yPJRiUiItIxa5rcp+kdiebwHiW5XWjP6ATbN2s9rshidEWSC+Dut7v7Be5+vrt/NOl4REREOmiXmf3cqYNm9rPA/QnEI92mOA7j+2H9+UlHIm2YLJbZd2xanZVFFim1i5EW4/77758ws8eTjuMUq4HjSQdxCsUUjWKKRjFFo5iiSVtML4j5+d4PfMnMfooTSe0OoAC8NeZYpBsdDnuTaSa3qzxxcAJQZ2WRxVqWSS7weJxdMKMws5vc/fqk46inmKJRTNEopmgUUzRpi8nMYm0L7O4jwCvN7HXAJeHw37v71+KMQ7rY4T3BVyW5XWV4JEhyt28eSjgSke62XJPcNPpK0gHMQzFFo5iiUUzRKKZo0hhT7Nz968DXk45DulBtJnfd85ONQ9qye3ScfNZ43jptHSSyGF2zJrfbuXvq3rAppmgUUzSKKRrFFE0aYxLpKod2w+qzIa8+Zd1kz0jQWbnd/dFF5GTL9V/QTUkHICIiy4rOK9JdRh+DTRclHYW0affouDoriyyBZZnkurvejIiIyJLReUW6SmU2mMndrCS3m0yVyuw9Os32TVqPK7JYyzLJFREREVmxDg1DdVYzuV3myYOTuMMFmskVWTQluSIiIiLLyeijwVcluV1l98g4gMqVRZaAklwRERGR5WTkEcjkYMMFSUcibRgenQg6K68fSDoUka6nJFdERERkORl9FNZvh1wh6UikDcMj45y3YYC8OiuLLJr+FYmIiIgsF+7w3L/CmZcmHYm06bH947zgjFVJhyGyLCjJFREREVkujj8LEyOw9aVJRyJtODpZYt+xaS45S0muyFJQkisiIiKyXOy9L/iqJLerPPLcGACXbFmdcCQiy4OSXBERkWXGzM42s6+b2aNm9oiZ/VI4vs7MdprZcPh1bThuZvYJM9tjZg+a2WV1j3VdePywmV1XN365mT0Ufs8nzMzi/0nlNHt3Qa4PNl+cdCTShoefOw7AxZrJFVkSSnJFRESWnzLwX9z9IuDlwPvM7CLgg8Cd7r4duDO8DfBmYHt4uR74FARJMfAh4GXAFcCHaolxeMzP1X3fVTH8XNLKs/fCWS+BbD7pSKQND+87zpY1fazpV7MwkaWgJFdERGSZcff97v7d8Po48BiwBbgGuCU87Bbg2vD6NcBnPHA3sMbMzgTeBOx09yPufhTYCVwV3rfK3e92dwc+U/dYkpTiOOz/Hpx9RdKRSJseeW6MS7ZoFldkqSjJFRERWcbM7FzgJcA9wGZ33x/edQDYHF7fAjxb9217w7Fm43vnGZckPfUtqM7CtiuTjkTacHiiyFOHJrl065qkQxFZNpTkioiILFNmNgj8LfB+dx+rvy+cgfUOP//1ZrbLzHYdPHiwk08lAE/cCfkBOPvlSUcibdj1zFEArjhvXcKRiCwfSnJFRESWITPLEyS4n3P3L4bDI2GpMeHX0XB8H3B23bdvDceajW+dZ/wk7n6Tu+9w9x0bN25c/A8lze35JzjvNZDTus5usuvpIxRyGS7dqs7KIktFSa6IiMgyE3Y6/kvgMXf/eN1dtwG1DsnXAV+uG39X2GX55cDxsKz5DuCNZrY2bDj1RuCO8L4xM3t5+FzvqnssScLIo3D0adj+b5KORNr0reFDvOTsNfTkskmHIrJs5JIOQERERJbcq4CfBh4yswfCsV8HPgbcambvAZ4B3h7edztwNbAHmALeDeDuR8zsI0C4+Sofdvcj4fVfAD4N9AFfDS+SlO/9NWRycNFbk45E2rD36BTfPzDOf736wqRDEVlWlOSKiIgsM+7+baDRvrWndSUK1+e+r8Fj3QzcPM/4LuCSRYQpS6U0CQ98Hra/CQbWJx2NtOEfHj4AwJUXbko4EpHlReXKIiIiIt3s3ptg6hC86peSjkTaUKk6//vuZ7jsnDU8f+Ng0uGILCuayRURERHpkKN77uPAD3ZjOMw1tHasdt2DBten3o97MAZz43ba/ZCdHeec7/0hx7ZcyWOl82HPofh/SFmQf3niMM8cnuLX3vTCpEMRWXaU5IqIiIh0wMP7jjP8vz/CW+2bHX2eJ6pn8hNP/ARHnrino88jS++qi8/g6hedkXQYIstOwyTXzKJs1lV192NLF46IiIhI93N3fvMrjzCVeyfPe9OvkM9mwYxgqbThtetWWzpdNxaO+yn3z43NjQdfZ3vW8acZdebtNn35LBeftQqzRsvnRWShms3kPhdemv3LywLnLGlES2DDhg1+7rnnJh2GiIgsE/fff/8hd9dGrxLZ/c8c5b6nj/KRa17BZVecm3Q4IiIrSrMk9zF3f0mzbzazf13ieJbEueeey65du5IOQ0RElgkzeybpGKS7fOV7z9GTy/DWy7YmHYqIyIrTrLvyKyJ8f5RjRERERFYMd+f2hw/w+hduYrBH7U9EROLWLMn9mJm93cy2NDrA3Wc6EJOIiIhI13p8ZJyD40Ve90LtfSoikoRmSe4e4FrgO2b2tJn9tZndYGYvMTPtryupVypXee7YdNJhAFAsV9gzOoGHW0WIiMjy9c97DgPwyvPXJxyJiMjK1DBZdff/z93/vbufC7wS+CLwfOBvgGOxRCeyCO/+9L288mNfY7ZSTToUPvWNJ/g3H/8mOx8dSToUERHpsLufPMzz1vezdW1/0qGIiKxITWdkLXAp8G+Ba4AfIZjh/f0YYhNZlO+En6Q/fWgy4Uhgz+gEACPjxYQjERGRTnvg2WNcds7apMMQEVmxmu2TuxNYBTwA3A38trs/FlNcIosyM1uZu/74yDjbNw8lGA3UipRnSpWmx4mISHc7cHyG0fEil25dnXQoIiIrVrOZ3CeBKrA9vGwzsw2xRCWySFf94V1z1/ceTX5dbrUapLl/dOfw3HUREVl+vrf3GACXbl2TaBwiIitZszW5P+/uryBoPvUN4HLgs2Z2v5ndEk94Igvz9OGpuetpaD5VLAfrgieKZb6951DC0YiISKc8uPcYuYxx8Vmrkg5FRGTFirJ5WxGYAqbD61uBQieDEllKaUhyJ4vluevHp2cTjERERDrpwb3HuWDzEL35bNKhiIisWA1ncs3sD8zsHuAA8JvAEPCnwAvc/UUxxSeyIBeeGXyC/sPbNnB4spRoLJWqc89TR+Zu1ye8IiKyvDz63BiXbNEsrohIkprN5D4FfBZ4wN3VLUe6SrlS5aqLzyCTgQNjM4nGctv39p10+6A6LIuILEuHJ4ocnixxQcLNDkVEVrpma3I/4e73Ax+qHzezrJl9ruORiSzC9GyF/kKWoZ484zPJlgdPzJw8czsynmzSLSIinTEcbheXdEd/EZGVruk+uaGzzexGADPrAb4IDHc0KpFFmJmtsPfoNL2FLIO9udOSzLiNnfL8o2OayRURWY5qSe4FmwcTjkREZGWLkuT+R+BFYaL7FeDr7v4bHY1KZBF++dYHgGBP2qHeHJOlCpUEt+05NFFksCfHz7/m+QCMqFxZRGRZGh4ZZ6gnxxmrepMORURkRWvWeOoyM7sMeAnwR8BPEszg3hWOi6TS7Q8dAIKy4MGeYNn5RILNng5PlFg/WODGqy/kbZdvZTThNcIiItIZwyMTbNs8iJklHYqIyIrWrPHU759y+yhwUTjuwOs7FZTIUhgZK7KqNw/A+Mwsq/vyicQxUSwz1Bv8UxvsyTE9qz5uIiLL0fDoOK9/4aakwxARWfGaNZ56XZNLywTXzM42s6+b2aNm9oiZ/VI4vs7MdprZcPh1bThuZvYJM9tjZg/Wzxab2XXh8cNmdt1S/OCy9A5NFHn2yFTSYbB1bR8AH7nmEtYOBFs6H55IbhuhqVKZ/nyQ5Oazxmy5mlgsIiLSGUcmSxyaUGdlEZE0aFau/JZW39zimDLwX9z9IuDlwPvM7CLgg8Cd7r4duDO8DfBmYHt4uR74VPgc6wg6PL8MuAL4UC0xlvT49vAhdvzWP/Hq//V1jia8L23GjGtffBavOH89m4Z6ABhNcB3sdKlCf08WgHw2w2wlufXBIiLSGcMj4wBs26SmUyIiSWtWrvy7ZrYPaLaw5LeBv5vvDnffD+wPr4+b2WPAFuAa4LXhYbcA3wA+EI5/xt0duNvM1pjZmeGxO939CICZ7QSuAj4f4eeTmNz4pQfnrg+PTnDFeesSi6VSdbKZ4PObTatqSW5y62AnSxW2rD2R5JYqVdxda7ZERJaRE52VNZMrIpK0ZknuCPDxFt8faSshMzuXoIHVPcDmMAEGOABsDq9vAZ6t+7a94Vij8VOf43qCGWDOOeecKGHJEhoonHgpTZaS3bKnUnVymSCB3DAYJrkJbtszXarQF5YrF3JB8j1bcQo5JbkiIsvF8Mg4A4UsZ65WZ2URkaQ1THLd/bVL8QRmNgj8LfB+dx+rn71ydzezJanddPebgJsAduzYoXrQmPUVsnPXJxPsZAxQrjqZMMnNZzP05bOJxjRVKtNfqM3kBnHNVqpzCa+IiHS/4dEJtm0eUpWOiEgKdPRdtpnlCRLcz7n7F8PhkbAMmfDraDi+Dzi77tu3hmONxiVF+lOU5Faq1bmZXIDefIZigs2epk5ZkwtBkisiIsvH7pEJLtB6XBGRVOhYkmvBR5l/CTzm7vVlz7cBtQ7J1wFfrht/V9hl+eXA8bCs+Q7gjWa2Nmw49cZwTFKkkD3xUposJrtFTrnqZE9KcrPMJLRtT6XqFMvVuu7Kwe+ppCRXRGTZODpZ4tBEke2bleSKiKRBszW5mFkGeLm7//MCHvtVwE8DD5nZA+HYrwMfA241s/cAzwBvD++7Hbga2ANMAe8GcPcjZvYR4L7wuA/XmlBJetTvQZv0TG61bk0uQE8uw0xCM7lT4frk2kx3IXtiTa6IiCwPtaZT29V0SkQkFZomue5eNbNPEjSNaou7f5vGnZmvnOd4B97X4LFuBm5uNwaJT7FcZfumQZ45PMVEwo2nylUnmz15JreY0EzuRJjwD/WGM7lhsyntlSsisnwMjwbbB21XubKISCpEKVe+08x+3NRJQZqYma3Qm88y0JNskycItxCqe7n25LOJzeSOzwS/i8Hek8uVtSZXRGT5GB6ZYKCQZcuavqRDERERoiW5Pw/8DVAyszEzGzezsQ7HJV1mZrZKbz7D2oECRydnE4vj4X3HKZ9SrtybyyS2JreW5A71BuXcWpMrIrL8DI+Os23ToDori4ikRMsk192H3D3j7nl3XxXeXhVHcNI9ZsoVenJZNgz2cHAiuT1p3/LH3wYgmznx0u7NZxPrrjw+EyT8gz3hPrlak9vVHt53nK9/f7T1gSKyouwemWDbJq3HFRFJi5ZJbtjt+D+Y2X8Pb59tZld0PjTpJsVwJnfjYA+HEkxya3LZkxtPJb0md5XKlZeFt/zxt3n3p+9rfaCIrBjHpkocHC9ygTori4ikRpRy5T8BXgH8+/D2BPDJjkUkXWlmtkJPPsuGwQKHxpNPcjOWji2ETl+Tq8ZTy4Fmc0WkZvdI0Fn5AnVWFhFJjShJ7svc/X3ADIC7HwUKHY1Kus5UqcJAIShXHpspUywnu1du3ba99OYziZUrT5y6JjenNbnLgWZzRaRm90jYWVkzuSIiqRElyZ01syzgAGa2EdA7dDnJZKlMfyHHhqEeAA5PlBKNp1q35LW/kJsrG47b+MwsZtCfD/bJXRUmu0enkv39yOIUslH+6xSRlWB4ZFydlUVEUibKO7VPAF8CNpnZR4FvA7/d0aikqzx+YJzxmTJ94UwuwMGES5YrdVnu6r484zPlk8biMl4sM9iTIxN2e966tg8zeObwVOyxyOKdt2EAgFdv35BwJCKSFrtHJti2eUidlUVEUiTX6gB3/5yZ3Q9cCRhwrbs/1vHIpGu86Q/vAgjLlYNK9qSbT1VPSXIBxqZnWTsQb6X9+EyZoZ4T/8x681nOXNXLD5TkdqXaHtAzCZfji0h6DI+O87oXbEo6DBERqdMyyTWzjwB3AZ9298nOhyTdKp/NzM3kJp3kVvxEkrumP0hyjyeQ5E7MlOfW49ZsXt2b6DZLsjD7jk0zGlYoFGe1YkNE4MhkiUMTJTWdEhFJmSjlyk8C7wR2mdm9Zvb7ZnZNh+OSLlQsV9k4VEtyk11zemq5MgRJbtzGi7NznZVr1vTltSa3C/3mbY/MXddMroiAmk6JiKRVyyTX3f/K3f8j8Drgs8BPhF9FTjIzW6E3n2WwJ5e6NbmQTJIbzOSenOSu7S9wdDL+WGThjk6WqF/RrZlcEYGg6RRo+yARkbSJUq78F8BFwAjwLeBtwHc7HJd0odretBsGC6kqV040yS2W2bq2/6SxNf0Fjmkmt6u85CM7ASjkMrzhws08uO9YsgGJSCo8un+M1X15zlzdm3QoIiJSJ0q58nogCxwDjgCH3D2Z/VgklV60ZTUA733t+QCsH+xJfAuhSqUuyQ3X5B5LIMmdma3SV8ieNLa2P89kqUIpob17ZeGuOHcdq/pyzGgmV0SAh/eN8aItq9VZWUQkZaKUK7/V3V8G/C9gDfB1M9vb6cCke1TdufKFmxgIuwgP9OSYKiX7OUi5QXfluE3PVujLn5zk1sqXx2dUstwNypUTCe0bLtpMTy5LcVZrckVWulK5yuMHxrl4y6qkQxERkVNEKVd+C/Bq4DUESe7XCMqWRYCg4VRvXSLXn8+yv5RsElCtK1fuyWXpzWcSKVeeLlVOm8ntCX9XpYpmA7tB/d/pBWcM8dzxaWY0Cy+y4g2PjlOqVLnkrNVJhyIiIqeIUq58FcEa3B939wvd/d3ufnOrbzKzm81s1Mwerhv7DTPbZ2YPhJer6+670cz2mNnjZvamuvGrwrE9ZvbBNn8+iUGxXKEnd+Kl1F/IMpVQklubtX33q847bfz4VLxJbrXqTIfNuOrVflcqV+4O9X+nwZ4cA4UcpXKVMc3Ei6xoj+wbA+CSLUpyRUTSJkq58g3AN4DLzOwtZhZ1x/NPEyTIp/oDd39xeLkdwMwuAt4BXBx+z5+YWdbMssAngTcTNL96Z3ispMjMbJWe/ImXUl8hy3RC5Zxr+vNc8+KzOG/DwEnjq3rzsSclxTA5OrVcuSeXPel+Sbf6JHegJ8ert28A4M7HRpIKSURS4KF9xxnsyfG8df2tDxYRkVi1THLN7CeAewm2Dno7cI+Zva3V97n7XQSNqqK4BviCuxfd/SlgD3BFeNnj7k+6ewn4QnispEhxtjKXuEFtJjeZNbnlipPNnN4ApCefiX3mtJbo9+VP/mdWCGdytQ1NdyieMpP7oi2ryWWM4ZGJBKMSkaTd9/QRXnz2GjLznHNERCRZUcqV/xvwUne/zt3fRZB4/vdFPOcNZvZgWM68NhzbAjxbd8zecKzR+GnM7Hoz22Vmuw4ePLiI8KRdxfKpM7lB99lq1Zt8V2eUq1XymdNf1vlsJvY1sLUkt79w8tL3WrlysazmRd2g/nUz2JMjl81w9rp+nj48mWBUIs01WDK0zsx2mtlw+HVtOG5m9olwWdCDZnZZ3fdcFx4/bGbX1Y1fbmYPhd/zCVth7YWPT8/y+Mg4Lz13XdKhiIjIPKIkuRl3H627fTji983nU8D5wIuB/cDvL/BxTuPuN7n7DnffsXHjxqV6WGlh//FpiuUqZ6w6sUdgf9hoKYmS5UrVyWZPf69VyGaYjTvJDdcl957aeEprcrtK/d+pN/wwZ8uaPp47NpNUSCJRfJrTlwx9ELjT3bcDd4a3IVgStD28XE9wrsbM1gEfAl5G8AH3h+o+nP4U8HN13zff8qRl6/5njuAOLz1vbeuDRUQkdlGS1X8wszvM7GfM7GeAvwduX8iTufuIu1fcvQr8OcFJE2AfcHbdoVvDsUbjkhIP/OAYAJedc+JEX0tyk2g+Va46+XlKxwq5DLOVeGeW55Lc3Mn/zGrdlbUmtzvUJ7m1yar+Qnbu7yuSRg2WDF0D3BJevwW4tm78Mx64G1hjZmcCbwJ2uvsRdz8K7ASuCu9b5e53u7sDn6l7rBXhm48fpDefOencJyIi6RGl8dSvAn8GXBpebnL3DyzkycITY81bgVoZ1W3AO8ysx8zOI/hU+F7gPmC7mZ1nZgWC5lS3LeS5pTP2Hp0G4LyNJxo91RotJZEEBGtyG5Qrx5xUjheDRleDvSpX7ma1cuVfvHL73Fh/IcvUbLJ7QYsswGZ33x9ePwBsDq+3u2RoS3j91PHTLMelRO7OPz02yqu3bzyte76IiKRDy31yQ/8MVIAqQeLZkpl9HngtsMHM9hKUPL3WzF4MOPA08PMA7v6Imd0KPAqUgfe5eyV8nBuAO4AscLO7PxIxZonByNgMffksQz0nXkq1NahJJAHlapXcPOXK+azFXq48MRP8/Kt68yeNzzWe0kxuV6h9OPKq89fPjfUVckyX9PeT7uXubmYdL29x95uAmwB27NgRf6OGDvjuD46x79g0v1T3wZeIiKRLyyTXzH4W+B/A1wAD/tjMPtxqr1x3f+c8w3/Z5PiPAh+dZ/x2FlgeLZ03Ml5k86oe6nuOJFWuXK5Uma04+XmT3PgbT42HSe5gT6OZXCVJ3aCW5Obrys778lmmE+ogLrIII2Z2prvvDyurav02mi0Zeu0p498Ix7fOc/yKcPN3nmKoN8ePXnpm64NFRCQRUWZyfxV4ibsfBjCz9QQzu02TXFkZDo7PsHGo56SxvkIy5crfPzBOpepcsHnotPuSaDw1UQySoKHTypW1Jreb1P5OheyJJDcoV67g7qywprLS3W4DrgM+Fn79ct34DWb2BYImU8fDRPgO4Lfrmk29EbjR3Y+Y2ZiZvRy4B3gX8Mdx/iCNfPcHR7nnyai7F7bv2FSJv39wP+997fkM9EQthhMRkbhF+R/6MDBed3s8HBNholhm01DvSWNJzeQ+un8MgEu3rjntvnw2w2w53kq58ZlgTe7QKeXKte2Wigl0n5b21SoAeupncgtZ3IMEWGvyJI0aLBn6GHCrmb0HeAZ4e3j47cDVBHvUTwHvBgiT2Y9wYpnSh929lkH+AkEH5z7gq+ElUf/yxGF+6i/uptO71/3IBRv5xderVFlEJM2iJLl7gHvM7MsEa2mvAR40s18GcPePdzA+SbmpYoX+9Se/yT+R5MZbznloogjA5lU9p92Xz8W/Jne8WKYnl5lbg1vTn0+u+7S0bzKcka9vIFbfXE1JrqRRgyVDAFfOc6wD72vwODczT+WWu+8CLllMjEupWnU+8nePcubqPm674VUdnWXVv3kRkfSLchZ4IrzU1MqbTq8JlRVnslQ+bc1pX9h4aibmmcpD4yX6C9m5xlf1kliTOzFz+u8GIJfN0JfPzs30SrqNTQd/p/oGYnMf5MxW0AYiIsm79+kjPLp/jN9926WsHzz9g04REVlZWia57v6bcQQi3WmqWDktqUxqpvLwZJENDd7cFBLYQmh6tjK3PvlUg725uTW7km5jM7NkMzaX2EJy685FZH63fe85+vJZNYMSEREgwj65Io24O5OlMgM9JydyfQmtyT08UWLdQGHe+/IJNJ6ama3MlbWeqi+f5fP3PktQJShpdmRyllW9uZMaTCW5F7SInMzd+cdHRnj9hZvmreQREZGVR0muLFixXKXqnPamoieXIWPxJwDjxfJpnYxrCrkMVYdKpzuS1JkuNZ7J/cGRKQB2PjoSWzzSvmNTJT5/7w84OnVyafncXtDaRkgkcU8cnODQRJFXb9uQdCgiIpISLZNcM3tVlDFZeWoNeU6dyTUz+gu52Gdyp0vlk0pK6+XD7V/inM2dnm3dlCg3z56+kh4HxmbmHZ8rV1aHbJHE3R1uGfSy569POBIREUmLKDO58+19l4r98CRZk8XgDf585WF9hSzTs/HOck2VTl8fXJMPk8nibJxJbrVhuXJNNqNiijQbnwlew2+7fOtJ4ypXFkmPu588zOZVPZy7vj/pUEREJCUaLl4xs1cArwQ21rYLCq0C1D9fODJVAmDdQP60+/oL2QRmchuXB9c6444XZ1ndf3q8nTBTqtC3qnfe+/7wJ1/M+//PA7E3w5L2HA/LlH/65c87aTypvaBF5GTuzj1PHeGV568/ad28iIisbM06NBSAwfCY+u2CxoC3dTIo6Q6Hw31p1w+c3tG4L5+dm+mNy/RsZa6z86lW9QUv9bHpMnHt+TJTbpx0X3TWKgAluSk3Fm7ztLrv5A9G+lWuLJIKzx2f4eB4kcufp828RETkhIZJrrt/E/immX3a3Z8BMLMMMOjuY3EFKOn11KFJANYPnt7RuD/mcmV3D5LcFjO5YzHuTTtdarwmt7ZGuFRRkpRmx2t75J6S5PZqCyGRVHh433EALtmyOuFIREQkTaIsCPyfZrbKzAaAh4FHzexXOxyXdIHf+vvHAObdmzbuxlMzs1Xcoa/BmtxakjI2HWOSO1uhNz//P7FCLkxyNZObasfCcuVTu3YntRe0iJzskX3HyRhceMaqpEMREZEUiZLkXhTO3F4LfBU4D/jpTgYl3WW+2cq+QjbWWa7aVi6tZ3Ljm11utk9uIasktxscOD7DhsGeuZn3mlw2QyGbUbmySMIeeW6M8zcONlwaIiIiK1OUJDdvZnmCJPc2d58F4ttsVFIrlzFueN22ee+Lu/FU7bkaJZW1NbnHY5rJna1Uma144yQ3nMktKslNtX3Hptmytm/e+3rzGaa1T65Ioh5+7rhKlUVE5DRRktw/A54GBoC7zOx5BM2nZAUrlauUq97w0/O4k9zajFqjeIZ64y1XnmkRT0+utm+vPi9Ks33HptnaIMlNYi9oETnh4HiRkbEiF5+lUmURETlZyyTX3T/h7lvc/WoPPAO8rtX3mdnNZjZqZg/Xja0zs51mNhx+XRuOm5l9wsz2mNmDZnZZ3fdcFx4/bGbXLfDnlCVWSyobNVbqy+dineWqJRuNypWzGWOoJxdb46lWv5+8ypVTr1p19h2dZuuaRkluVuXKIgnaPTIOwIVnKskVEZGTtUxyzWy1mX3czHaFl98nmNVt5dPAVaeMfRC40923A3eGtwHeDGwPL9cDnwqfex3wIeBlwBXAh2qJsSRrbqayQRLXX8gyNVvBPZ6Zytqa3Gbrslb15YMthGIwUwqS10a/n2zGyGZM3ZVT7NBEkVKl2qRcOd515yJyslqSu33zYMKRiIhI2kQpV74ZGAfeHl7GgL9q9U3ufhdw5JTha4Bbwuu3EKzzrY1/JpwpvhtYY2ZnAm8Cdrr7EXc/Cuzk9MRZElB7c99XmP8l1FfI4h7fmtPpuZncxls/D/XGN5M7U25ergxB8ynN5KbX3mPTAGxpMpOrcmWR5AyPTrC6L8/GeTr8i4jIytY4IzjhfHf/8brbv2lmDyzw+Ta7+/7w+gFgc3h9C/Bs3XF7w7FG46cxs+sJZoE555xzFhieRDUdYSYXgjLiRiW7nYinUbky1GZyYypXbtEIC4LmU0py02vf0TDJbTCT21fIMh5jt24ROdmekQku2DyImSUdioiIpEyUmdxpM/vh2g0zexUwvdgn9qCOdclqWd39Jnff4e47Nm7cuFQPKw3UZrAaJbAD4YzqVEzrclt1V4ZgG6G4uivXku6eBvvkQpjkVpTkptW+cCZ369r+ee/vU7mySGLcnd2j42zbNJR0KCIikkJRZnLfC9xiZqsBIyhB/pkFPt+ImZ3p7vvDcuTRcHwfcHbdcVvDsX3Aa08Z/8YCn1uW0Mxs8/LgWpluXEnAdIvGU7WY4po5bTXTDcEWNDOzSnLTau/RKVb35Rnsmf81Hqw710yuSBIOTZQ4NjXL9k1ajysiIqeL0l35AXf/IeBS4EXu/hJ3/94Cn+82oNYh+Trgy3Xj7wq7LL8cOB6WNd8BvNHM1oYNp94YjknCjkyWgBP7z56qvlw5DlMR1uTmsxbbGuGZUus1uf35XGwz3dK+fUcbbx8E0FfIMV3ShxQiSRgeDZpOXbBZM7kiInK6hhmBmf1yg3EA3P3jzR7YzD5PMAu7wcz2EnRJ/hhwq5m9B3iGoJEVwO3A1cAeYAp4d/gcR8zsI8B94XEfdvdTm1lJAp48OIkZnLt+/kbbfTEnudOlMmbB7GgjhWyG2ZjKg2uNp3pzzWeWpzWTm1r7jk03fH1DuIWQPqQQScTwyASgzsoiIjK/ZuXKi/p41N3f2eCuK+c51oH3NXicmwk6PEuKPHVogrNW9zVck1ubUZ2OqZxzqlShL59t2oCkkIsvya2VRRdyjZPuYE2nkqQ0cnf2Hp3mVds2NDymL39imyw1vhGJ1/DoOEO9OTYNqbOyiIicrmGS6+6/GWcg0l1Gx4ucubq34f09YXIX15rTqdlK0/W4APlshtlKPPv2lsLnaZbk9heyjIzH0whL2nNsapapUqVh0yk4eZusODqIi8gJwyMTXLB5SB8wiYjIvKJ0VxY5zZHJEmsHCg3vr73pL5bjazzVbP0rBEluXI2nas+Tzzb+J9arfVZTa1+LPXLhxLpzdVgWid/w6ISaTomISENKcmVBjkyWWN80yY13Jnc6LFduprZlT1Ad31m1suhCkyS3P5+da1Al6bL36BRA88ZT4ettalZ/Q5E4HZ4ocmSyxDYluSIi0oCSXGmbu3N0qvlMbk/YcGkmpgRgarZCX5POygCFbFDWVq52PsmNtCa3kFWClFJ7j9b2yG3WXVkzuSJJGB4Nmk6ps7KIiDTSdnflmlbdlWX5Gi+Wma14pJncuLbsmS6V6W8xk1srHZ6tVJuWES+F2UqVjEE203i9WF8hy7GpWYrlytyHApIO+45NM1DIsrov3/CYueZqSnJFYjU8EmwfpM7KIiLSSLN3+kPhZQfwXmBLePlPwGWdD03S6shEsEfu2v4mSW7cM7ml1o2narOqcazLLZWrTWdxAV60ZTUA//DwgY7HI+3Ze3SarWv7mza1mStXVodskVgNj04w1JPjjFWNmx+KiMjK1rK7spndBVzm7uPh7d8A/j6W6CSVjkwFSe66wcZJbiZjFLKZeNfkRmg8BVCKYRuhUoTZ4h8Ot6c5FH5oIOmx//g0Z61p/gZ6rlxZJecisdo9Ms62zYPqrCwiIg1FqdncDNS/Cy+FY7JC1WZy1zWZyYVgG6G4uitHmsmdK1eOZ01us6ZTAIM9wWdMEzOaCUybIxMl1g82339T3ZVFkjE8MsEFm7QeV0REGmveqSfwGeBeM/tSePta4JaORSSpd2QyTHKbrMkF6MlnY5vJnSiWGeptvH4SIJ8LPvWfjaFcebbSulw5l83Ql88yPqO9ctPmyFSp5ev7RLmyklyRuByeKHJ4sqT1uCIi0lTLJNfdP2pmXwVeHQ69293/tbNhSZodmiwCrZPc3nyGYgylnOVKlYlimVUtktxCNkhKYilXLkdrbjXUm2OiqJncNJkuVZiZrbKmv/nrqV/lyiKxq3VW3q7OyiIi0kTUFrP9wJi7/xGw18zO62BMknKjY0UGe3IM9DT/jCQoV+58QllLElf1NY8nH24hFEfjqdmKt5zJBRjszTGucuVUOToVrRxfWwiJxK/WWfkCzeSKiEgTLd+Fm9mHgA8AN4ZDeeCznQxK0u3geJFNq5qvVwTozWdj6a48Nh0muS1mcnvC8tI41gkXI8/k5hnXTG6qjIzNAK0rFVSuLBK/3SPqrCwiIq1Fmcl9K/BvgUkAd3+OYGshWaFGx2fYNBQxyY0hoRwL17SuarKnKTC35+mxqc6vgZ2tVClkW3f+HOrJaU1uyjy87zgAF521qulxuWyGQjajcmWRGKmzsoiIRBElyS25uwMOYGYDnQ1J0u7QRImNQ60/Re/JZSjG0HhqbDpMcnublyuvDddYHo0hyS2WK5HKlYd6c+qunDLfPzDO6r48W9b0tTy2r5BlWvvkisRmz6g6K4uISGtRktxbzezPgDVm9nPAPwF/0dmwJM2OTJZY16IpD6RvJndNuMby2FTn96U9MllibYs1nRAkuVqTmy6HJ0psXtUTaaaoL59VubJITNRZWUREoorSXfn3zOwNwBjwAuB/uPvOjkcmqVSuVDk+PcvaFusVIeiuHMcWQnNrclskuUM9OTJ2orFQJ42OF7nivHUtjxvsyau7csocniyyfqB1OT4EHZZVriwSj90jQWflC9RZWUREWojSeOp33H2nu/+qu/+Ku+80s99ZzJOa2dNm9pCZPWBmu8KxdWa208yGw69rw3Ezs0+Y2R4ze9DMLlvMc8viHAtLg1s15QHoyWVjafI0N5Pbolw5kzHW9Bc6via3WK5wbGqWTRFKumtbCFWq3tGYJLrDEyXWD7Z+fUOtXFlJrkgcdoedlTWTKyIirUQpV37DPGNvXoLnfp27v9jdd4S3Pwjc6e7bgTvD27Xn2h5ergc+tQTPLQt0dDKYBV0ToRQ3vpncWTIGA4WWhQnBzFuHk5LDE8HvaGOE5lxDYWI+qXWdqXFoosj6CB/iQHwl+SISNIVbP1BQZ2UREWmpYZJrZu81s4eAF4QzqLXLU8CDHYjlGuCW8PotwLV145/xwN0Ea4PP7MDzSwS1pk2t9hCFYCY3li2EZsoM9ebJZKKtoex0eWmt/Hioxcxy/TFal5sOk8UyYzNlNq+O9ia6L6+ZXJG4PPzcGBdvWa3OyiIi0lKzmdy/Bn4MuC38Wrtc7u7/YZHP68A/mtn9ZnZ9OLbZ3feH1w8Am8PrW4Bn6753bzgmCTgSzuSuHWjdeKonn6FYjmcmd1Vf64QSwvLSDie5tUZE/YVsy2Nr2xodj6Hjs7T23LFpgEidlSG+agWRlW5mtsLwyDiXtNjaS0REBJo0nnL348Bx4J0AZrYJ6AUGzWzQ3X+wiOf9YXffFz7mTjP7/inP7WbW1iLFMFm+HuCcc85ZRGjSTK1pU5Q1ub25LKVylWrVI82yLtTYzCyrelsn3RDPzNtUWHrcl2+deMfZ8Vla2xsmuVvXRk1y46lWEFnpdo+MU646L9qyOulQRESkC0RpPPVjZjYMPAV8E3ga+OpintTd94VfR4EvAVcAI7Uy5PDraHj4PuDsum/fGo6d+pg3ufsOd9+xcePGxYQnTczN5EZakxvMZHZ6Nndsuhw9yS10PimpPX5fhJncNTHu3Sut1dZTbxiM1l05jvJ3EYGH9h0H4BIluSIiEkGUxlO/Bbwc2O3u5wFXAncv9AnNbMDMhmrXgTcCDxOURV8XHnYd8OXw+m3Au8Iuyy8HjteVNUvMjk2V6Mtn5xLYZnpywcur0x2Wx2baKFeOISlpp1y59mFBHNsaSWu1WfiBnmivJ83kisTje88eY3VfPnKVhYiIrGxR3snNuvthM8uYWcbdv25mf7iI59wMfClsHJED/trd/8HM7gNuNbP3AM8Abw+Pvx24GtgDTAHvXsRzyyIdGCuyYSh651mg42sWx6bbLFeOKcnti/BBQG0mV+XK6VBrGjYYMcmNY423iMB9Tx/lpeeuVdMpERGJJMo7uWNmNgjcBXzOzEaByYU+obs/CfzQPOOHCWaJTx134H0LfT5ZWj84PMnz1g1EOrY3H8zkdnqmq9ZdOYreQpbpUmeT7uk2ZnJ7cln68lmOT6tcOQ2mihUydqIKoZXeXNB4yt315lukQ0bHZ3jq0CTveOnZrQ8WEREhWrnyNcA08J+BfwCeIOiyLCvQM0emOGd9f6Rje3KdX5NbrlSZKJbbK1fu8J60J8qVo8U00JNjoqjZwDSYKJYZ6MlFTlh7C/GsOxdZye558ggAV5y3LuFIRESkW7R8F+7ukwBmtgr4SscjktQqlascm5rljFXR9hCNYya3Vl7abrlyJ2fepktlzE78/K0M9mSZLGqf3DSYKpUZiPjhBJwoSZ8uVSKtUxeR9t352AjrBgpcunVN0qGIiEiXiNJd+efN7ADwILALuD/8KivM+ExQUruqN3pTHuhskjs2HSa5fdG7K1cdSpXOzbxNlSr05bORk+iBnpyS3JSYLFUY6ImerM69xjvcXE0krczsKjN73Mz2mNkHl/rxZytVvv74QV73gk1kO7gVnYiILC9RspVfAS5x90OdDkbSbXymvYSyNpPZyVLOsYUm3qXqXDn1UpuarURaj1sTlCsryU2DybBcOar6mVyRlcbMssAngTcAe4H7zOw2d390qZ7jqw8f4Pj0LD966RlL9ZAiIrICRKmnfIKgq7GscLWEMmqTp1oS2dmZ3DDJjTqTW0tKOhhTu6Wrgz05Jju8TliimSq29wHFiZJ8rcmVFekKYI+7P+nuJeALBH08lsRspcqnvvEEz98wwGsv2LRUDysiIitAlCmLG4F/NrN7gGJt0N1/sWNRSSrNlQZHnjUNE4BYZnKjlisHMXUyyZ0qldufyT2oJDcNJoplzloTbc05nKgM0DZCskJtAZ6tu70XeFmjgx8/MM5lH9kZ+cGLsxUmSxX+5KcuI6NSZRERaUOUbOXPgK8BDwGarljB5tbkRpw1neuuHMua3OjdlaGz5aXTs1X62mheNKhy5dQIPqBov1y509tkiXQrM7seuB5g7Zbz+NEXndnG98IPb9vAGy9WqbKIiLQnyru5vLv/cscjkdQbazfJjXMmN/I64TjKlcv0t1GuvKY/z7GpWe21mgJB46noSW4czdVEUmwfUL957dZwbI673wTcBLBjxw7/yLWXxBediIisWFHW5H7VzK43szPNbF3t0vHIJHVqs6ZDbTZ56uxM7ixmMBhx9i2OmbepUnvrOtf1FyhXXbO5KTBZLDPQxt+ur6ByZVnR7gO2m9l5ZlYA3gHclnBMIiIikWZy3xl+vbFuzIHnL304kmbjM+0llL21cuWOzuSWGerJRV6vNZeUdLJcuVSZe54o1vQHs9BHJ2cjN/WSpVetOlPtzuTONVfTSg5Zedy9bGY3AHcAWeBmd38k4bBERERaJ7nufl4cgUj6tZtQ5rOGWee7K0ctVYZ4uiu3PZM7UADg6FSJc9b3dyosaWEqfE20tU9uDI3MRNLM3W8Hbk86DhERkXoNk1wze727f83M/t1897v7FzsXlqTR2HR7M41mRm8u29kkd2Y2cmdlgP5wlm6yg6XB7TYvWtMfJLlHpkqdCkkimApfEwvZJ3dG++SKiIiIpEazd3M/QtBV+cfmuc8BJbkrzNhMua1ZUwi2EepoufJ0OXJnZYC1tdLgqdlOhcT0bHv75NZmco8pyU1UbU30wAK6K08pyRURERFJjYbv5tz9Q+HVD7v7U/X3mZlKmFegYNY0egIAwTZCnZ7JPWdd9BLfvnyWnlymYwnlbKXKbMXbKleuJd5HJjuXeEtrtUS1nZncXDZDTy7DVElNw0RERETSIkp35b+dZ+z/LnUgkn7trn+FYCa3k0152o3JzFjbX+DIZGeS3Fqi1E6Su6o3T8Y0k5u0ybmZ3Oh/O9A+xyIiIiJp02xN7guBi4HVp6zLXQX0djowSZ/xmXLk7YNqevNZiuVOzuSW21qTC7B2oNCxcuXarHU73ZUzGWNNBxNviWYynI3tb2MmF4KZX5Uri4iIiKRHs3dzLwDeAqzh5HW548DPdTCmeZnZVcAfEWxT8Bfu/rG4Y1jp2m3yBNCT69xMbrlSZaLY3ppcgPUDBQ5NFDsS00JmciEoWT6qmdxETRaDv91gG92VIfhbayZXREREJD2arcn9MvBlM3uFu/9LjDGdxsyywCeBNwB7gfvM7DZ3fzTJuFaSatXDhLLNJDffuTW5tcSi3cT7jNW9fHv4UCdCmlub2ZdvL/E+c3Ufzx2b6URIElGtXLmdztgQlCt3slu3iIiIiLQnyprct5rZKjPLm9mdZnbQzP5DxyM72RXAHnd/0t1LwBeAa2KOYUWbKJVxp+3GU0G5cmdmcsemwyS3zcT7rNW9jI7PUK4sfVzTC5zJPXtdH3uPTi95PBLd5AIaT0FQ3jypcmURERGR1Ijybu6N7v5rZvZW4Gng3wF3AZ/tZGCn2AI8W3d7L/CyRgc/vO84L/hvX+14UCuJh1/bTSj78hnu2n2sI38PD4Na3WZMZ67po+pw0YfuwJY4pmoY1ECbJa9b1/ZzaKKo122CytXgb9fuBxRDvTnu2n1QfzsRERGRlIiS5NYyiB8F/sbdj5stdWqweGZ2PXA9wNot5/Ezrzo32YCWoZ5shjdcuLmt7/mF127j3A0DHYoo2BLoleevb+t7rrr4DPYfm6bYgZlcgKGeHC/asqat73nb5VuZKpXnEi1JxvkbBslnoxS4nPCfXnM+W9f2dSgiSYtfTzoAERERiczcm7+pNrOPAdcC0wRlw2uAv3P3hjOpS83MXgH8hru/Kbx9I4C7/8/5jt+xY4fv2rUrrvBERGSZM7P73X1H0nF0M52bRURkKTU7N7ecsnD3DwKvBHa4+ywwRfzrYe8DtpvZeWZWAN4B3BZzDCIiIiIiIpJyDZNcM/u1uptXunsFwN0ngV/sdGD13L0M3ADcATwG3Oruj8QZg4iIiIiIiKRfs5ncd9Rdv/GU+67qQCxNufvt7n6Bu5/v7h+N+/lFREREREQk/Zoludbg+ny3RURERERERBLXrLuyN7g+3+1Uuf/++yfM7PGk4zjFauB40kGcQjFFo5iiUUzRKKZo0hbTC5IOoNvp3ByZYopGMUWjmKJRTNGkLaaG5+ZmSe4PmdkYwaxtX3id8HbvEgbXCY+nrQummd3k7tcnHUc9xRSNYopGMUWjmKJJW0xmprbAi6dzcwSKKRrFFI1iikYxRZO2mJqdmxsmue6e7Uw4K9ZXkg5gHoopGsUUjWKKRjFFk8aYZPlJ4+tMMUWjmKJRTNEopmjSGNO8Wu6T243MbFfaPi0WEZHupfPK4ul3KCIiS6nZeaXlPrld6qakAxARkWVF55XF0+9QRESWUsPzyrJMct098ROpmV1lZo+b2R4z+2A49rlw7GEzu9nM8imI6S/N7Htm9qCZ/V8zG0w6prr7PmFmE0nHY2afNrOnzOyB8PLiFMRkZvZRM9ttZo+ZWax7VzeI6Vt1v6PnzOz/pSCmK83su2FM3zazbSmI6fVhTA+b2S1m1qw3QidiutnMRs3s4bqxdWa208yGw69rE47nJ8zsETOrmlkqZv7ScF7pdmn4HercvPCY6u7TublxTDo3R4tJ5+bTY9K5eQGanlfcXZclvgBZ4Ang+UAB+B5wEXA1QeMuAz4PvDcFMa2qO+bjwAeTjim8bwfwv4GJpOMBPg28LWWvpXcDnwEy4XGbko7plGP+FnhX0jEBu4ELw2N+Afh0CmJ6FrggPObDwHtifk29BrgMeLhu7H/V/u0DHwR+J+F4LiTomPgNYEecvx9dlu9F5+bFxRTep3Nz85h0bo72e9K5+fS4dG5e4suymMlt8InMDeFtN7MNMYd0BbDH3Z909xLwBeAad7/dQ8C9wNYUxDQGwaePQB/xbg81b0xmlgV+F/i1GGNpGE/MMUSN6b3Ah929CuDuoymICQAzWwW8Hvh/KYjJgVXhMauB5xKO6ceBkrvvDo/ZGY7Fxt3vAo6cMnwNcEt4/Rbg2iTjcffH3D1tW81Im3RuXlRMOje3iCfmGKLGpHNztJh0bj6Fzs1Lr+uT3PA/3U8Cbyb4JOadZnYR8B3g3wDPJBDWFoJPhGr2hmMAhKVQPw38QxpiMrO/Ag4ALwT+OAUx3QDc5u77Y4ylWTwAHw3Lxv7AzHpSENP5wE+a2S4z+6qZbU9BTDXXAnfW3qQlHNPPAreb2V6Cf3MfSzimM4BcXZnP24CzY4ypkc11/94OAJuTDEa6n87Ni49J5+aW8YDOzVFiqrkWnZsbxaRz8zLU9UkujT8F/Vd3fzrZ0Br6E+Aud/9W0oEAuPu7gbOAx4CfTDicfuAniPeE3sqNBG8yXgqsAz6QbDgA9AAzHnSU+3Pg5oTjqfdOgpK/NPjPwNXuvhX4K4KyvyQ58A7gD8zsXmAcqCQb0snC2azl13Zf4qZz8yLp3NySzs3t0bm5MZ2bl6HlkOS2+uQqCfs4+ROgreEYZvYhYCPwy2mJCcDdK5wo2UgypieAbcAeM3sa6DezPQnGs8/d94eVbEWC/4yviCmehjERvM6/GI59Cbg0BTERlh9eAfx9jPE0imkE+CF3vycc+z/AKxOOaZ+7/4u7v9rdrwDuIliblLQRMzsTIPwaZ4mdLE86Ny8yJtC5uUk8OjdHj0nn5tYx6dy8DC2HJDeN7gO2m9l5ZlYg+HToNjP7WeBNwDtr6zVSENM2mFv382+B7ycc0/9z9zPc/Vx3PxeYcve4uu41+h3V/oMxgnKfhxs/RDwxEaypeV14zI8Q73/GjWKCoMTn79x9JsZ4msW02swuCI95A8GMSKIxmdkmgLC07gPAn8YYUyO3AdeF168DvpxgLCKdonPzwmPSuTlCTOjcHDUmnZuj0bl5MTwF3a8WcwFeAdxRd/tG4Ma6208DGxKI62qC/9yeAP5rOFYObz8QXv5HkjERfMjxHeAhgpPD56jr6JjU7+mU+2Pr4Njk7/a1ut/RZ4HBFMS0huAT2YeAfyH4VDTxvxtBx72r4oylxe/preHv6HthbM9PQUy/S3BCfxx4fwK/p88D+4FZglmH9wDrgTuBYeCfgHUJx/PW8HqR4FP/O+KKR5cl+7vq3LzAmHRujvx307k54t9N5+ZIMenc3Dqerjo3W/iDdC0L9rHaDVxJUIJwH/Dv3f2R8P6nCdpcH0osSBERkRVE52YREUlS15cru3uZoOPfHQSfwNzq7o+Y2S+GXdu2Ag+a2V8kGaeIiMhKoXOziIgkqetnckVERERERERqun4mV0RERERERKRGSa6IiIiIiIgsG0pyRUREREREZNno6iTXzCaSjkFERERO0LlZRESS1tVJroiIiIiIiEi9rk9yzWzQzO40s++a2UNmdk04fq6ZPWZmf25mj5jZP5pZX9LxioiILHc6N4uISJK6eguhsCRqDdDv7mNmtgG4G9gOPA/YQ7DZ/ANmditwm7t/NrGARUREljmdm0VEJGm5pANYAgb8tpm9BqgCW4DN4X1PufsD4fX7gXNjj05ERGTl0blZREQSsxyS3J8CNgKXu/usmT0N9Ib3FeuOqwAqiRIREek8nZtFRCQxXb8mF1gNjIYn0dcRlEKJiIhIcnRuFhGRxHTtTK6Z5Qg+Df4c8BUzewjYBXw/0cBERERWKJ2bRUQkDbq28ZSZ/RDw5+5+RdKxiIiIiM7NIiKSDl1Zrmxm/wn4PPDfko5FREREdG4WEZH06NqZXBEREREREZFTdc1MrpmdbWZfN7NHww3kfykcX2dmO81sOPy6Nhx/oZn9i5kVzexXTnmsXzKzh8PHeX8CP46IiEhX03lZRETSqmuSXKAM/Bd3vwh4OfA+M7sI+CBwp7tvB+4MbwMcAX4R+L36BzGzS4CfA64Afgh4i5lti+dHEBERWTZ0XhYRkVTqmiTX3fe7+3fD6+PAYwSby18D3BIedgtwbXjMqLvfB8ye8lAXAve4+5S7l4FvAv+u8z+BiIjI8qHzsoiIpFXXJLn1zOxc4CXAPcBmd98f3nUA2Nzi2x8GXm1m682sH7gaOLtTsYqIiCx3Oi+LiEiadN0+uWY2CPwt8H53HzOzufvc3c2saSctd3/MzH4H+EdgEngAqHQuYhERkeVL52UREUmbrprJNbM8wYn0c+7+xXB4xMzODO8/Exht9Tju/pfufrm7vwY4CuzuVMwiIiLLlc7LIiKSRl2T5Frw0fBfAo+5+8fr7roNuC68fh3w5QiPtSn8eg7Bup+/XtpoRUREljedl0VEJK26Zp9cM/th4FvAQ0A1HP51gvU/twLnAM8Ab3f3I2Z2BrALWBUePwFcFJZSfQtYT9D84pfd/c5YfxgREZEup/OyiIikVdckuSIiIiIiIiKtdE25soiIiIiIiEgrSnJFRERERERk2VCSKyIiIiIiIsuGklwRERERERFZNpTkioiIiIiIyLKhJFdERERERESWDSW5IiIiIiIismwoyRUREREREZFl4/8HLr5c7xcXUnYAAAAASUVORK5CYII=\n", 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\n", 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        " ] @@ -656,7 +660,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.9" + "version": "3.7.4" } }, "nbformat": 4, diff --git a/rdtools/availability.py b/rdtools/availability.py index 675d8f55..72c1ac5c 100644 --- a/rdtools/availability.py +++ b/rdtools/availability.py @@ -39,13 +39,14 @@ class AvailabilityAnalysis: ---------- power_system : pd.Series Timeseries total system power. In the typical case, this is meter - power data. + power data. Should be a right-labeled interval average (this is what + is typically recorded in many DAS). power_subsystem : pd.DataFrame Timeseries power data, one column per subsystem. In the typical case, this is inverter AC power data. Each column is assumed to represent a subsystem, so no extra columns may be included. The index must - match ``power_system``. + match ``power_system``. Should be a right-labeled interval average. energy_cumulative : pd.Series Timeseries cumulative energy data for the entire system (e.g. meter). @@ -61,7 +62,8 @@ class AvailabilityAnalysis: are well calibrated and there is no risk of data gaps. However, because full system outages often cause weather data to be lost as well, it may be more useful to use data from an independent weather station or - satellite-based weather provider. + satellite-based weather provider. Should be a right-labeled interval + average. Attributes ---------- diff --git a/rdtools/normalization.py b/rdtools/normalization.py index b04a5278..61f43a11 100644 --- a/rdtools/normalization.py +++ b/rdtools/normalization.py @@ -41,7 +41,7 @@ def normalize_with_expected_power(pv, power_expected, poa_global, freq = check_series_frequency(pv, 'pv') if pv_input == 'power': - energy = energy_from_power(pv, freq) + energy = energy_from_power(pv, freq, power_type='right_labeled') elif pv_input == 'energy': energy = pv.copy() energy.name = 'energy_Wh' @@ -56,8 +56,8 @@ def normalize_with_expected_power(pv, power_expected, poa_global, power_expected = interpolate(power_expected, pv.index) poa_global = interpolate(poa_global, pv.index) - energy_expected = energy_from_power(power_expected, freq) - insolation = energy_from_power(poa_global, freq) + energy_expected = energy_from_power(power_expected, freq, power_type='right_labeled') + insolation = energy_from_power(poa_global, freq, power_type='right_labeled') energy_normalized = energy / energy_expected @@ -465,17 +465,19 @@ def t_step_nanoseconds(time_series): return t_steps -def energy_from_power(power, target_frequency=None, max_timedelta=None): +def energy_from_power(power, target_frequency=None, max_timedelta=None, power_type='right_labeled'): ''' Returns a regular right-labeled energy time series in units of Wh per - interval from an instantaneous power time series. NaN is filled where the - gap between input data points exceeds `max_timedelta`. Power_series should + interval from a power time series. For instantaneous timeseries, a + trapezoidal sum is used. For right labeled time series, a rectangular sum + is used. NaN is filled where the gap between input data points exceeds + `max_timedelta`. Power_series should be given in Watts. Parameters ---------- power : pd.Series - Instantaneous time series of power in Watts + Time series of power in Watts target_frequency : DatetimeOffset or frequency string, default None The frequency of the energy time series to be returned. If omitted, use the median timestep of `power`, or if `power` has @@ -486,12 +488,15 @@ def energy_from_power(power, target_frequency=None, max_timedelta=None): returned for that interval. If omitted, `max_timedelta` is set internally to the median time delta in `power`. Ignored when `power` has fewer than two elements. + power_type : {'right_labeled', 'instantaneous'} + The labeling convention used in power. Default: 'right_labeled' Returns ------- pd.Series right-labeled energy in Wh per interval ''' + if not isinstance(power.index, pd.DatetimeIndex): raise ValueError('power must be a pandas series with a ' 'DatetimeIndex') @@ -499,6 +504,9 @@ def energy_from_power(power, target_frequency=None, max_timedelta=None): if len(power) <= 1: # just one value, doesn't make sense to interpolate or trapz aggregate. # use the index frequency to determine the appropriate timescale + if power_type == 'instantaneous': + raise ValueError("power_type='instantaneous' is incompatible with single element " + "power. Use power_type='right-labeled'") if target_frequency is None: if power.index.freq is None: raise ValueError('Could not determine period of input power') @@ -523,7 +531,8 @@ def energy_from_power(power, target_frequency=None, max_timedelta=None): max_interval_nanoseconds = median_step_ns else: max_interval_nanoseconds = max_timedelta.total_seconds() * 10.0**9 - + # set max_timedelta for use in interpolate and _aggregate + max_timedelta = pd.to_timedelta(f'{max_interval_nanoseconds} nanos') try: freq_interval_size_ns = \ pd.tseries.frequencies.to_offset(target_frequency).nanos @@ -538,27 +547,9 @@ def energy_from_power(power, target_frequency=None, max_timedelta=None): else: raise - # Upsampling case if freq_interval_size_ns <= median_step_ns: - resampled = interpolate(power, target_frequency, max_timedelta) - - moving_average = (resampled + resampled.shift()) / 2.0 - - energy = moving_average * t_step_nanoseconds(moving_average) \ - / 10.0**9 / 3600.0 - - # Drop first row with work around for pandas issue #18031 - if energy.index.tz is None: - energy = energy.drop(energy.index[0]) - else: - tz = str(energy.index.tz) - energy.index = energy.index.tz_convert('UTC') - energy = energy.drop(energy.index[0]) - energy.index = energy.index.tz_convert(tz) - - # Downsampling case - elif freq_interval_size_ns > median_step_ns: - energy = trapz_aggregate(power, target_frequency, max_timedelta) + power = interpolate(power, target_frequency, max_timedelta) + energy = _aggregate(power, target_frequency, max_timedelta, power_type) # Set the frequency if we can try: @@ -575,12 +566,13 @@ def energy_from_power(power, target_frequency=None, max_timedelta=None): return energy -def trapz_aggregate(time_series, target_frequency, max_timedelta=None): +def _aggregate(time_series, target_frequency, max_timedelta, series_type): ''' Returns a right-labeled series with frequency target_frequency generated by - aggregating `time_series` with the trapezoidal rule (in units of hours). - If any interval in `time_series` is greater than `max_timedelta`, it is - ommitted from the sum. + aggregating `time_series` (in units of hours). For instantaneous timeseries, + a trapezoidal sum is used. For right labeled time series, a rectangular sum + is used. If any interval in `time_series` is greater than `max_timedelta`, + it is omitted from the sum. Parameters ---------- @@ -590,33 +582,61 @@ def trapz_aggregate(time_series, target_frequency, max_timedelta=None): max_timedelta : pd.Timedelta, default None The maximum allowed gap between power measurements. If the gap between consecutive power measurements exceeds `max_timedelta`, no energy value - will be returned for that interval. If omitted, `max_timedelta` is set - internally to the median time delta in `time_series`. + will be returned for that interval. + series_type : {'right_labeled', 'instantaneous'} + The labeling convention of time_series + Returns ------- pd.Series - right-labeled energy in Wh per interval + right-labeled aggregated time_series in _*hours per interval ''' - values = time_series.values - timestamps = time_series.index.astype('int64').values + #series that has same index as desired output + output_dummy = time_series.resample(target_frequency, + closed='right', + label='right').sum() + + union_index = time_series.index.union(output_dummy.index) + time_series = time_series.dropna() - t_diffs = np.diff(timestamps) + values = time_series.values - if max_timedelta is None: - max_interval_nanoseconds = np.median(t_diffs) + # Identify gaps (including from nans) bigger than max_time_delta + timestamps = time_series.index.astype('int64').values + timestamps = pd.Series(timestamps, index=time_series.index) + t_diffs = timestamps.diff() + # Keep track of the gap size but with refilled NaNs and new + # timestamps from target freq + t_diffs = t_diffs.reindex(union_index, method='bfill') + + max_interval_nanoseconds = max_timedelta.total_seconds() * 10.0**9 + + gap_mask = t_diffs > max_interval_nanoseconds + + time_series = time_series.reindex(union_index) + t_diffs = np.diff(time_series.index.astype('int64').values) + t_diffs_hours = t_diffs / 10**9 / 3600.0 + if series_type == 'instantaneous': + # interpolate with trapz sum + time_series = time_series.interpolate(method='time') + time_series[gap_mask] = np.nan + values = time_series.values + series_sum = (values[1:] + values[:-1]) / 2 * t_diffs_hours + elif series_type == 'right_labeled': + # bfill and rectangular sum + time_series = time_series.bfill() + time_series[gap_mask] = np.nan + values = time_series.values + series_sum = values[1:] * t_diffs_hours else: - max_interval_nanoseconds = max_timedelta.total_seconds() * 10.0**9 - - # in x*hours - trap_sum = (values[1:] + values[:-1]) / 2 * t_diffs / 10**9 / 3600.0 - - trap_sum[t_diffs > max_interval_nanoseconds] = np.nan + raise ValueError("series_type must be either 'instantaneous' or 'right_labeled', " + "not '{}'".format(series_type)) - trap_sum = pd.Series(data=trap_sum, index=time_series.index[1:]) + series_sum = pd.Series(data=series_sum, index=time_series.index[1:]) - aggregated = trap_sum.resample(target_frequency, + aggregated = series_sum.resample(target_frequency, closed='right', label='right').sum(min_count=1) diff --git a/rdtools/test/energy_from_power_test.py b/rdtools/test/energy_from_power_test.py index 89abde4a..7d61cf56 100644 --- a/rdtools/test/energy_from_power_test.py +++ b/rdtools/test/energy_from_power_test.py @@ -4,142 +4,69 @@ import pytest -# Tests for resampling at same frequency -def test_energy_from_power_calculation(): - power_times = pd.date_range('2018-04-01 12:00', '2018-04-01 13:00', freq='15T') - result_times = power_times[1:] - power_series = pd.Series(data=4.0, index=power_times) - expected_energy_series = pd.Series(data=1.0, index=result_times) - expected_energy_series.name = 'energy_Wh' +@pytest.fixture +def times(): + return pd.date_range(start='20200101 12:00', end='20200101 13:00', freq='15T') - result = energy_from_power(power_series, max_timedelta=pd.to_timedelta('15 minutes')) - pd.testing.assert_series_equal(result, expected_energy_series) +@pytest.fixture +def power(times): + return pd.Series([1.0, 2.0, 3.0, 2.0, 1.0], index=times) -def test_energy_from_power_max_interval(): - power_times = pd.date_range('2018-04-01 12:00', '2018-04-01 13:00', freq='15T') - result_times = power_times[1:] - power_series = pd.Series(data=4.0, index=power_times) - expected_energy_series = pd.Series(data=np.nan, index=result_times) - expected_energy_series.name = 'energy_Wh' - - result = energy_from_power(power_series, max_timedelta=pd.to_timedelta('5 minutes')) - - # We expect series of NaNs, because max_interval_hours is smaller than the - # time step of the power time series - pd.testing.assert_series_equal(result, expected_energy_series) - - -def test_energy_from_power_validation(): - power_series = pd.Series(data=[4.0] * 4) - with pytest.raises(ValueError): - energy_from_power(power_series, max_timedelta=pd.to_timedelta('15 minutes')) - - -def test_energy_from_power_single_argument(): - power_times = pd.date_range('2018-04-01 12:00', '2018-04-01 15:00', freq='15T') - result_times = power_times[1:] - power_series = pd.Series(data=4.0, index=power_times) - missing = pd.to_datetime('2018-04-01 13:00:00') - power_series = power_series.drop(missing) - - expected_energy_series = pd.Series(data=1.0, index=result_times) - expected_nan = [missing] - expected_nan.append(pd.to_datetime('2018-04-01 13:15:00')) - expected_energy_series.loc[expected_nan] = np.nan - expected_energy_series.name = 'energy_Wh' - - # Test that the result has the expected missing timestamp based on median timestep - result = energy_from_power(power_series) - pd.testing.assert_series_equal(result, expected_energy_series) - - -# Tests for downsampling -def test_energy_from_power_downsample(): - times = pd.date_range('2018-04-01 12:00', '2018-04-01 13:00', freq='15T') - time_series = pd.Series(data=[1.0, 2.0, 3.0, 4.0, 5.0], index=times) - - expected_energy_series = pd.Series(index=[pd.to_datetime('2018-04-01 13:00:00')], - data=3.0, name='energy_Wh') - expected_energy_series.index.freq = '60T' - result = energy_from_power(time_series, '60T') - pd.testing.assert_series_equal(result, expected_energy_series) - - -def test_energy_from_power_downsample_max_timedelta_exceeded(): - times = pd.date_range('2018-04-01 12:00', '2018-04-01 13:00', freq='15T') - time_series = pd.Series(data=[1.0, 2.0, 3.0, 4.0, 5.0], index=times) - - expected_energy_series = pd.Series(index=[pd.to_datetime('2018-04-01 13:00:00')], - data=1.5, name='energy_Wh') - expected_energy_series.index.freq = '60T' - result = energy_from_power(time_series.drop(time_series.index[2]), '60T', pd.to_timedelta('15 minutes')) - pd.testing.assert_series_equal(result, expected_energy_series) - - -def test_energy_from_power_downsample_max_timedelta_not_exceeded(): - times = pd.date_range('2018-04-01 12:00', '2018-04-01 13:00', freq='15T') - time_series = pd.Series(data=[1.0, 2.0, 3.0, 4.0, 5.0], index=times) - - expected_energy_series = pd.Series(index=[pd.to_datetime('2018-04-01 13:00:00')], - data=3.0, name='energy_Wh') - expected_energy_series.index.freq = '60T' - result = energy_from_power(time_series.drop(time_series.index[2]), '60T', pd.to_timedelta('60 minutes')) - pd.testing.assert_series_equal(result, expected_energy_series) - - -def test_energy_from_power_for_issue_107(): - times = pd.date_range('2018-04-01 12:00', '2018-04-01 16:00', freq='15T') - dc_power = pd.Series(index=times, data=1.0) - dc_power = dc_power.drop(dc_power.index[5:12]) - - expected_times = pd.date_range('2018-04-01 13:00', '2018-04-01 16:00', freq='60T') - expected_energy_series = pd.Series(index=expected_times, - data=[1.0, np.nan, np.nan, 1.0], - name='energy_Wh') - result = energy_from_power(dc_power, '60T') - pd.testing.assert_series_equal(result, expected_energy_series) +def test_energy_from_power_single_arg(power): + expected = power.iloc[1:]*0.25 + expected.name = 'energy_Wh' + result = energy_from_power(power) + pd.testing.assert_series_equal(result, expected) -# Tests for upsampling -def test_energy_from_power_upsample(): - times = pd.date_range('2018-04-01 12:00', '2018-04-01 13:30', freq='30T') - time_series = pd.Series(data=[1.0, 3.0, 5.0, 6.0], index=times) +def test_energy_from_power_instantaneous(power): + expected = (0.25*(power + power.shift())/2).dropna() + expected.name = 'energy_Wh' + result = energy_from_power(power, power_type='instantaneous') + pd.testing.assert_series_equal(result, expected) - expected_result_times = pd.date_range('2018-04-01 12:15', '2018-04-01 13:30', freq='15T') - expected_energy_series = pd.Series(index=expected_result_times, - data=[0.375, 0.625, 0.875, 1.125, 1.3125, 1.4375], - name='energy_Wh') - result = energy_from_power(time_series, '15T', pd.to_timedelta('30 minutes')) - pd.testing.assert_series_equal(result, expected_energy_series) +def test_energy_from_power_max_timedelta_inference(power): + expected = power.iloc[1:]*0.25 + expected.name = 'energy_Wh' + expected.iloc[:2] = np.nan + result = energy_from_power(power.drop(power.index[1])) + pd.testing.assert_series_equal(result, expected) -def test_energy_from_power_upsample_maxtimedelta_not_exceeded(): - times = pd.date_range('2018-04-01 12:00', '2018-04-01 13:30', freq='30T') - time_series = pd.Series(data=[1.0, 3.0, 5.0, 6.0], index=times) +def test_energy_from_power_max_timedelta(power): + expected = power.iloc[1:]*0.25 + expected.name = 'energy_Wh' + result = energy_from_power(power.drop(power.index[1]), + max_timedelta=pd.to_timedelta('30 minutes')) + pd.testing.assert_series_equal(result, expected) - expected_result_times = pd.date_range('2018-04-01 12:15', '2018-04-01 13:30', freq='15T') - expected_energy_series = pd.Series(index=expected_result_times, - data=[0.375, 0.625, 0.875, 1.125, 1.3125, 1.4375], - name='energy_Wh') - result = energy_from_power(time_series.drop(time_series.index[1]), '15T', pd.to_timedelta('60 minutes')) - pd.testing.assert_series_equal(result, expected_energy_series) +def test_energy_from_power_upsample(power): + expected = power.resample('10T').asfreq().interpolate()/6 + expected = expected.iloc[1:] + expected.name = 'energy_Wh' + result = energy_from_power(power, target_frequency='10T') + pd.testing.assert_series_equal(result, expected) -def test_energy_from_power_upsample_maxtimedelta_exceeded(): - times = pd.date_range('2018-04-01 12:00', '2018-04-01 13:30', freq='30T') - time_series = pd.Series(data=[1.0, 3.0, 5.0, 6.0], index=times) +def test_energy_from_power_downsample(power): + expected = power.resample('20T').asfreq() + expected = expected.iloc[1:] + expected = pd.Series([0.75, 0.833333333, 0.416666667], index=expected.index) + expected.name = 'energy_Wh' + result = energy_from_power(power, target_frequency='20T') + pd.testing.assert_series_equal(result, expected) - expected_result_times = pd.date_range('2018-04-01 12:15', '2018-04-01 13:30', freq='15T') - expected_energy_series = pd.Series(index=expected_result_times, - data=[np.nan, np.nan, np.nan, np.nan, 1.3125, 1.4375], - name='energy_Wh') - result = energy_from_power(time_series.drop(time_series.index[1]), '15T', pd.to_timedelta('30 minutes')) - pd.testing.assert_series_equal(result, expected_energy_series) +def test_energy_from_power_max_timedelta_edge_case(): + times = pd.date_range('2020-01-01 12:00', periods=4, freq='15T') + power = pd.Series(1, index=times) + power = power.drop(power.index[2]) + result = energy_from_power(power, '30T', max_timedelta=pd.to_timedelta('20 minutes')) + assert result.isnull().all() def test_energy_from_power_single_value_input(): @@ -158,6 +85,14 @@ def test_energy_from_power_single_value_input_no_freq(): energy_from_power(power) +def test_energy_from_power_single_value_instantaneous(): + power = pd.Series([1], pd.date_range('2019-01-01', periods=1, freq='15T')) + power.index.freq = None + match = "power_type='instantaneous' is incompatible with single element power. Use power_type='right-labeled'" + with pytest.raises(ValueError, match=match): + energy_from_power(power, power_type='instantaneous') + + def test_energy_from_power_single_value_with_target(): times = pd.date_range('2019-01-01', freq='15T', periods=1) power = pd.Series([100.], index=times) diff --git a/rdtools/test/normalization_pvwatts_test.py b/rdtools/test/normalization_pvwatts_test.py index def9affd..56071a3d 100644 --- a/rdtools/test/normalization_pvwatts_test.py +++ b/rdtools/test/normalization_pvwatts_test.py @@ -54,7 +54,7 @@ def setUp(self): # define an irregular pandas series times = pd.DatetimeIndex(['2012-01-01 12:00', '2012-01-01 12:05', '2012-01-01 12:06', - '2012-01-01 12:09']) + '2012-01-01 12:09']) data = [1, 2, 3, 4] self.irregular_timeseries = pd.Series(data=data, index=times) @@ -91,6 +91,7 @@ def test_normalization_with_pvw(self): with pytest.warns(rdtoolsDeprecationWarning): corr_energy, insolation = normalize_with_pvwatts(self.energy, pvw_kws) + corr_energy = corr_energy.reindex(self.energy.index) # Test output is same frequency and length as energy self.assertEqual(corr_energy.index.freq, self.energy.index.freq) @@ -106,6 +107,7 @@ def test_normalization_with_pvw(self): self.energy.index.freq = None with pytest.warns(rdtoolsDeprecationWarning): corr_energy, insolation = normalize_with_pvwatts(self.energy, pvw_kws) + corr_energy = corr_energy.reindex(self.energy.index) self.assertTrue(np.isnan(corr_energy.iloc[0])) # first value should be nan self.assertTrue((corr_energy.iloc[1:] == 1.0).all()) # rest should be 1 diff --git a/rdtools/test/normalization_sapm_test.py b/rdtools/test/normalization_sapm_test.py index e1bb65be..07266743 100644 --- a/rdtools/test/normalization_sapm_test.py +++ b/rdtools/test/normalization_sapm_test.py @@ -74,7 +74,7 @@ def setUp(self): # define an irregular pandas series times = pd.DatetimeIndex(['2012-01-01 12:00', '2012-01-01 12:05', '2012-01-01 12:06', - '2012-01-01 12:09']) + '2012-01-01 12:09']) data = [1, 2, 3, 4] self.irregular_timeseries = pd.Series(data=data, index=times) @@ -104,7 +104,8 @@ def test_normalization_with_sapm(self): # Test output is same frequency and length as energy self.assertEqual(corr_energy.index.freq, self.energy.index.freq) - self.assertEqual(len(corr_energy), len(self.energy)) + # Expected behavior is to have a nan at energy.index[0] + self.assertEqual(len(corr_energy.dropna()), len(self.energy)-1) # Test for valueError when energy frequency can't be inferred with self.assertRaises(ValueError): diff --git a/rdtools/test/normalize_with_expected_power_test.py b/rdtools/test/normalize_with_expected_power_test.py index 70d82588..79d6ded4 100644 --- a/rdtools/test/normalize_with_expected_power_test.py +++ b/rdtools/test/normalize_with_expected_power_test.py @@ -48,24 +48,12 @@ def irradiance_30(times_30): def test_normalize_with_expected_power_uniform_frequency(pv_15, expected_15, irradiance_15): norm, insol = normalize_with_expected_power( pv_15, expected_15, irradiance_15) - expected_norm = pd.Series( - {Timestamp('2020-01-01 12:15:00', freq='15T'): 1.0, - Timestamp('2020-01-01 12:30:00', freq='15T'): 1.0784313725490198, - Timestamp('2020-01-01 12:45:00', freq='15T'): 1.0612244897959184, - Timestamp('2020-01-01 13:00:00', freq='15T'): 1.0487804878048783} - ) - expected_norm.name = 'energy_Wh' - expected_norm.index.freq = '15T' - expected_insol = pd.Series( - {Timestamp('2020-01-01 12:15:00', freq='15T'): 231.25, - Timestamp('2020-01-01 12:30:00', freq='15T'): 225.0, - Timestamp('2020-01-01 12:45:00', freq='15T'): 240.625, - Timestamp('2020-01-01 13:00:00', freq='15T'): 233.125} - ) + expected_norm = pv_15.iloc[1:]/expected_15.iloc[1:] + expected_norm.name = 'energy_Wh' + expected_insol = irradiance_15.iloc[1:]*0.25 expected_insol.name = 'energy_Wh' - expected_insol.index.freq = '15T' pd.testing.assert_series_equal(norm, expected_norm) pd.testing.assert_series_equal(insol, expected_insol) @@ -74,27 +62,13 @@ def test_normalize_with_expected_power_uniform_frequency(pv_15, expected_15, irr def test_normalize_with_expected_power_energy_option(pv_15, expected_15, irradiance_15): norm, insol = normalize_with_expected_power( pv_15, expected_15, irradiance_15, pv_input='energy') - expected_norm = pd.Series( - {Timestamp('2020-01-01 12:00:00', freq='15T'): np.nan, - Timestamp('2020-01-01 12:15:00', freq='15T'): 5.714285714285714, - Timestamp('2020-01-01 12:30:00', freq='15T'): 4.705882352941177, - Timestamp('2020-01-01 12:45:00', freq='15T'): 3.5918367346938775, - Timestamp('2020-01-01 13:00:00', freq='15T'): 4.097560975609756} - ) + expected_norm = pv_15/(0.25*expected_15.iloc[1:]) expected_norm.name = 'energy_Wh' - expected_norm.index.freq = '15T' - - expected_insol = pd.Series( - {Timestamp('2020-01-01 12:00:00', freq='15T'): np.nan, - Timestamp('2020-01-01 12:15:00', freq='15T'): 231.25, - Timestamp('2020-01-01 12:30:00', freq='15T'): 225.0, - Timestamp('2020-01-01 12:45:00', freq='15T'): 240.625, - Timestamp('2020-01-01 13:00:00', freq='15T'): 233.125} - ) + expected_insol = irradiance_15.iloc[1:]*0.25 + expected_insol = expected_insol.reindex(expected_norm.index) expected_insol.name = 'energy_Wh' - expected_insol.index.freq = '15T' pd.testing.assert_series_equal(norm, expected_norm) pd.testing.assert_series_equal(insol, expected_insol) @@ -104,21 +78,19 @@ def test_normalize_with_expected_power_low_freq_pv(pv_30, expected_15, irradianc norm, insol = normalize_with_expected_power( pv_30, expected_15, irradiance_15) - expected_norm = pd.Series( - {Timestamp('2020-01-01 12:30:00', freq='30T'): 0.9302325581395349, - Timestamp('2020-01-01 13:00:00', freq='30T'): 1.1333333333333333} - ) - + pv_energy = pv_30.iloc[1:]*0.5 + expected_energy = expected_15.iloc[1:]*0.25 + # aggregate to 30 min level + expected_energy = expected_energy.rolling(2).sum() + expected_energy = expected_energy.reindex(pv_energy.index) + expected_norm = pv_energy/expected_energy expected_norm.name = 'energy_Wh' - expected_norm.index.freq = '30T' - - expected_insol = pd.Series( - {Timestamp('2020-01-01 12:30:00', freq='30T'): 456.25, - Timestamp('2020-01-01 13:00:00', freq='30T'): 473.75} - ) + expected_insol = irradiance_15.iloc[1:]*0.25 + # aggregate to 30 min level + expected_insol = expected_insol.rolling(2).sum() + expected_insol = expected_insol.reindex(pv_energy.index) expected_insol.name = 'energy_Wh' - expected_insol.index.freq = '30T' pd.testing.assert_series_equal(norm, expected_norm) pd.testing.assert_series_equal(insol, expected_insol) @@ -128,25 +100,14 @@ def test_normalized_with_expected_power_low_freq_expected(pv_15, expected_30, ir norm, insol = normalize_with_expected_power( pv_15, expected_30, irradiance_30) - expected_norm = pd.Series( - {Timestamp('2020-01-01 12:15:00', freq='15T'): 1.09375, - Timestamp('2020-01-01 12:30:00', freq='15T'): 1.1458333333333335, - Timestamp('2020-01-01 12:45:00', freq='15T'): 1.0000000000000002, - Timestamp('2020-01-01 13:00:00', freq='15T'): 0.9772727272727274} - ) - + expected_15 = expected_30.reindex(pv_15.index).interpolate() + expected_energy = expected_15.iloc[1:]*0.25 + expected_norm = pv_15.iloc[1:]*0.25/expected_energy expected_norm.name = 'energy_Wh' - expected_norm.index.freq = '15T' - - expected_insol = pd.Series( - {Timestamp('2020-01-01 12:15:00', freq='15T'): 246.875, - Timestamp('2020-01-01 12:30:00', freq='15T'): 240.625, - Timestamp('2020-01-01 12:45:00', freq='15T'): 233.75, - Timestamp('2020-01-01 13:00:00', freq='15T'): 226.25} - ) + irradiance_15 = irradiance_30.reindex(pv_15.index).interpolate() + expected_insol = irradiance_15.iloc[1:]*0.25 expected_insol.name = 'energy_Wh' - expected_insol.index.freq = '15T' pd.testing.assert_series_equal(norm, expected_norm) pd.testing.assert_series_equal(insol, expected_insol) From 8a74fd3531af68fe972a6dffc5d040ba03f2ea8a Mon Sep 17 00:00:00 2001 From: Kevin Anderson <57452607+kanderso-nrel@users.noreply.github.com> Date: Fri, 16 Oct 2020 16:17:36 -0600 Subject: [PATCH 142/146] Issue cleanup for 2.0.0 release, part 3 (#218) * don't count _deprecation.py for test coverage * allow pvlib 0.8.x in setup.py * add max versions to core requirements in setup.py * update index.rst to use norm_with_exp_power instead of _pvwatts * fix deg&soiling example link * fix notebook github URL mapping * first cut at changelog cleanup * delete pre-merge changelog files * fix scipy max version * remove dependency upper bounds in setup.py * Update docs/sphinx/source/changelog/v2.0.0.rst Co-authored-by: Michael Deceglie Co-authored-by: Michael Deceglie --- .coveragerc | 3 +- docs/sphinx/source/changelog.rst | 4 +- docs/sphinx/source/changelog/pending.rst | 70 ---------------- docs/sphinx/source/changelog/pre_2.0.0.rst | 79 +++++++++++++++++++ .../changelog/{v2.0.0b0.rst => v2.0.0.rst} | 57 ++++++++----- docs/sphinx/source/conf.py | 15 +++- docs/sphinx/source/index.rst | 9 ++- setup.py | 2 +- 8 files changed, 138 insertions(+), 101 deletions(-) delete mode 100644 docs/sphinx/source/changelog/pending.rst create mode 100644 docs/sphinx/source/changelog/pre_2.0.0.rst rename docs/sphinx/source/changelog/{v2.0.0b0.rst => v2.0.0.rst} (70%) diff --git a/.coveragerc b/.coveragerc index bc5c5271..3bbac921 100644 --- a/.coveragerc +++ b/.coveragerc @@ -1,6 +1,7 @@ [run] omit = - # _version.py doesn't count + # _version.py doesn't count, same for _deprecation.py rdtools/_version.py + rdtools/_deprecation.py # omit the test files themselves rdtools/test/* diff --git a/docs/sphinx/source/changelog.rst b/docs/sphinx/source/changelog.rst index 26d47df2..f99652cd 100644 --- a/docs/sphinx/source/changelog.rst +++ b/docs/sphinx/source/changelog.rst @@ -1,6 +1,6 @@ RdTools Change Log ================== -.. include:: changelog/pending.rst -.. include:: changelog/v2.0.0b0.rst +.. include:: changelog/v2.0.0.rst +.. include:: changelog/pre_2.0.0.rst diff --git a/docs/sphinx/source/changelog/pending.rst b/docs/sphinx/source/changelog/pending.rst deleted file mode 100644 index e3c3c2d4..00000000 --- a/docs/sphinx/source/changelog/pending.rst +++ /dev/null @@ -1,70 +0,0 @@ -************************ -Pending -************************ -These changes are not yet part of a tagged release, but are available in the -`development branch on github `_. - -API Changes ------------ -* Change the column names 'slope', 'slope_low', and 'slope_high' to 'soiling_rate', - 'soiling_rate_low', and 'soiling_rate_high' in ``calc_info['soiling_interval_summary']`` - returned from :py:meth:`~rdtools.soiling.SRRAnalysis.run()` and :py:func:`rdtools.soiling.soiling_srr()` (:pull:`193`). -* Remove :py:mod:`~rdtools.soiling` from default imports and emit warning when - importing it (:pull:`213`) - - -Deprecations ------------- -* The functions :py:func:`~rdtools.normalization.pvwatts_dc_power`, - :py:func:`~rdtools.normalization.sapm_dc_power`, - :py:func:`~rdtools.normalization.normalize_with_pvwatts`, and - :py:func:`~rdtools.normalization.normalize_with_sapm` have been deprecated - in favor of :py:func:`~rdtools.normalization.normalize_with_expected_power`. - (:pull:`215`) - - -Enhancements ------------- -* Add new function :py:func:`~rdtools.soiling.monthly_soiling_rates` (:pull:`193`). -* Add new function :py:func:`~rdtools.soiling.annual_soiling_ratios` (:pull:`193`, :pull:`207`). -* Create new module :py:mod:`~rdtools.availability` and class - :py:class:`~rdtools.availability.AvailabilityAnalysis` for estimating - timeseries system availability (:pull:`131`) -* Create new plotting function :py:func:`~rdtools.plotting.availability_summary_plots` - (:pull:`131`) - - -Bug fixes ---------- -* Pass ``min_interval_length`` through from :py:func:`~rdtools.soiling.soiling_srr` - to :py:class:`~rdtools.soiling.SRRAnalysis` (:issue:`201`, :pull:`208`) -* Allow single-value timeseries input to :py:func:`~rdtools.normalization.energy_from_power`, - (:issue:`206`, :pull:`212`) - - -Testing -------- -* Add automated tests based on the minimum dependency versions (:pull:`197`) - -Documentation -------------- -* Update landing page and add new "Inverter Downtime" documentation page - based on the availability notebook (:pull:`131`) - -Requirements ------------- -* Increase minimum matplotlib version from 2.2.2 (released March 17, 2018) - to 3.0.0 (released September 18, 2018) (:pull:`197`) -* Increase minimum numpy version from 1.12 (released January 15, 2017) to - 1.15 (released July 23, 2018) (:pull:`197`) - -Example Updates ---------------- -* :py:func:`~rdtools.soiling.monthly_soiling_rates` added to degradation_and_soiling_example_pvdaq_4.ipynb -* Add new ``system_availability_example.ipynb`` notebook (:pull:`131`) - - -Contributors ------------- -* Kevin Anderson (:ghuser:`kanderso-nrel`) -* Mike Deceglie (:ghuser:`mdeceglie`) diff --git a/docs/sphinx/source/changelog/pre_2.0.0.rst b/docs/sphinx/source/changelog/pre_2.0.0.rst new file mode 100644 index 00000000..1e976bf1 --- /dev/null +++ b/docs/sphinx/source/changelog/pre_2.0.0.rst @@ -0,0 +1,79 @@ + +*********************** +v1.2.3 (April 12, 2020) +*********************** + +- Updates dependencies +- Versioneer bug fix +- Licence update + + +************************* +v1.2.2 (October 12, 2018) +************************* + +Patch that adds author email to enable pypi deployment + + +************************* +v1.2.1 (October 12, 2018) +************************* + +This update includes automated testing and deployment to support development +along with some bug fixes to the library itself, a documented environment for +the example notebook, and new example results to reflect changes in the example +dataset. It addresses :issue:`49`, :issue:`76`, :issue:`78`, :issue:`79`, +:issue:`80`, :issue:`85`, :issue:`86`, and :issue:`92`. + + +*********************** +v1.2.0 (March 30, 2018) +*********************** + +This incorporates changes including: + +- Enables users to control confidence intervals reported in degradation calculations (:issue:`59`) +- Adds python 3 support (:issue:`56` and :issue:`67`) +- Fixes bugs (:issue:`61` :issue:`57`) +- Improvements/typo fixes to docstrings +- Fixes error in check for two years of data in degradation_year_on_year +- Improves the calculations underlying irradiance_rescale + + +************************* +v1.1.3 (December 6, 2017) +************************* + +This patch includes the following changes: + +1. Update the notebook for improved plotting with Pandas v.0.21.0 +2. Fix installation bug related to package data + + +************************* +v1.1.2 (November 6, 2017) +************************* + +This patch includes the following changes: + +1. Fix bugs in installation +2. Update requirements +3. Notebook plots made compatible with pandas v.0.21.0 + + +************************* +v1.1.1 (November 1, 2017) +************************* + +This patch: + +1. Improves documentation +2. Fixes installation requirements + + +*************************** +v1.1.0 (September 30, 2017) +*************************** + +This update includes the addition of filters, functions to support a clear-sky +workflow, and updates to the example notebook. diff --git a/docs/sphinx/source/changelog/v2.0.0b0.rst b/docs/sphinx/source/changelog/v2.0.0.rst similarity index 70% rename from docs/sphinx/source/changelog/v2.0.0b0.rst rename to docs/sphinx/source/changelog/v2.0.0.rst index c9901904..c2e7d40a 100644 --- a/docs/sphinx/source/changelog/v2.0.0b0.rst +++ b/docs/sphinx/source/changelog/v2.0.0.rst @@ -1,6 +1,6 @@ -************************ -v2.0.0b0 (July 31, 2020) -************************ +************************* +v2.0.0 (TBD, 2020) +************************* API Changes ----------- @@ -10,15 +10,9 @@ API Changes right-labeled energy with :py:func:`~rdtools.normalization.energy_from_power` before being used with these normalization functions (:pull:`105`, :pull:`108`). * Remove ``low_power_cutoff`` parameter in :py:func:`~rdtools.filtering.clip_filter` (:issue:`84`). -* Rename `soiling.srr_analysis` to :py:class:`~rdtools.soiling.SRRAnalysis` (:pull:`168`). * Double the default value of the ``max_timedelta`` in :py:func:`~rdtools.normalization.interpolate` and :py:func:`~rdtools.normalization.interpolate_series` to be twice the median timedelta (:pull:`182`). -* Support varying logic in soiling module for defining cleaning events from shifts and - precipitation with ``clean_criterion`` parameter. Behavior of ``clean_criterion='precip_and_shift'`` - has changed relative to prior versions using ``precip_clean_only=True`` (:pull:`176`). -* Remove ``random_seed`` parameter from soiling module. Functionality can be obtained by running - ``numpy.random.seed()`` outside of RdTools functions. (:pull:`176`) * Many kwargs have changed name (but not input order) to bring nomenclature into closer alignment with the `DuraMAT pv-terms project `_: (:pull:`185`) @@ -34,16 +28,37 @@ API Changes * :py:func:`~rdtools.filtering.csi_filter` first two kwargs are now ``poa_global_measured``, ``poa_global_clearsky``. * :py:func:`~rdtools.normalization.normalize_with_pvwatts` pvwatts_kws dictionary keys have been renamed. * :py:func:`~rdtools.normalization.pvwatts_dc_power` input kwargs are now ``poa_global``, ``power_dc_rated``, ``temperature_cell``, ``poa_global_ref``, ``temperature_cell_ref``, ``gamma_pdc``. + * :py:func:`~rdtools.normalization.irradiance_rescale` second kwarg is now ``irrad_sim`` + +Deprecations +------------ +* The functions :py:func:`~rdtools.normalization.pvwatts_dc_power`, + :py:func:`~rdtools.normalization.sapm_dc_power`, + :py:func:`~rdtools.normalization.normalize_with_pvwatts`, and + :py:func:`~rdtools.normalization.normalize_with_sapm` have been deprecated + in favor of :py:func:`~rdtools.normalization.normalize_with_expected_power`. + (:pull:`215`) Enhancements ------------ * Add new :py:mod:`~rdtools.soiling` module to implement the stochastic rate and - recovery method (:pull:`112`). + recovery method: + + - Create new class :py:class:`~rdtools.soiling.SRRAnalysis` and helper function + :py:func:`~rdtools.soiling.soiling_srr` (:pull:`112`, :pull:`168`, :pull:`169`, + :pull:`176`, :pull:`208`, :pull:`213`) + - Create functions :py:func:`~rdtools.soiling.monthly_soiling_rates` and + :py:func:`~rdtools.soiling.annual_soiling_ratios` (:pull:`193`, :pull:`207`) + +* Create new module :py:mod:`~rdtools.availability` with the class + :py:class:`~rdtools.availability.AvailabilityAnalysis` for estimating + timeseries system availability (:pull:`131`) * Add new function :py:func:`~rdtools.normalization.normalize_with_expected_power` (:pull:`173`). * Add new functions :py:func:`~rdtools.normalization.energy_from_power` and - :py:func:`~rdtools.normalization.interpolate` (:pull:`105`, :pull:`108`). -* Add new function :py:func:`~rdtools.filtering.normalized_filter`. -* Add new :py:mod:`~rdtools.plotting` module for generating standard plots. + :py:func:`~rdtools.normalization.interpolate` (:pull:`105`, :pull:`108`, :pull:`212`). +* Add new function :py:func:`~rdtools.filtering.normalized_filter` (:pull:`139`) +* Add new :py:mod:`~rdtools.plotting` module for generating standard plots + (:pull:`138`, :pull:`131`) * Add parameter ``convergence_threshold`` to :py:func:`~rdtools.normalization.irradiance_rescale` (:pull:`152`). * Add parameter ``warning_threshold`` to :py:func:`~rdtools.normalization.interpolate` @@ -53,26 +68,29 @@ Bug fixes --------- * Allow ``max_iterations=0`` in :py:func:`~rdtools.normalization.irradiance_rescale` (:pull:`152`). -* Fix a bug in :py:mod:`~rdtools.soiling` code that caused problems for soiling intervals - consisting solely of invalid data. (:pull:`169`) - Testing ------- * Add Python 3.7 and 3.8 to CI testing (:pull:`135`). +* Add CI configuration based on the minimum dependency versions (:pull:`197`) Documentation ------------- * Create sphinx documentation and set up ReadTheDocs (:pull:`125`). * Add guides on running tests and building sphinx docs (:pull:`136`). * Improve module-level docstrings (:pull:`137`). +* Update landing page and add new "Inverter Downtime" documentation page + based on the availability notebook (:pull:`131`) Requirements ------------ * Drop support for Python 2.7, minimum supported version is now 3.6 (:pull:`135`). -* Increase minimum pvlib version to 0.7.0. +* Increase minimum pvlib version to 0.7.0 (:pull:`170`) * Update requirements.txt and notebook_requirements.txt to avoid conflicting specifications. Taken together, they represent the complete environment for the notebook example (:pull:`164`). +* Add minimum matplotlib requirement of 3.0.0 (released September 18, 2018) (:pull:`197`) +* Increase minimum numpy version from 1.12 (released January 15, 2017) to + 1.15 (released July 23, 2018) (:pull:`197`) Example Updates --------------- @@ -80,14 +98,15 @@ Example Updates * Use :py:func:`~rdtools.filtering.normalized_filter` instead of manually filtering the normalized energy timeseries. Also updated the associated mask variable names (:pull:`139`). +* Add soiling section to the original example notebook. * Add a new example notebook that analyzes data from a PV system located at NREL's South Table Mountain campus (PVDAQ system #4) (:pull:`171`). * Explicitly register pandas datetime converters which were `deprecated `_. - +* Add new ``system_availability_example.ipynb`` notebook (:pull:`131`) + Contributors ------------ * Mike Deceglie (:ghuser:`mdeceglie`) * Kevin Anderson (:ghuser:`kanderso-nrel`) * Chris Deline (:ghuser:`cdeline`) - diff --git a/docs/sphinx/source/conf.py b/docs/sphinx/source/conf.py index c27f345b..12e9c8e9 100644 --- a/docs/sphinx/source/conf.py +++ b/docs/sphinx/source/conf.py @@ -53,7 +53,8 @@ # directories to ignore when looking for source files. # This pattern also affects html_static_path and html_extra_path. -exclude_patterns = [] +exclude_patterns = ['changelog/*'] + source_suffix = ['.rst', '.md'] @@ -159,6 +160,12 @@ def make_github_url(pagename): URL_BASE = "https://github.com/nrel/rdtools/blob/{}/".format(branch) + # map notebook pagenames to source files on github + notebook_map = { + 'rd_example': 'degradation_and_soiling_example_pvdaq_4.ipynb', + 'system_availability_example': 'system_availability_example.ipynb', + } + # is it an API autogen page? if pagename.startswith("generated/"): # pagename looks like "generated/rdtools.degradation.degradation_ols" @@ -171,9 +178,9 @@ def make_github_url(pagename): if start and end: target_url += '#L{}-L{}'.format(start, end) - # is it the example notebook? - elif pagename == "example": - target_url = URL_BASE + "docs/degradation_and_soiling_example.ipynb" + # is it an example notebook? + elif pagename in notebook_map: + target_url = URL_BASE + "docs/" + notebook_map[pagename] # is the the changelog page? elif pagename == "changelog": diff --git a/docs/sphinx/source/index.rst b/docs/sphinx/source/index.rst index 3076f107..85fd3372 100644 --- a/docs/sphinx/source/index.rst +++ b/docs/sphinx/source/index.rst @@ -162,10 +162,11 @@ The most frequently used functions are: .. code:: python - normalization.normalize_with_pvwatts(energy, pvwatts_kws) + normalization.normalize_with_expected_power(pv, power_expected, poa_global, + pv_input='power') ''' - Inputs: Pandas time series of raw energy, PVwatts dict for system analysis - (poa_global, power_dc_rated, temperature_cell, poa_global_ref, temperature_cell_ref, gamma_pdc) + Inputs: Pandas time series of raw power or energy, expected power, and + plane of array irradiance. Outputs: Pandas time series of normalized energy and POA insolation ''' @@ -299,6 +300,6 @@ Indices and tables .. links and references -.. _example notebook: https://rdtools.readthedocs.io/en/latest/example.html +.. _example notebook: rd_example.nblink .. _release: https://github.com/NREL/rdtools/releases .. _github: https://github.com/NREL/rdtools diff --git a/setup.py b/setup.py index a3969c1d..55107a98 100644 --- a/setup.py +++ b/setup.py @@ -43,7 +43,7 @@ 'statsmodels >= 0.8.0', 'scipy >= 0.19.1', 'h5py >= 2.7.1', - 'pvlib >= 0.7.0, <0.8.0', + 'pvlib >= 0.7.0, <0.9.0', ] EXTRAS_REQUIRE = { From 012f6e36eecada24f34dd5663f927873f1706e23 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Mon, 19 Oct 2020 15:26:05 -0600 Subject: [PATCH 143/146] Release updates md2 (#221) * update normalize_with_expected_power docstring * add longitude convention * Update Rd_pct docs * Update soiling docs * Make _interploate_series and _t_step_nanoseconds private * Update change log * normalize_with_expected_power docstring update * half_norm clarification * degradation doc updates * Add availability comment * Clean up backtick use --- docs/sphinx/source/api.rst | 2 - docs/sphinx/source/changelog/v2.0.0.rst | 7 +- rdtools/availability.py | 3 + rdtools/clearsky_temperature.py | 2 +- rdtools/degradation.py | 16 +++-- rdtools/normalization.py | 94 +++++++++++++------------ rdtools/soiling.py | 27 +++---- 7 files changed, 77 insertions(+), 74 deletions(-) diff --git a/docs/sphinx/source/api.rst b/docs/sphinx/source/api.rst index 0b02c02c..1386ee5f 100644 --- a/docs/sphinx/source/api.rst +++ b/docs/sphinx/source/api.rst @@ -97,14 +97,12 @@ Normalization delta_index energy_from_power interpolate - interpolate_series irradiance_rescale normalize_with_expected_power normalize_with_pvwatts normalize_with_sapm pvwatts_dc_power sapm_dc_power - t_step_nanoseconds Aggregation diff --git a/docs/sphinx/source/changelog/v2.0.0.rst b/docs/sphinx/source/changelog/v2.0.0.rst index c2e7d40a..0cb5396d 100644 --- a/docs/sphinx/source/changelog/v2.0.0.rst +++ b/docs/sphinx/source/changelog/v2.0.0.rst @@ -10,9 +10,6 @@ API Changes right-labeled energy with :py:func:`~rdtools.normalization.energy_from_power` before being used with these normalization functions (:pull:`105`, :pull:`108`). * Remove ``low_power_cutoff`` parameter in :py:func:`~rdtools.filtering.clip_filter` (:issue:`84`). -* Double the default value of the ``max_timedelta`` in :py:func:`~rdtools.normalization.interpolate` - and :py:func:`~rdtools.normalization.interpolate_series` to be twice the - median timedelta (:pull:`182`). * Many kwargs have changed name (but not input order) to bring nomenclature into closer alignment with the `DuraMAT pv-terms project `_: (:pull:`185`) @@ -55,14 +52,12 @@ Enhancements timeseries system availability (:pull:`131`) * Add new function :py:func:`~rdtools.normalization.normalize_with_expected_power` (:pull:`173`). * Add new functions :py:func:`~rdtools.normalization.energy_from_power` and - :py:func:`~rdtools.normalization.interpolate` (:pull:`105`, :pull:`108`, :pull:`212`). + :py:func:`~rdtools.normalization.interpolate` (:pull:`105`, :pull:`108`, :pull:`182`, :pull:`212`). * Add new function :py:func:`~rdtools.filtering.normalized_filter` (:pull:`139`) * Add new :py:mod:`~rdtools.plotting` module for generating standard plots (:pull:`138`, :pull:`131`) * Add parameter ``convergence_threshold`` to :py:func:`~rdtools.normalization.irradiance_rescale` (:pull:`152`). -* Add parameter ``warning_threshold`` to :py:func:`~rdtools.normalization.interpolate` - and :py:func:`~rdtools.normalization.interpolate_series` (:pull:`182`). Bug fixes --------- diff --git a/rdtools/availability.py b/rdtools/availability.py index 72c1ac5c..2a7812af 100644 --- a/rdtools/availability.py +++ b/rdtools/availability.py @@ -250,6 +250,9 @@ def _calc_loss_subsystem(self, low_threshold, relative_sizes, # Part A if low_threshold is None: + # calculate the low-power threshold based on the upper edge of the + # power distribution so that low-power strangeness (snow cover, + # outages, shading etc) don't affect the estimate: low_threshold = power_subsystem.quantile(0.99) / 1000 self.reporting_mask = looks_online = power_subsystem > low_threshold diff --git a/rdtools/clearsky_temperature.py b/rdtools/clearsky_temperature.py index bbf64afa..4472d70c 100644 --- a/rdtools/clearsky_temperature.py +++ b/rdtools/clearsky_temperature.py @@ -22,7 +22,7 @@ def get_clearsky_tamb(times, latitude, longitude, window_size=40, latitude : float Coordinates in decimal degrees. longitude : float - Coordinates in decimal degrees. + Coordinates in decimal degrees. Positive is east of the prime meridian. window_size : int, default 40 The window size in days to use when calculating rolling averages. gauss_std : int, default 20 diff --git a/rdtools/degradation.py b/rdtools/degradation.py index 203c6c48..6489e997 100644 --- a/rdtools/degradation.py +++ b/rdtools/degradation.py @@ -21,7 +21,7 @@ def degradation_ols(energy_normalized, confidence_level=68.2): Returns ------- Rd_pct : float - Estimated degradation rate in units percent/year. + Estimated degradation relative to the year 0 system capacity [%/year] Rd_CI : np.array The calculated confidence interval bounds. calc_info : dict @@ -94,7 +94,7 @@ def degradation_classical_decomposition(energy_normalized, Returns ------- Rd_pct : float - Estimated degradation rate in units percent/year. + Estimated degradation relative to the year 0 system capacity [%/year] Rd_CI : np.array The calculated confidence interval bounds. calc_info : dict @@ -191,8 +191,10 @@ def degradation_year_on_year(energy_normalized, recenter=True, energy_normalized: pd.Series Daily or lower frequency time series of normalized system ouput. recenter : bool, default True - Specify whether data is centered to normalized yield of 1 based on - first year. + Specify whether data is internally recentered to normalized yield + of 1 based on first year median. If False, ``Rd_pct`` is calculated + assuming ``energy_normalized`` is passed already normalized to the + year 0 system capacity. exceedance_prob : float, default 95 The probability level to use for exceedance value calculation, in percent. @@ -201,10 +203,10 @@ def degradation_year_on_year(energy_normalized, recenter=True, Returns ------- - degradation_rate : float - rate of relative performance change in %/yr + Rd_pct : float + Estimated degradation relative to the year 0 median system capacity [%/year] confidence_interval : np.array - confidence interval (size specified by `confidence_level`) of + confidence interval (size specified by ``confidence_level``) of degradation rate estimate calc_info : dict diff --git a/rdtools/normalization.py b/rdtools/normalization.py index 61f43a11..c6cb2753 100644 --- a/rdtools/normalization.py +++ b/rdtools/normalization.py @@ -14,25 +14,27 @@ class ConvergenceError(Exception): def normalize_with_expected_power(pv, power_expected, poa_global, pv_input='power'): ''' - Normalize pv output based on expected PV power. + Normalize PV power or energy based on expected PV power. Parameters ---------- pv : pd.Series Right-labeled time series PV energy or power. If energy, should *not* - be cumulative, but only for preceding time step. + be cumulative, but only for preceding time step. Type (energy or power) + must be specified in the ``pv_input`` parameter. power_expected : pd.Series - Right-labeled time series of expected PV power. + Right-labeled time series of expected PV power. (Note: Expected energy + is not supported.) poa_global : pd.Series Right-labeled time series of plane-of-array irradiance associated with - `expected_power` - pv_input : str - 'power' or 'energy' to specify type of input used for pv parameter + ``expected_power`` + pv_input : {'power' or 'energy'} + Specifies the type of input used for pv parameter. Default: 'power' Returns ------- energy_normalized : pd.Series - Energy normalized based on `expected_power` + Energy normalized based on ``power_expected`` insolation : pd.Series Insolation associated with each normalized point @@ -86,7 +88,7 @@ def pvwatts_dc_power(poa_global, power_dc_rated, temperature_cell=None, Rated DC power of array in watts temperature_cell : pd.Series, optional Measured or derived cell temperature [degrees Celsius]. - Time series assumed to be same frequency as `poa_global`. + Time series assumed to be same frequency as ``poa_global``. If omitted, the temperature term will be ignored. poa_global_ref : float, default 1000 Reference irradiance at standard test condition [W/m**2]. @@ -134,7 +136,7 @@ def normalize_with_pvwatts(energy, pvwatts_kws): Must be a right-labeled regular time series. pvwatts_kws : dict Dictionary of parameters used in the pvwatts_dc_power function. See - `Other Parameters`. + Other Parameters. Other Parameters ------------------ @@ -189,8 +191,8 @@ def sapm_dc_power(pvlib_pvsystem, met_data): pvlib_pvsystem : pvlib-python LocalizedPVSystem object Object contains orientation, geographic coordinates, equipment constants (including DC rated power in watts). The object must also - specify either the `temperature_model_parameters` attribute or both - `racking_model` and `module_type` attributes to infer the temperature model parameters. + specify either the ``temperature_model_parameters`` attribute or both + ``racking_model`` and ``module_type`` attributes to infer the temperature model parameters. met_data : pd.DataFrame Measured irradiance components, ambient temperature, and wind speed. Expected met_data DataFrame column names: @@ -263,15 +265,15 @@ def normalize_with_sapm(energy, sapm_kws): Must be a right-labeled regular time series. sapm_kws : dict Dictionary of parameters required for sapm_dc_power function. See - `Other Parameters`. + Other Parameters. Other Parameters --------------- pvlib_pvsystem : pvlib-python LocalizedPVSystem object Object contains orientation, geographic coordinates, equipment constants (including DC rated power in watts). The object must also - specify either the `temperature_model_parameters` attribute or both - `racking_model` and `module_type` to infer the model parameters. + specify either the ``temperature_model_parameters`` attribute or both + ``racking_model`` and ``module_type`` to infer the model parameters. met_data : pd.DataFrame Measured met_data, ambient temperature, and wind speed. Expected column names are ['DNI', 'GHI', 'DHI', 'Temperature', 'Wind Speed'] @@ -309,7 +311,7 @@ def delta_index(series): Returns ------- deltas : pd.Series - A timeseries representing the timestep sizes of `series` + A timeseries representing the timestep sizes of ``series`` mean : float The average timestep ''' @@ -345,7 +347,7 @@ def irradiance_rescale(irrad, irrad_sim, max_iterations=100, modeled/simulated irradiance time series max_iterations : int, default 100 The maximum number of times to attempt rescale optimization. - Ignored if `method` = 'single_opt' + Ignored if ``method = 'single_opt'`` method : str, default 'iterative' The calculation method to use. 'single_opt' implements the irradiance_rescale of rdtools v1.1.3 and earlier. 'iterative' @@ -354,9 +356,9 @@ def irradiance_rescale(irrad, irrad_sim, max_iterations=100, convergence_threshold : float, default 1e-6 The acceptable iteration-to-iteration scaling factor difference to determine convergence. If the threshold is not reached after - `max_iterations`, raise + ``max_iterations``, raise :py:exc:`rdtools.normalization.ConvergenceError`. - Must be greater than zero. Only used if `method=='iterative'`. + Must be greater than zero. Only used if ``method=='iterative'``. Returns ------- @@ -427,7 +429,7 @@ def _rmse(fact): def check_series_frequency(series, series_description): ''' Returns the inferred frequency of a pandas series, raises ValueError - using `series_description` if it can't. + using ``series_description`` if it can't. Parameters ---------- @@ -454,7 +456,7 @@ def check_series_frequency(series, series_description): return freq -def t_step_nanoseconds(time_series): +def _t_step_nanoseconds(time_series): ''' return a series of right labeled differences in the index of time_series in nanoseconds @@ -471,7 +473,7 @@ def energy_from_power(power, target_frequency=None, max_timedelta=None, power_ty interval from a power time series. For instantaneous timeseries, a trapezoidal sum is used. For right labeled time series, a rectangular sum is used. NaN is filled where the gap between input data points exceeds - `max_timedelta`. Power_series should + ``max_timedelta``. Power_series should be given in Watts. Parameters @@ -480,13 +482,13 @@ def energy_from_power(power, target_frequency=None, max_timedelta=None, power_ty Time series of power in Watts target_frequency : DatetimeOffset or frequency string, default None The frequency of the energy time series to be returned. - If omitted, use the median timestep of `power`, or if `power` has - fewer than two elements, use `power.index.freq`. + If omitted, use the median timestep of ``power``, or if ``power`` has + fewer than two elements, use ``power.index.freq`. max_timedelta : pd.Timedelta, default None The maximum allowed gap between power measurements. If the gap between - consecutive power measurements exceeds `max_timedelta`, NaN will be - returned for that interval. If omitted, `max_timedelta` is set - internally to the median time delta in `power`. Ignored when `power` + consecutive power measurements exceeds ``max_timedelta``, NaN will be + returned for that interval. If omitted, ``max_timedelta`` is set + internally to the median time delta in ``power``. Ignored when ``power`` has fewer than two elements. power_type : {'right_labeled', 'instantaneous'} The labeling convention used in power. Default: 'right_labeled' @@ -520,7 +522,7 @@ def energy_from_power(power, target_frequency=None, max_timedelta=None, power_ty energy.name = 'energy_Wh' return energy - t_steps = t_step_nanoseconds(power) + t_steps = _t_step_nanoseconds(power) median_step_ns = t_steps.median() if target_frequency is None: @@ -542,7 +544,7 @@ def energy_from_power(power, target_frequency=None, max_timedelta=None, power_ty power.index[-1], freq=target_frequency) temp_series = pd.Series(data=1, index=temp_ind) - temp_diffs = t_step_nanoseconds(temp_series) + temp_diffs = _t_step_nanoseconds(temp_series) freq_interval_size_ns = temp_diffs.median() else: raise @@ -569,9 +571,9 @@ def energy_from_power(power, target_frequency=None, max_timedelta=None, power_ty def _aggregate(time_series, target_frequency, max_timedelta, series_type): ''' Returns a right-labeled series with frequency target_frequency generated by - aggregating `time_series` (in units of hours). For instantaneous timeseries, + aggregating ``time_series`` (in units of hours). For instantaneous timeseries, a trapezoidal sum is used. For right labeled time series, a rectangular sum - is used. If any interval in `time_series` is greater than `max_timedelta`, + is used. If any interval in ``time_series`` is greater than ``max_timedelta``, it is omitted from the sum. Parameters @@ -581,7 +583,7 @@ def _aggregate(time_series, target_frequency, max_timedelta, series_type): The frequency of the accumulated series to be returned. max_timedelta : pd.Timedelta, default None The maximum allowed gap between power measurements. If the gap between - consecutive power measurements exceeds `max_timedelta`, no energy value + consecutive power measurements exceeds ``max_timedelta``, no energy value will be returned for that interval. series_type : {'right_labeled', 'instantaneous'} The labeling convention of time_series @@ -643,11 +645,11 @@ def _aggregate(time_series, target_frequency, max_timedelta, series_type): return aggregated -def interpolate_series(time_series, target_index, max_timedelta=None, +def _interpolate_series(time_series, target_index, max_timedelta=None, warning_threshold=0.1): ''' Returns an interpolation of time_series onto target_index, NaN is returned - for times associated with gaps in time_series longer `than max_timedelta`. + for times associated with gaps in time_series longer than ``max_timedelta``. Parameters ---------- @@ -657,13 +659,13 @@ def interpolate_series(time_series, target_index, max_timedelta=None, the index onto which the interpolation is to be made max_timedelta : pd.Timedelta, default None The maximum allowed gap between values in time_series. Times associated - with gaps longer than `max_timedelta` are excluded from the output. If - omitted, `max_timedelta` is set internally to two times the median - time delta in `time_series.` + with gaps longer than ``max_timedelta`` are excluded from the output. If + omitted, ``max_timedelta`` is set internally to two times the median + time delta in ``time_series``. warning_threshold : float, default 0.1 The fraction of data exclusion above which a warning is raised. With the default value of 0.1, a warning will be raised if the fraction - of data excluded because of data gaps longer than `max_timedelta` is + of data excluded because of data gaps longer than ``max_timedelta`` is above than 10%. Returns @@ -673,7 +675,7 @@ def interpolate_series(time_series, target_index, max_timedelta=None, Note ---- Timezone information in the DatetimeIndexes is handled automatically, - however both `time_series` and `target_index` should be time zone aware or + however both ``time_series`` and ``target_index`` should be time zone aware or they should both be time zone naive. ''' @@ -751,14 +753,14 @@ def interpolate(time_series, target, max_timedelta=None, warning_threshold=0.1): * If DatetimeOffset or frequency string: the frequency at which to resample and interpolate max_timedelta : pd.Timedelta, default None - The maximum allowed gap between values in `time_series`. Times - associated with gaps longer than `max_timedelta` are excluded from the - output. If omitted, `max_timedelta` is set internally to two times - the median time delta in `time_series`. + The maximum allowed gap between values in ``time_series``. Times + associated with gaps longer than ``max_timedelta`` are excluded from the + output. If omitted, ``max_timedelta`` is set internally to two times + the median time delta in ``time_series``. warning_threshold : float, default 0.1 The fraction of data exclusion above which a warning is raised. With the default value of 0.1, a warning will be raised if the fraction - of data excluded because of data gaps longer than `max_timedelta` is + of data excluded because of data gaps longer than ``max_timedelta`` is above than 10%. Returns @@ -768,7 +770,7 @@ def interpolate(time_series, target, max_timedelta=None, warning_threshold=0.1): Note ---- Timezone information in the DatetimeIndexes is handled automatically, - however both `time_series` and `target` should be time zone aware or they + however both ``time_series`` and ``target`` should be time zone aware or they should both be time zone naive. ''' @@ -785,13 +787,13 @@ def interpolate(time_series, target, max_timedelta=None, warning_threshold=0.1): 'both must be time-zone naive.') if isinstance(time_series, pd.Series): - out = interpolate_series(time_series, target_index, max_timedelta, + out = _interpolate_series(time_series, target_index, max_timedelta, warning_threshold) elif isinstance(time_series, pd.DataFrame): out_list = [] for col in time_series.columns: ts = time_series[col] - series = interpolate_series(ts, target_index, max_timedelta, + series = _interpolate_series(ts, target_index, max_timedelta, warning_threshold) out_list.append(series) out = pd.concat(out_list, axis=1) diff --git a/rdtools/soiling.py b/rdtools/soiling.py index c40b5edd..f62ccfc0 100644 --- a/rdtools/soiling.py +++ b/rdtools/soiling.py @@ -336,9 +336,10 @@ def _calc_monte(self, monte, method='half_norm_clean'): * 'random_clean' - a random recovery between 0-100% * 'perfect_clean' - each cleaning event returns the performance metric to 1 - * 'half_norm_clean' - The three-sigma lower bound of recovery is - inferred from the fit of the following interval, the upper bound - is 1 with the magnitude drawn from a half normal centered at 1 + * 'half_norm_clean' - The starting point of each interval is taken + randomly from a half normal distribution with its mode (mu) at 1 and + its sigma equal to 1/3 * (1-b) where b is the intercept of the fit to + the interval. ''' monte_losses = [] @@ -383,7 +384,7 @@ def _calc_monte(self, monte, method='half_norm_clean'): end = inter_start + row.run_loss end_list.append(end) - # Use a half normal with the infered clean at the + # Use a half normal with the inferred clean at the # 3sigma point x = np.clip(end + row.inferred_recovery, 0, 1) inter_start = 1 - abs(np.random.normal(0.0, (1 - x) / 3)) @@ -471,7 +472,8 @@ def run(self, reps=1000, day_scale=14, clean_threshold='infer', ''' Run the SRR method from beginning to end. Perform the stochastic rate and recovery soiling loss calculation. Based on the methods presented - in Deceglie et al. JPV 8(2) p547 2018. + in Deceglie et al. "Quantifying Soiling Loss Directly From PV Yield" + JPV 8(2) p547 2018. Parameters ---------- @@ -494,10 +496,10 @@ def run(self, reps=1000, day_scale=14, clean_threshold='infer', * 'random_clean' - a random recovery between 0-100% * 'perfect_clean' - each cleaning event returns the performance metric to 1 - * 'half_norm_clean' (default) - The three-sigma lower bound of - recovery is inferred from the fit of the following interval, the - upper bound is 1 with the magnitude drawn from a half normal - centered at 1 + * 'half_norm_clean' - The starting point of each interval is taken + randomly from a half normal distribution with its mode (mu) at 1 and + its sigma equal to 1/3 * (1-b) where b is the intercept of the fit to + the interval. clean_criterion : {'precip_and_shift', 'precip_or_shift', 'precip', 'shift'} \ default 'shift' @@ -671,9 +673,10 @@ def soiling_srr(energy_normalized_daily, insolation_daily, reps=1000, * 'random_clean' - a random recovery between 0-100% * 'perfect_clean' - each cleaning event returns the performance metric to 1 - * 'half_norm_clean' (default) - The three-sigma lower bound of recovery - is inferred from the fit of the following interval, the upper bound - is 1 with the magnitude drawn from a half normal centered at 1 + * 'half_norm_clean'(default) - The starting point of each interval is taken + randomly from a half normal distribution with its mode (mu) at 1 and + its sigma equal to 1/3 * (1-b) where b is the intercept of the fit to + the interval. clean_criterion : {'precip_and_shift', 'precip_or_shift', 'precip', 'shift'} \ default 'shift' The method of partitioning the dataset into soiling intervals. From 5e5d120a1f473f372fb8e5dbc021557038769312 Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Mon, 19 Oct 2020 15:28:13 -0600 Subject: [PATCH 144/146] Update docs/sphinx/source/index.rst --- docs/sphinx/source/index.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/sphinx/source/index.rst b/docs/sphinx/source/index.rst index 85fd3372..af40e60b 100644 --- a/docs/sphinx/source/index.rst +++ b/docs/sphinx/source/index.rst @@ -145,7 +145,7 @@ Usage and examples ------------------ Full workflow examples are found in the notebooks in `example notebook`_. -The examples are designed to work with python 3.6. For a consistent +The examples are designed to work with python 3.7. For a consistent experience, we recommend installing the packages and versions documented in ``docs/notebook_requirements.txt``. This can be achieved in your environment by first installing RdTools as described above, then running From 93e698048da1692c0832bf0617f58906bb6dabcd Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Tue, 20 Oct 2020 09:41:53 -0600 Subject: [PATCH 145/146] make a few more functions private (#222) * make a few more functions private * update change log * Deprecate instead * Add backticks in doc string for normalize_with_expected_power --- docs/sphinx/source/api.rst | 4 ++-- docs/sphinx/source/changelog/v2.0.0.rst | 1 + rdtools/normalization.py | 18 ++++++++++++------ 3 files changed, 15 insertions(+), 8 deletions(-) diff --git a/docs/sphinx/source/api.rst b/docs/sphinx/source/api.rst index 1386ee5f..fe3be2e0 100644 --- a/docs/sphinx/source/api.rst +++ b/docs/sphinx/source/api.rst @@ -93,8 +93,6 @@ Normalization .. autosummary:: :toctree: generated/ - check_series_frequency - delta_index energy_from_power interpolate irradiance_rescale @@ -103,6 +101,8 @@ Normalization normalize_with_sapm pvwatts_dc_power sapm_dc_power + delta_index + check_series_frequency Aggregation diff --git a/docs/sphinx/source/changelog/v2.0.0.rst b/docs/sphinx/source/changelog/v2.0.0.rst index 0cb5396d..1a8a5222 100644 --- a/docs/sphinx/source/changelog/v2.0.0.rst +++ b/docs/sphinx/source/changelog/v2.0.0.rst @@ -35,6 +35,7 @@ Deprecations :py:func:`~rdtools.normalization.normalize_with_sapm` have been deprecated in favor of :py:func:`~rdtools.normalization.normalize_with_expected_power`. (:pull:`215`) +* :py:func:`~rdtools.normalization.delta_index` and :py:func:`~rdtools.normalization.check_series_frequency` (:pull:`222`) Enhancements ------------ diff --git a/rdtools/normalization.py b/rdtools/normalization.py index c6cb2753..fe9c3665 100644 --- a/rdtools/normalization.py +++ b/rdtools/normalization.py @@ -29,7 +29,7 @@ def normalize_with_expected_power(pv, power_expected, poa_global, Right-labeled time series of plane-of-array irradiance associated with ``expected_power`` pv_input : {'power' or 'energy'} - Specifies the type of input used for pv parameter. Default: 'power' + Specifies the type of input used for ``pv`` parameter. Default: 'power' Returns ------- @@ -40,7 +40,7 @@ def normalize_with_expected_power(pv, power_expected, poa_global, ''' - freq = check_series_frequency(pv, 'pv') + freq = _check_series_frequency(pv, 'pv') if pv_input == 'power': energy = energy_from_power(pv, freq, power_type='right_labeled') @@ -50,8 +50,8 @@ def normalize_with_expected_power(pv, power_expected, poa_global, else: raise ValueError("Unexpected value for pv_input. pv_input should be 'power' or 'energy'.") - model_tds, mean_model_td = delta_index(power_expected) - measure_tds, mean_measure_td = delta_index(energy) + model_tds, mean_model_td = _delta_index(power_expected) + measure_tds, mean_measure_td = _delta_index(energy) # Case in which the model less frequent than the measurements if mean_model_td > mean_measure_td: @@ -298,7 +298,7 @@ def normalize_with_sapm(energy, sapm_kws): return energy_normalized, insolation -def delta_index(series): +def _delta_index(series): ''' Takes a pandas series with a DatetimeIndex as input and returns (time step sizes, average time step size) in hours @@ -333,6 +333,9 @@ def delta_index(series): return deltas, np.mean(deltas.dropna()) +delta_index = deprecated('2.0.0', removal='3.0.0')(_delta_index) + + def irradiance_rescale(irrad, irrad_sim, max_iterations=100, method='iterative', convergence_threshold=1e-6): ''' @@ -426,7 +429,7 @@ def _rmse(fact): raise ValueError('Invalid method') -def check_series_frequency(series, series_description): +def _check_series_frequency(series, series_description): ''' Returns the inferred frequency of a pandas series, raises ValueError using ``series_description`` if it can't. @@ -456,6 +459,9 @@ def check_series_frequency(series, series_description): return freq +check_series_frequency = deprecated('2.0.0', removal='3.0.0')(_check_series_frequency) + + def _t_step_nanoseconds(time_series): ''' return a series of right labeled differences in the index of time_series From 8f246663604799afa0c911278718a7b192bd8b4a Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Tue, 20 Oct 2020 11:42:26 -0600 Subject: [PATCH 146/146] update changelog and check notebooks (#224) * Update contributors * add a semicolon to plotting cell * contributor adjustment * add 2.0.0 release date * Add release summary --- docs/sphinx/source/changelog/pre_2.0.0.rst | 47 ++++++++++++++++++++++ docs/sphinx/source/changelog/v2.0.0.rst | 4 +- docs/system_availability_example.ipynb | 18 ++------- 3 files changed, 54 insertions(+), 15 deletions(-) diff --git a/docs/sphinx/source/changelog/pre_2.0.0.rst b/docs/sphinx/source/changelog/pre_2.0.0.rst index 1e976bf1..8e41a75a 100644 --- a/docs/sphinx/source/changelog/pre_2.0.0.rst +++ b/docs/sphinx/source/changelog/pre_2.0.0.rst @@ -7,6 +7,10 @@ v1.2.3 (April 12, 2020) - Versioneer bug fix - Licence update +Contributors +------------ +* Mike Deceglie (:ghuser:`mdeceglie`) + ************************* v1.2.2 (October 12, 2018) @@ -14,6 +18,10 @@ v1.2.2 (October 12, 2018) Patch that adds author email to enable pypi deployment +Contributors +------------ +* Mike Deceglie (:ghuser:`mdeceglie`) + ************************* v1.2.1 (October 12, 2018) @@ -25,6 +33,13 @@ the example notebook, and new example results to reflect changes in the example dataset. It addresses :issue:`49`, :issue:`76`, :issue:`78`, :issue:`79`, :issue:`80`, :issue:`85`, :issue:`86`, and :issue:`92`. +Contributors +------------ +* Mike Deceglie (:ghuser:`mdeceglie`) +* Adam Shinn (:ghuser:`abshinn`) +* Chris Deline (:ghuser:`cdeline`) +* nb137 (:ghuser:`nb137`) + *********************** v1.2.0 (March 30, 2018) @@ -39,6 +54,14 @@ This incorporates changes including: - Fixes error in check for two years of data in degradation_year_on_year - Improves the calculations underlying irradiance_rescale +Contributors +------------ +* Mike Deceglie (:ghuser:`mdeceglie`) +* Ambarish Nag (:ghuser:`ambarishnag`) +* Gregory Kimball (:ghuser:`GregoryKimball`) +* Chris Deline (:ghuser:`cdeline`) +* Mark Mikofski (:ghuser:`mikofski`) + ************************* v1.1.3 (December 6, 2017) @@ -49,6 +72,11 @@ This patch includes the following changes: 1. Update the notebook for improved plotting with Pandas v.0.21.0 2. Fix installation bug related to package data +Contributors +------------ +* Mike Deceglie (:ghuser:`mdeceglie`) +* Chris Deline (:ghuser:`cdeline`) + ************************* v1.1.2 (November 6, 2017) @@ -60,6 +88,10 @@ This patch includes the following changes: 2. Update requirements 3. Notebook plots made compatible with pandas v.0.21.0 +Contributors +------------ +* Mike Deceglie (:ghuser:`mdeceglie`) + ************************* v1.1.1 (November 1, 2017) @@ -70,6 +102,12 @@ This patch: 1. Improves documentation 2. Fixes installation requirements +Contributors +------------ +* Mike Deceglie (:ghuser:`mdeceglie`) +* Adam Shinn (:ghuser:`abshinn`) +* Chris Deline (:ghuser:`cdeline`) + *************************** v1.1.0 (September 30, 2017) @@ -77,3 +115,12 @@ v1.1.0 (September 30, 2017) This update includes the addition of filters, functions to support a clear-sky workflow, and updates to the example notebook. + +Contributors +------------ +* Mike Deceglie (:ghuser:`mdeceglie`) +* Adam Shinn (:ghuser:`abshinn`) +* Ambarish Nag (:ghuser:`ambarishnag`) +* Gregory Kimball (:ghuser:`GregoryKimball`) +* Chris Deline (:ghuser:`cdeline`) +* Jiyang Yan (:ghuser:`yjy1663`) diff --git a/docs/sphinx/source/changelog/v2.0.0.rst b/docs/sphinx/source/changelog/v2.0.0.rst index 1a8a5222..a9b98145 100644 --- a/docs/sphinx/source/changelog/v2.0.0.rst +++ b/docs/sphinx/source/changelog/v2.0.0.rst @@ -1,6 +1,7 @@ ************************* -v2.0.0 (TBD, 2020) +v2.0.0 (October 20, 2020) ************************* +Version 2.0.0 adds experimental soiling and availability modules, plotting capability, and includes updates to normalization work flow. This major release introduces some breaking changes to the API. Details below. API Changes ----------- @@ -106,3 +107,4 @@ Contributors * Mike Deceglie (:ghuser:`mdeceglie`) * Kevin Anderson (:ghuser:`kanderso-nrel`) * Chris Deline (:ghuser:`cdeline`) +* Will Vining (:ghuser:`wfvining`) diff --git a/docs/system_availability_example.ipynb b/docs/system_availability_example.ipynb index 21fdec5d..428e5653 100644 --- a/docs/system_availability_example.ipynb +++ b/docs/system_availability_example.ipynb @@ -194,7 +194,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/mdecegli/Documents/GitHub/rdtools/rdtools/availability.py:18: UserWarning: The availability module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", + "/Users/mdecegli/opt/anaconda3/envs/final_release_test/lib/python3.7/site-packages/rdtools/availability.py:18: UserWarning: The availability module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", " 'The availability module is currently experimental. The API, results, '\n" ] } @@ -227,20 +227,10 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/mdecegli/Documents/GitHub/rdtools/rdtools/plotting.py:320: UserWarning: The availability module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", + "/Users/mdecegli/opt/anaconda3/envs/final_release_test/lib/python3.7/site-packages/rdtools/plotting.py:320: UserWarning: The availability module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", " 'The availability module is currently experimental. The API, results, '\n" ] }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - }, { "data": { "image/png": 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\n", @@ -255,7 +245,7 @@ "source": [ "fig = aa.plot()\n", "fig.set_size_inches(16, 7)\n", - "fig.axes[1].legend(loc='upper left')" + "fig.axes[1].legend(loc='upper left');" ] }, { @@ -624,7 +614,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/mdecegli/Documents/GitHub/rdtools/rdtools/plotting.py:320: UserWarning: The availability module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", + "/Users/mdecegli/opt/anaconda3/envs/final_release_test/lib/python3.7/site-packages/rdtools/plotting.py:320: UserWarning: The availability module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", " 'The availability module is currently experimental. The API, results, '\n" ] },